prr.hec.gov.pkprr.hec.gov.pk/jspui/bitstream/123456789/7917/1/a zaheer thesis 20... · thesis...
TRANSCRIPT
Bacterial Diversity in the Root Nodules and
Rhizosphere of Chickpea (Cicer arietinum L.)
Ahmad Zaheer
2017
Department of Biotechnology
Pakistan Institute of Engineering & Applied Sciences
Nilore-45650 Islamabad, Pakistan
ii
This page intentionally left blank.
Thesis Submission Approval
This is to certify that the work contained in this thesis entitled Bacterial Diversity in
the Root Nodules and Rhizosphere of Chickpea (Cicer arietinum L.), was carried
out by Ahmad Zaheer, and in my opinion, it is fully adequate, in scope and quality,
for the degree of Ph.D. Furthermore, it is hereby approved for submission for review
and thesis defense.
Supervisor: __________________________
Name: Dr. Muhammad Sajjad Mirza
Date: 13 July, 2017
Place: NIBGE, Faisalabad.
Co-Supervisor: _______________________
Name: Dr. Kauser A. Malik HI, SI, TI
Date: 13 July, 2017
Place: F.C. College (A Chartered
University), Lahore.
Head, Department of Biotechnology: _________________________
Name: Dr. Shahid Mansoor SI
Date: 13 July, 2017
Place: NIBGE, Faisalabad.
Bacterial Diversity in the Root Nodules and
Rhizosphere of Chickpea (Cicer arietinum L.)
Ahmad Zaheer
Submitted in partial fulfillment of the requirements
for the degree of Ph.D.
2017
Department of Biotechnology
Pakistan Institute of Engineering and Applied Sciences
Nilore-45650 Islamabad, Pakistan
ii
Dedications
To
My Father and Mother
iii
Acknowledgements
Nothing is deserving of worship except “ALMIGHTY ALLAH”, all praises for Him,
Who is the entire source of all knowledge and wisdom endowed to mankind. He guides
the way and gives me courage to complete this work. I offer my humblest gratitude
from deep sense of heart to the Holy Prophet, MUHAMMAD (صلى هللا عليه وسلم) Who
is, forever source of guidance and knowledge for humanity.
First and foremost, I offer my sincerest gratitude to my supervisor, Dr.
Muhammad Sajjad Mirza, Deputy Chief Scientist, National Institute for
Biotechnology and Genetic Engineering (NIBGE), for his constant guidance, kind
supervision and valuable help at every step of my PhD study. I am thankful to my co-
supervisor Professor Dr. Kauser A. Malik (H.I., S.I., T.I.), Distinguished National
Professor, Forman Christian College University, Lahore, for his kind and affectionate
behavior, personal interest and valuable guidance.
I would also like to appreciate and acknowledge the help and support of Dr.
Shahid Mansoor (S.I.), Director NIBGE, for providing me the opportunity to carry out
research work at NIBGE.
I am also grateful to my foreign supervisors Professor Dr. Xavier Perret and
Dr. Maged M. Saad at Microbiology Unit, Department of Botany and Plant Biology,
University of Geneva, Switzerland for their technical support and valuable contribution
during my visit to the host lab. I am sincerely thankful to my UNIGE lab fellows Dr.
Antoine Huyghe, Romain Fossou, Laura Piazza and Natalia Giot for their help and
support. I am thankful to foreign collaborators Dr. Joan E. Mclean and Dr. Babur S.
Mirza at Utah Water Research Laboratory, Utah State University, Logan, Utah, USA
for their financial and technical support in pyrosequencing and data analysis.
Help and cooperation from Dr. Tariq Mahmud Shah, Deputy Chief Scientist,
Head PBG, Nuclear Institute for Agriculture and Biology (NIAB), Faisalabad, Dr.
Khalid Hussain, Director, Arid Zone Research Institute, Bhakkar and Malik Mushtaq
iv
Ahmad, Assistant Botanist, Incharge Pulses Research Sub-Station, Kallurkot by
providing chickpea seeds and land to conduct multi-locational field experiments is
thankfully acknowledged.
Heartiest thanks to Dr. Ghulam Rasul, Dr. Fathia Mubin, Dr. Sumera
Yasmin and Dr. Asma Imran, who helped me throughout my PhD study. I am also
thankful to my lab collogues Dr. Muther Mansoor Qaisrani, Dr. Muhammad Tahir,
Dr. Muhammad Arshad, Ms. Aamna Basheer, Ms. Khadija Ayyaz and Ms. Sughra
Hakim for their support during the whole period of my research work. I am also
thankful to lab technicians Muhammad Ahmad Dogar, Zahid Iqbal, Zakir Hussain,
Ghulam Abas and Imran ul Haq for the kind help in conducting lab and field
experiments.
Thank you to my family and friends who, through their love, support and
encouragement, have helped to make my dreams a reality. I do not have words to
express my heartiest thanks, gratitude and profound admiration to my affectionate
parents, who are the source of encouragement for me in fact this work became possible
only because of their love, moral support and prayers for my success. Whatever, I am
today is because of their love and prayers.
I wish to acknowledge financial support from the Higher Education
Commission (HEC) of Pakistan under the program PhD Fellowship Batch VI and
International Research Support Initiative Programme (IRSIP) and Pakistan Science
Foundation (PSF project No. 315).
Ahmad Zaheer
v
Declaration of Originality
I hereby declare that the work accomplished in this thesis is the result of my own
research carried out in Soil & Environmental Biotechnology Division (NIBGE). This
thesis has not been published previously nor does it contain any material from the
published resources that can be considered as the violation of international copyright
law. Furthermore, I also declare that I am aware of the terms ‘copyright’ and
‘plagiarism’, and if any copyright violation was found out in this work I will be held
responsible of the consequences of any such violation.
__________________
(Ahmad Zaheer)
13 July, 2017
NIBGE, Faisalabad.
vi
Copyrights Statement
The entire contents of this thesis entitled Bacterial Diversity in the Root Nodules and
Rhizosphere of Chickpea (Cicer arietinum L.) by Ahmad Zaheer are an intellectual
property of Pakistan Institute of Engineering & Applied Sciences (PIEAS). No portion
of the thesis should be reproduced without obtaining explicit permission from PIEAS.
vii
Table of Contents
Dedications .................................................................................................................... ii
Acknowledgements ...................................................................................................... iii
Declaration of Originality .............................................................................................. v
Copyrights Statement .................................................................................................... vi
Table of Contents ......................................................................................................... vii
List of Figures ................................................................................................................ x
List of Tables ............................................................................................................... xii
Abstract ....................................................................................................................... xiv
List of Publications and Patents ................................................................................... xv
List of Abbreviations and Symbols............................................................................. xvi
1 Introduction ................................................................................................................. 1
1.1 Chickpea Crop ..................................................................................................... 1
1.2 The Chickpea-Mesorhizobium Symbiosis ........................................................... 2
1.3 Bacterial Diversity Associated with the Root Nodules ....................................... 2
1.4 The Rhizospheric Soil ......................................................................................... 3
1.4.1 Identification of Bacterial Isolates from Rhizospheric Soil ................... 4
1.5 Mechanisms used by Bacteria for Plant Growth Promotion ............................... 4
1.5.1 Biological Nitrogen Fixation and Nodulation........................................ 5
1.5.2 Phytohormone Production ..................................................................... 6
1.5.3 Phosphate Solubilization ........................................................................ 7
1.6 Application of Bacterial Inoculation for Plant Growth Promotion ..................... 8
1.7 Metagenomics ...................................................................................................... 8
1.8 Objectives of the Present Study ......................................................................... 10
2 Materials and Methods .............................................................................................. 11
2.1 Sample Collection.............................................................................................. 11
2.2 Soil Analysis ...................................................................................................... 11
2.3 Bacterial Isolation .............................................................................................. 12
2.3.1 Isolation of Endophytic Bacteria from Nodules of Chickpea .............. 12
2.3.2 Isolation of PGPR from Rhizospheric Soil of Chickpea ..................... 13
2.4 Molecular Characterization and Identification of Bacterial Isolates ................. 14
2.4.1 Extraction of Genomic DNA from Pure Cultures................................ 14
viii
2.4.2 Identification by nifH and 16S rRNA Gene Amplification ................. 14
2.4.3 Phylogenetic Analysis of the Bacterial Isolates ................................... 14
2.5 Preservation of Bacteria ..................................................................................... 15
2.6 Characterization of Bacterial Isolates ................................................................ 15
2.6.1 Confirmation of Nodulation Ability by Endophytic Bacterial Isolates
on Chickpea ......................................................................................... 15
2.6.2 Indole-3-Acetic Acid (IAA) Production by Isolates ............................ 15
2.6.3 Phosphate Solubilization by the Bacterial Isolates in Pure Culture ..... 16
2.6.4 Organic Acid Production by the Bacterial Isolates in Pure Culture .... 17
2.7 Effect of Bacterial Inoculations on Chickpea .................................................... 17
2.7.1 Earthen Pot Experiments to Study the Effect of Bacterial Inoculation
on Chickpea ......................................................................................... 17
2.7.2 Field Trials to Study the Effect of Bacterial Inoculation on Chickpea 17
2.8 Bacterial Diversity in Rhizospheric Soil and Root Nodules Studied by Culture-
Independent DNA-Based (16S rRNA and nifH Genes Sequences) Method ..... 18
2.9 Statistical Analysis ............................................................................................ 19
2.10 Nucleotide Sequence Accession Numbers ........................................................ 19
3 Results ....................................................................................................................... 21
3.1 Isolation and Identification of Bacterial Isolates ............................................... 21
3.1.1 Isolation and Identification of Bacteria from Rhizospheric Soil and
Root Nodules of Chickpea ................................................................... 21
3.1.2 Identification of Bacterial Isolates ....................................................... 26
3.1.3 Amplification of nifH Gene from Bacterial Isolates ............................ 38
3.2 Characterization of the Bacterial Isolates .......................................................... 39
3.2.1 Confirmation of Nodulation Ability of Endophytic Bacterial Isolates 39
3.2.2 Indole-3-Acetic Acid (IAA) Production by the Bacterial Isolates ....... 42
3.2.3 Phosphate Solubilization by the Bacterial Isolates .............................. 43
3.2.4 Organic Acid Production ..................................................................... 47
3.3 Effect of Bacterial Inoculation on Chickpea ..................................................... 49
3.3.1 Effect of Bacterial Inocula on Chickpea Plants Grown in Earthen Pots
(Year 2012-13) ..................................................................................... 49
3.3.2 Plant Growth Promoting Effect of Serratia spp. on Chickpea Grown in
Field (Year 2013-14)............................................................................ 52
3.3.3 Plant Growth Promoting Effect of Bacterial Inocula on Chickpea
Grown in Earthen Pots (Year 2013-14) ............................................... 52
3.3.4 Plant Growth Promoting Effect of Bacterial Inocula on Chickpea
Grown in Field (Year 2014-15) ........................................................... 60
ix
3.3.5 Plant Growth Promoting Effect of Bacterial Inocula on Chickpea
Grown at Different Locations (Year 2015-16) .................................... 61
3.4 Bacterial Diversity by Culture-Independent Molecular Approach .................... 71
3.4.1 Extraction of DNA and PCR Amplification of 16S rRNA and nifH
Genes from the Root Nodules and Rhizospheric Soil of Chickpea ..... 71
3.4.2 Bacterial Diversity in the Root Nodules Revealed by Sequence
Analysis of nifH gene Amplified from Nodule DNA .......................... 71
3.4.3 Bacterial Diversity Revealed by Sequence Analysis of nifH Gene
Amplified from Rhizospheric Soil DNA ............................................. 73
3.4.4 Bacterial Diversity in the Root Nodules Revealed by Sequence
Analysis of 16S rRNA Gene Amplified from Nodule DNA ............... 75
3.4.5 Bacterial Diversity Revealed by Sequence Analysis of 16S rRNA Gene
Amplified from Rhizospheric Soil DNA ............................................. 81
4 Discussion ................................................................................................................. 86
Appendices ................................................................................................................... 95
References .................................................................................................................. 101
x
List of Figures
Figure 1-1 Seeds and flowers of Desi, Kabuli-type chickpea ................................. 1
Figure 2-1 Map of Pakistan showing different sampling locations ....................... 12
Figure 3-1 Sample collection from different chickpea growing area. ................... 21
Figure 3-2 Colony morphology of the isolates on LB and YMA media. .............. 22
Figure 3-3 Genomic DNA extracted from isolates. ............................................... 27
Figure 3-4 PCR-amplification of 16S rRNA gene from bacterial isolates. ........... 29
Figure 3-5 16S rRNA sequence-based phylogenetic tree of α-Proteobacteria ..... 30
Figure 3-6 16S rRNA sequence-based phylogenetic tree of β-Proteobacteria ..... 31
Figure 3-7 16S rRNA sequence-based phylogenetic tree of γ-Proteobacteria ..... 32
Figure 3-8 16S rRNA sequence-based phylogenetic tree of Actinobacteria ......... 33
Figure 3-9 16S rRNA sequence-based phylogenetic tree of Firmibacteria .......... 34
Figure 3-10 PCR amplification of partial nifH gene from Mesorhizobium . ........... 38
Figure 3-11 nifH sequence-based phylogenetic tree of Mesorhizobium ................. 39
Figure 3-12 Effect of Mesorhizobium on growth and nodulation of chickpea. ....... 40
Figure 3-13 Nodulation of chickpea by pure cultures of Mesorhizobium spp. ....... 40
Figure 3-14 Qualitative test showing IAA production by bacterial isolates. .......... 43
Figure 3-15 IAA production by selected strains at different incubation temp. ....... 44
Figure 3-16 Plate assay for P solubilizing activity of NFY8 and 5D. ..................... 44
Figure 3-17 P solubilization by selected strains at different incubation temp. ........ 45
Figure 3-18 Organic acid production by bacterial strains. ...................................... 48
Figure 3-19 Effect of bacterial strains on growth of chickpea plants grown in
earthen pots. Strain used: Serratia sp. 5D. (Year 2012-13) ................. 49
Figure 3-20 Effect of Serratia sp. on growth of chickpea plants grown in field at
two different localities. (Year 2013-14)............................................... 53
Figure 3-21 Effect of inoculation (Serratia spp.) on grain yield of chickpea ......... 54
Figure 3-22 Effect of inoculation (Serratia spp.) on straw weight of chickpea ...... 55
Figure 3-23 Effect of bacterial inocula on growth of chickpea plants grown in
Earthen pots.-------------------------------------------------------------------56
Figure 3-24 Effect of bacterial inocula on growth of chickpea plants grown in field
at NIBGE, Faisalabad. (Year 2014-15)................................................ 62
Figure 3-25 Effect of bacterial inoculation on chickpea grown in field. ................. 63
xi
Figure 3-26 Effect of bacterial strains on growth of chickpea plants grown in field
at different localities. (Year 2015-16) .................................................. 63
Figure 3-27 Effect of bacterial inoculation on chickpea grown in field. ................. 64
Figure 3-28 Effect of bacterial inoculation on chickpea grown in field. ................. 64
Figure 3-29 Agarose gels showing DNA extracted from root nodules and PCR
amplification of 16S rRNA and nifH genes ......................................... 71
Figure 3-30 Relative abundance of major bacterial classes detected by 16S rRNA
gene sequence analysis in the root nodules of chickpea grown at
different localities ------------------------------------------------------------77
Figure 3-31 Relative abundances of the major bacterial genera detected by 16S
rRNA gene sequence analysis in nodules of chickpea ........................ 78
Figure 3-32 Molecular phylogenetic analysis of the 16S rRNA sequences retrieved
from root nodules of chickpea. ............................................................ 79
Figure 3-33 Non-metric multi-dimensional scaling representation of the
geochemical characteristics and relative abundance of the Serratia
sequences in the root nodules of chickpea ........................................... 79
Figure 3-34 16S rRNA sequence-based phylogenetic tree of Serratia strains
isolated from root nodule of chickpea constructed by maximum
likelihood method. .............................................................................. 80
Figure 3-35 Relative abundance of major bacterial phyla detected by 16S rRNA
gene sequence analysis from rhizospheric soil of chickpea grown at
different localities. ............................................................................... 82
xii
List of Tables
Table 3.1 Physio-chemical characteristics of soil samples collected from different
localities ............................................................................................... 23
Table 3.2 Morphological characteristics of the bacterial isolates obtained from
rhizospheric soil and root nodules of chickpea .................................... 24
Table 3.3 Identification of the bacterial isolates obtained from rhizospheric soil
and root nodules of chickpea on the basis of 16S rRNA gene ............. 35
Table 3.4 Nodulation of Desi-type chickpea by pure cultures of endophytes ..... 41
Table 3.5 Nodulation of Kabuli-type chickpea by pure cultures of endophytes.. 42
Table 3.6 Production of IAA (µg/mL) and Phosphate solubilization (µg/mL) by
bacterial strains in the growth medium. ............................................... 45
Table 3.7 Production of IAA by bacterial strains at different temperatures ........ 47
Table 3.8 Phosphate solubilization by bacterial strains at different temp ........... 47
Table 3.9 Organic acid production by strains in Pikovskaya growth medium .... 48
Table 3.10 Effect of bacterial inocula on number of nodules and dry weight of
nodules of chickpea plant grown in earthen pots. (Year 2012-13) ...... 50
Table 3.11 Effect of bacterial isolates on grain and straw yield (g/plant) of chickpea
grown in earthen pots. (Year 2012-13) ................................................ 51
Table 3.12 Characteristics of soil samples collected at the time of sowing ........... 56
Table 3.13 Effect of bacterial inoculation on grain yield of chickpea . -------------57
Table 3.14 Effect of bacterial inoculation on straw yield of chickpea --------------58
Table 3.15 Effect of bacterial isolates as single-strain inocula and as co-inoculants
on chickpea grown in earthen pots. (Year 2013-14) ............................ 59
Table 3.16 Effect of isolates as single strain inocula and co-inoculation on grain
and straw yield of chickpea grown in earthen pots. (Year 2013-14) ... 60
Table 3.17 Effect of bacterial inoculation on number of nodules and dry weight of
nodules of chickpea grown at experimental field. (Year 2014-15) ..... 65
Table 3.18 Effect of bacterial inoculation on grain and straw yield of chickpea
grown at experimental field. (Year 2014-15) ...................................... 66
Table 3.19 Characteristics of field soil from different localities ........................... 67
Table 3.20 Effect of bacterial inoculation on nodulation of chickpea grown in
experimental fields at different locations. (Year 2015-16) .................. 68
Table 3.21 Effect of inoculation on dry weight of nodules per plant of chickpea
grown in experimental fields at different locations. (Year 2015-16) ... 68
xiii
Table 3.22 Effect of bacterial inoculation on grain yield (kg/ha) of chickpea grown
in experimental fields at different locations. (Year 2015-16) .............. 69
Table 3.23 Effect of bacterial inoculation on straw yield (kg/ha) of chickpea grown
in experimental fields at different locations. (Year 2015-16) .............. 70
Table 3.24 Dominant bacterial genera detected by nifH gene sequences amplified
from nodules of chickpea grown at different localities ....................... 72
Table 3.25 Mesorhizobial sequences detected by nifH gene amplification from
nodules of chickpea grown at different localities ................................ 73
Table 3.26 Bacterial genera detected by nifH gene amplification from rhizospheric
soil of chickpea grown at different localities ....................................... 74
Table 3.27 Mesorhizobial sequences detected by nifH gene amplified from
rhizospheric soil of chickpea grown at different localities .................. 75
Table 3.28 Relative abundance of bacterial phyla detected by 16S rRNA gene
sequence analysis in the root nodules of chickpea grown at different
localities. .............................................................................................. 80
Table 3.29 Relative abundance of bacterial classes detected by 16S rRNA gene
sequence analysis from nodules of chickpea grown in different
localities. .............................................................................................. 81
Table 3.30 Relative abundance of bacterial phyla detected by 16S rRNA gene
sequence analysis in the rhizospheric soil of chickpea grown at different
localities. .............................................................................................. 83
Table 3.31 Relative abundance of major bacterial classes detected by 16S rRNA
gene sequence analysis from rhizospheric soil of chickpea grown at
different localities. ............................................................................... 83
xiv
Abstract
The main objective of the present study was to study bacterial diversity in the root
nodules and rhizosphere of chickpea varieties growing in different regions of Pakistan
by cultivation on growth media as well as by using culture-independent DNA-based
techniques. A total of 60 isolates, including symbiotic (10 isolates) as well as free-living
bacteria (50 isolates), were purified from “Desi-type” and “Kabuli-type” chickpea
varieties collected from 5 different localities. In pure culture, maximum IAA
production was recorded in Kocuria sp. RTL99 (37.77 µg/mL) and maximum
phosphate solubilization was recorded in Serratia sp. 5D (119.94 µg/mL). Among the
bacterial inocula tested in pot and field experiments, co-inoculation of Mesorhizobium
sp. NTY7 and Ensifer sp. NFY8 was found to be the most effective treatment at all
localities and on both varieties of chickpea. To investigate bacterial diversity by culture-
independent DNA-based technique, DNA extracted from root nodules and rhizospheric
soil was used for pyrosequencing of 16S rRNA and nifH genes. 16S rRNA sequences
originating from the nodules revealed occurrence of 10 bacterial phyla. At genus level,
16S rRNA sequences of 111 genera (70.78 % of the total sequences) of culturable
bacteria were retrieved from nodule DNA along with 29.22 % sequences of
“uncultured” bacteria. In the nodules, a significant fraction i.e., 52.77 % of 16S rRNA
sequences and 88.83 % of the nifH sequences among the total sequences retrieved from
all sites belonged to genus Mesorhizobium. The 16S rRNA sequences originating from
the rhizospheric soil revealed enormous diversity of 22 bacterial phyla. At genus level,
16S rRNA sequences of 313 genera (29.72 % of the total sequences) of culturable
bacteria were retrieved from rhizospheric soil DNA along with 70.28 % sequences of
“uncultured” bacteria. Mesorhizobial 16S rRNA and nifH sequences retrieved from
rhizospheric soil comprised 0.265 % and 16.68 % of the total recovered sequences,
respectively. In the present study, sequences related to well-known plant growth
promoting rhizobacteria Serratia spp. were frequently detected, which lead to targeted
isolation of two Serratia strains from the nodules. Both the isolates showed growth
improvement of chickpea when used as inoculants for chickpea grown at different
localities.
xv
List of Publications and Patents
Journal Publications
• M. Tahir, M. S. Mirza, A. Zaheer, M. R. Dimitrov, H. Smidt, and S. Hameed,
"Isolation and identification of phosphate solubilizer Azospirillum, Bacillus and
Enterobacter strains by 16S rRNA sequence analysis and their effect on growth
of wheat (Triticum aestivum L.)," Australian Journal of Crop Science, vol. 7,
pp. 1284-1292, 2013.
• M. M. Qaisrani, M. S. Mirza, A. Zaheer, and K. A. Malik, "Isolation and
identification by 16S rRNA sequence analysis of Achromobacter, Azospirillum
and Rhodococcus strains from the rhizosphere of maize and screening for the
beneficial effect on plant growth," Pakistan Journal of Agricultural Sciences,
vol. 51, pp. 91-99, 2014.
• A. Basheer, A. Zaheer, M. M. Qaisrani, G. Rasul, S. Yasmin, and M. S. Mirza.,
"Development of DNA markers for detection of inoculated plant growth
promoting bacteria in the rhizosphere of wheat (Triticum aestivum L.),"
Pakistan Journal of Agricultural Sciences, vol. 53, pp. 135-142, 2016.
• K. Ayyaz, A. Zaheer, G. Rasul, and M. S. Mirza, "Isolation and identification
by 16S rRNA sequence analysis of plant growth-promoting azospirilla from the
rhizosphere of wheat," Brazilian Journal of Microbiology, vol. 47, pp. 542-550,
2016.
• A. Zaheer, B. S. Mirza, J. E. McLean, S. Yasmin, T. M. Shah, K. A. Malik, et
al., "Association of plant growth-promoting Serratia spp. with the root nodules
of chickpea," Research in Microbiology, vol. 167, pp. 510-520, 2016.
Manuals
• M. S. Mirza, S. Hameed, G. Rasul, F. Mubeen, A. Imran, A. Zaheer and M. M.
Qaisrani, “Bacterial Identification and Metagenomics,” Course manual, 2013.
ISBN: 978-969-8189-20-4
xvi
List of Abbreviations and Symbols
ºC Degree Centigrade
ºE Degree East
ºN Degree North
µL Micro Litre
µm Micro Meter
µg Micro Gram
µM Micro Molar
10X 10 times
ANOVA Analysis of Variance
AARI Ayub Agricultural Research Institute
AZRI Arid Zone Research Institute
BNF Biological Nitrogen Fixation
bp Base Pair
cfu Colony Forming Units
cm Centimeter
CTAB Cetyl Trimethylammonium Bromide
DNA Deoxyribonucleic Acid
dNTP Deoxynucleotide Triphosphates
EC Electrical Conductivity
g Gram
h Hours
HPLC High Performance Liquid Chromatography
IAA Indole-3-Acitic Acid
K Potassium
kb Kilo Base
kg Kilogram
LB Luria-Bertani
LSD Least Significant Difference
xvii
m Meter
mg Milli Gram
min Minutes
mL Milli Liter
Mo Molybdenum
N Nitrogen
NCBI National Center for Biotechnology Information
NFM Nitrogen Free Malate
NIAB Nuclear Institute for Agriculture and Biology
NIBGE National Institute for Biotechnology and Genetic Engineering
NIFA Nuclear Institute for Food and Agriculture
OTU Operational Taxonomic Unit
P Phosphorous/ Phosphate
PCR Polymerase Chain Reaction
PGPR Plant Growth Promoting Rhizobacteria
pH Hydrogen ion concentration
PRSS Pulses Research Sub-Station
ppm Parts per million
PSB Phosphate Solubilizing Bacteria
RCBD Randomized Complete Block Design
RMM Rhizobial Minimal Medium
RNA Ribonucleic Acid
rpm Revolution per minute
rRNA Ribosomal RNA
SDS Sodium Dodecyl Sulfate
Taq Thermus aquaticus
TE buffer Tris EDTA buffer
Temp Temperature
TCP Tri-Calcium Phosphate
U Units
UV Ultra Violet
YMA Yeast Mannitol Agar
TY Tryptone Yeast
1
1. Introduction
1.1 Chickpea Crop
Chickpea (Cicer arietinum L.) is a very good source of proteins, carbohydrates,
minerals (calcium and iron) and vitamins [1]. After beans, it is the second most
important cultivated legume which fulfills the protein requirement of the people living
in developing countries [2]. India typically produces 2/3rd of the world chickpea output.
Pakistan stands second in the context but it’s yield is very low i.e., 500 kg per hectare.
Most of the Pakistani farmers are resource-poor and cannot afford to apply
recommended doses of fertilizers due to high prices. There are two main types of
chickpea; the “Desi-type” and the “Kabuli-type”. The former is small seeded, with a
colored testa and angular shape while the latter is large-seeded and beige colored
(Figure 1.1). More than 80 % of the world production is of Desi-type, predominantly
grown in subsistence agriculture regions. According to Economic survey of Pakistan
(2012-2013), chickpea is the largest Rabi pulse in the country, with the annual
production of 0.574 million tons.
Figure 0-1 Seeds and flowers of Desi, Kabuli-type chickpea
1. Introduction
2
1.2 The Chickpea-Mesorhizobium Symbiosis
Despite the fact that chickpea is very important legume in term of nutritional value,
area under cultivation and yield, chickpea-rhizobial symbiosis has not been extensively
studied due to its predominant cultivation in underdeveloped countries [3]. Legume-
rhizobial symbiosis depends on the specificity of legume and rhizobial species which
results in the formation of specialized root structures called “nodules”. The nodules
host rhizobial cells which reduce atmospheric nitrogen to ammonium [4]. This
biological nitrogen (N) fixation fulfills 80-90 % of N requirements of legumes.
Biological nitrogen fixation in chickpea may range 0-176 kg / ha of N, depending upon
rhizobial strain and the environmental conditions [5]. Chickpea responds positively to
inoculation and results in improved N fixation and yield [5]. Only the member of genus
Mesorhizobium can effectively nodulate chickpea and the genus has been revised to
accommodate some species previously included in the Rhizobium genus [3, 6].
Presently the genus Mesorhizobium includes 41 species of which 8 mesorhizobial
species namely M. amorphae, M. ciceri, M. huakuii, M. loti, M. mediterraneum, M.
muleiense, M. opportunistum, and M. tianshanense have been identified as bacteria
capable of nodulating chickpea [3]. However, only three mesorhizobial species namely
M. ciceri, M. mediterraneum and M. muleiense have chickpea origin [3].
Mesorhizobium sps. have been reported to induce nodulation, enhance nutrient up-take
as well as increase chlorophyll contents of chickpea [7]. Moreover, it has been reported
that chickpea nodulated with Mesorhizobium spp. shapes the rhizospheric soil
microbiome and helps to improve the establishment of subsequent crops [8].
1.3 Bacterial Diversity Associated with the Root Nodules
Legumes, including chickpea, produce root nodules to accommodate nitrogen-fixing
symbiotic bacteria collectively called “rhizobia”. Traditionally, rhizobia were classified
as α-Proteobacteria belonging to the genera Allorhizobium, Azorhizobium,
Bradyrhizobium, Ensifer (Sinorhizobium), Mesorhizobium and Rhizobium [9]. In
addition to well-known rhizobia, several root nodule inducing bacteria have also been
described in legumes including α-Proteobacteria (Devosia, Methylobacterium,
Microvirga, Ochrobactrum and Phyllobacterium) and β-Proteobacteria (Burkholderia,
Cupriavidus and Ralstonia) [9]. In addition to rhizobial strains that can induce nodules
effectively, other bacterial species incapable of host nodulation have also been reported
1. Introduction
3
from legume nodules. These bacteria are commonly known as Non-Rhizobial
Endophytes (NRE) [10]. NRE include member of three classes α-, β- and γ-
Proteobacteria as well as some Actinobacteria and Firmibacteria [9-14]. NRE genera
of α-Proteobacteria include Aminobacter, Ancylobacter, Bosea, Caulobacter, Devosia,
Inquilinus, Methylobacterium, Novosphingobium, Ochrobactrum, Paracoccus,
Phyllobacterium, Shinella, Sphingomonas and Tardiphaga. Among the NRE, β-
Proteobacteria are represented by the genera Bordetella, Duganella, Herbaspirillum,
Massilia and Variovorax. In the class γ-Proteobacteria, genera Acinetobacter,
Buttiauxella, Enterobacter, Pantoea, Pseudomonas, Serratia and Stenotrophomonas
are considered important members of NRE. Actinobacteria like Arthrobacter,
Curtobacterium, Kocuria, Kribbella, Microbacterium, Mycobacterium, Nocardia and
Streptomyces are the representative genera in NRE. In addition, Firmibacteria of the
genera Bacillus, Brevibacillus, Cohnella, Lysinibacillus, Paenibacillus and
Staphylococcus are also included in NRE. Multiple modes of action have been proposed
for plant growth promotion by NRE as well as free-living plant growth promoting
rhizobacteria (PGPR). This shows that root nodule endophytes include (i) true
endosymbionts that fix atmospheric nitrogen for plant use (ii) “helper bacteria” promote
nodulation process when co-inoculated with true endosymbionts and (iii) opportunistic
endophytes that avail nutrient (nitrogen) rich nodule environment [9, 15].
1.4 The Rhizospheric Soil
Rhizospheric soil is defined as a specialized soil environment under the influence of
living-roots where complex microbial communities are supported by root exudates,
mucilage and sloughed-off root cells. The chemistry and rhizodeposition of root
exudates defines the microbial ecology on the roots and in the surrounding soil. Soil
microbes in turn influence the composition and quantity of various root exudates
components through their effects on root cell leakage, cell metabolism, and plant
nutrition [16, 17]. Rhizospheric soil is also the site of intense microbial activity and
responsible for nutrient mobilization for the plant [18]. Soil microorganisms are
involved in cycling of basic elements such as carbon, phosphorous, nitrogen, sulphur
and micronutrients and have role in plant nutrition, plant health, soil structure and soil
fertility [19].
1. Introduction
4
1.4.1 Identification of Bacterial Isolates from Rhizospheric Soil
Identification and characterization of the bacteria is an important component of
bacterial diversity. Bacteria can be identified on the basis of phenotypic and
biochemical chracteristic and genetic methods like DNA-DNA hybridization and 16S
rRNA gene sequence analysis [20]. Traditionally bacterial isolates from rhizospheric
soil have been identified by studying morphological, biochemical and physiological
characters of bacterial isolates. However, very small proportion of bacterial species are
culturable. Even after more than 100 years of pure culture studies, knowledge of
bacterial diversity obtained is still considered incomplete [20, 21]. Furthermore,
phenotypic properties of cultureable bacterial isolates are not always reproducible and
the isolation procedure varies from laboratory to laboratory e.g., growth media used,
purification and storage procedures [20, 22].
Among the DNA based techniques, 16S rRNA sequence analysis has been
frequently used for the identification and to study phylogenetic relationship of bacteria.
Among the most important characteristics of 16S rRNA gene are its universal
distribution, highly conserved structures, and relative evolutionary stability essential
for analyzing high level (kingdom, family etc) taxonomic relationships and evolution
of the gene at a relatively constant rate over time. Another gene commonly used for
studying diversity of nitrogen fixing bacteria is nifH which is highly conserved among
the structural genes of nitrogenase enzyme [20, 23, 24].
1.5 Mechanisms used by Bacteria for Plant Growth
Promotion
Free-living bacteria present in the rhizospheric soil of plants which stimulate plant
growth collectively are known as Plant Growth Promoting Rhizobacteria (PGPR).
PGPR exhibit plant-beneficial traits and utilize one or more than one mechanisms for
plant growth promotion, including nitrogen-fixation, P-solubilization and
phytohormone production. PGPR include diverse bacterial genera like Acetobacter,
Acinetobacter, Arthrobacter, Azoarcus, Azospirillum, Azotobacter, Bacillus,
Burkholderia, Enterobacter, Herbaspirillum, Klebsiella, Ochrobactrum, Pantoae,
Pseudomonas, Rhodococcus, Serratia and Zoogloea [25]. Following are the direct
mechanisms utilized by PGPR: i) atmospheric nitrogen fixation ii) phytohormones
production such as auxins, cytokinins, gibberellins iii) sequestering of iron (Fe) by
1. Introduction
5
production of siderophores iv) phosphate solubilization and v) lowering of ethylene
concentration due to ACC deaminase activity [25-27]. The indirect mechanisms of
PGPR may prevent the harmful effects of plant pathogens by production of inhibitory
substances or by increasing the natural resistance of the host [26]. Enormous efforts are
being made to understand the ecology of PGPR, yet their development as inoculants
remains a major challenge.
1.5.1 Biological Nitrogen Fixation and Nodulation
Symbiosis between rhizobial bacteria and leguminous crop leads to the formation of
the root nodules. Biological nitrogen fixation takes place in the root nodules. Several
nitrogen fixation genes have been identified for the role in the synthesis of nitrogenase
and catalysis. Among the structural (nif) genes, nifH is standard gene for identification
of diazotrophs as it is highly conserved among the nitrogen fixation genes. Due to
conserved nature of nifH gene, it has been frequently used as a detection tool for
screening the presence of diazotrophs [28]. For the formation of root nodule, host
compatible rhizobia attach to the tip of growing root hairs of legume plant, initiate tube-
like structure called the infection thread, which grows toward the root cortex and
transports the multiplying bacteria. During the infection, cell cycle activation in the
cortical cell leads to cell proliferation and formation of the nodule primordium. When
the infection threads reach the primordium, the rhizobia are released as membrane-
bound droplets in the legume plant cells, where development of symbiotic cells and
nodule differentiation begins [29]. Concentration of oxygen in the nodule is particularly
important given the fact that nitrogenase activity is highly inhibited by oxygen [30].
Leguminous plants produce oxygen carrier compound “leghemoglobin”.
Leghemoglobin maintains the concentration of oxygen in which biological nitrogen
fixation performs well [31]. Legume host provides the carbon and energy sources
(sucrose and dicarboxylic acids) to nodules to fix atmospheric N [32]. Chickpea like
other legumes fulfills the N requirement by symbiosis with Mesorhizobium spp. and
this association is very critical for the growth and yield of chickpea [33].
In addition to symbiotic rhizobia, free-living N-fixing bacteria have been also
isolated from the rhizosperic soil of different plants. Free-living N-fixing bacteria
belong to diverse genera e.g., Arthrobacter, Azoarcus, Azospirillum, Azotobacter,
Bacillus Enterobacter, Herbaspirillum, Klebsiella, Pseudomonas and Zoogloea etc [34,
1. Introduction
6
35]. Due to effort being made to reduce the impact of chemical nitrogen fertilizers,
interest in the nitrogen fixing PGPR has increased recently [36].
1.5.2 Phytohormone Production
Phytohormones such as auxins, cytokinins and gibberellins produced by PGPR may
also aid in growth and development of host plant species. Among the phytohormones,
production of auxins by a wide, diverse group of soil microbial isolates has been
demonstrated [37]. The production of IAA by PGPR has been taken as the main
criterion in the selection of PGPRs for the seed and seedling treatments [38].
Phytohormone IAA contributes to the plant growth by playing a role in: i) cell
enlargement, ii) cell division, iii) root initiation, iv) root growth inhibition, v) increased
growth rate, vi) phototropism, vii) geotropism and viii) apical dominance [39]. About
80 % microorganisms isolated from the rhizospheric soil of various crops have the
ability to produce auxins (IAA) as secondary metabolites [39, 40]. A number of
bacterial isolates like Aeromonas, Azospirillum, Azotobacter, Enterobacter, Klebsiella
and Pseudomonas have been reported to produce the auxin in the liquid medium
containing tryptophan [41]. The IAA producer strains have been purified from the
rhizospheric soil of important crops like sugarcane, wheat and rice and production of
IAA has been demonstrated in growth media containing tryptophan [42-44]. A number
of bacterial strains i.e., Mesorhizobium, Ochrobactrum, Pseudomonas, Rhizobium and
Serratia isolated from the root nodules of chickpea produced the IAA in the liquid
media and also have been shown to have positive effect on the growth of chickpea [33,
45-47]. Similarly IAA producing isolates from rhizosphere soil like Azotobacter,
Bacillus, Chryseobacterium, Enterobacter, Pantoea, Pseudomonas, Rhizobium,
Serratia, Sphingobacterium and Streptomyces also have positive effect on the yield of
chickpea [48-54].
The presence of auxins in soil may have an environmental impact affecting plant
growth and development. IAA is a major microbial metabolite derived from L-TRP and
detected in soil by use of high performance liquid chromatography (HPLC). Phenotypic
character of the soil microbiota has more of an influence on auxin production than the
soil physicochemical properties (e.g., pH, organic C content, CEC, etc.).[55, 56].
1. Introduction
7
1.5.3 Phosphate Solubilization
Phosphorus is another essential macronutrient for crops after nitrogen [57]. Most of the
phosphorous in soil is present in form of insoluble chemical complexes of phosphate
ions with iron, magnesium, aluminum and calcium. Plants are not able to utilize
insoluble phosphorous from soil. Therefore, soils are often supplemented with
inorganic phosphorus as chemical fertilizers to support crop production. However,
repeated use of chemical fertilizers deteriorates soil quality [58]. Therefore, the present
scenario is shifting towards the use of PGPR as biofertilizers. Soil microbes are an
integral part of the soil phosphorus cycle and convert insoluble phosphorous into
soluble form to be taken up by plants. Microorganisms and their interactions in soil
mediate the distribution of phosphate between the available pool in soil solution and
the total soil phosphorus through solubilization and mineralization reactions, and
through immobilization of phosphate into microbial biomass and/or formation of
sparingly available forms of inorganic and organic soil phosphate [35, 59]. Soil bacteria
with P-solubilizing capacity are present in the plant rhizospheric soil and are called
Phosphate Solubilizing Microorganisms (PSM) or Phosphate Solubilizing Bacteria
(PSB) [60]. PSB play a vital role in increasing the phosphorus uptake, crop yield, as
well as induce resistance against salinity and pathogens [25, 61, 62].
Application of PSB increases soil fertility due to their ability to convert
insoluble phosphorus to soluble phosphorus by releasing organic acids, chelation and
ion exchange [63]. The use of P-solubilizing microbes in agriculture can favour a
reduction in agro-chemical use and support eco-friendly crop production [60, 64]. P-
solubilizer bacterial isolates from chickpea root nodule and rhizosphere soil like
Azotobacter, Bacillus, Chryseobacterium, Enterobacter, Mesorhizobium
Pantoea, Pseudomonas, Rhizobium, Serratia, Sphingobacterium and Streptomyces
have been reported to promote the growth of host when applied as single inocula or co-
inoculated with Mesorhizobium [33, 48-54, 65]. Production of different organic acids
e.g., gluconic, oxalic, 2-ketogluconic, lactic, succinic, formic, citric and malic by PSB
in the pure cultures for the solubilization of tricalcium phosphate has been reported.
Based on profiling of organic acids produced in pure culture, cluster analysis revealed
inter-species and intra-species variations [66, 67].
1. Introduction
8
1.6 Application of Bacterial Inoculation for Plant Growth
Promotion Legume inoculation is an old practice that has been adopted for more than a century in
agricultural systems [68]. Bacterial inoculants which promote plant growth are
generally considered to be of two types a) symbiotic and b) free-living [27, 69].
Chickpea responds positively to inoculation with compatible rhizobia (Mesorhizobium
spp.) and results in improved N fixation, chlorophyll contents and yield [3, 5, 7].
Moreover, it has been reported that chickpea shapes the rhizospheric soil microbiome
and helps to improve the establishment of subsequent crops [8]. Single inocula of
mesorhizobia or co-inoculation of Mesorhizobium with Azotobacter, Bacillus and
Pseudomonas has resulted in improved nodulation, growth and yield of chickpea [44,
70, 71].
In addition to symbiotic rhizobia, free-living PGPR can also be used as bio-
inoculants for crops. It has been reported that that inoculation with free-living P-
solubilizer bacteria e.g., Bacillus, Pseudomonas and Serratia has increased the crop
yields [60]. Inoculation of soil with P-solubilizing bacteria is a promising approach that
may alleviate the deficiency of phosphorus. This bioavailability of soil inorganic
phosphorus in the rhizospheric soil varies considerably with plant species and
nutritional status of soil. It has been reported that co-inoculation with P-solubilizing
bacteria and nitrogen fixing Rhizobium stimulated plant growth more profoundly than
their separate inoculations [72]. Improvement in the chickpea nodulation,
photosynthetic rate, transpiration rate, nutrient up-take, microbial biomass C and
growth has been reported recently by integrated use of Mesorhizobium ciceri, PGPR
along with P-enriched compost under irrigated as well as rainfed farming systems of
Pakistan [73]. Application of biofertilizers based on rhizobia alone as well as co-
inoculation of PGPR along with endophytic rhizobia have resulted in improved growth
of chickpea [60].
1.7 Metagenomics
Bacterial populations in complex communities such as soil can be studied by (i)
isolation and identification of the microorganisms inhabiting the community and (ii)
determination of the various functions carried out by the microbes. Traditionally,
microbiologists first isolated pure cultures (or co-cultures) of microorganisms from the
1. Introduction
9
environment followed by an analysis of their physiological and biochemical traits. The
major drawback of this approach is the inability to obtain the majority of the microbes
in pure culture from complex environment samples like soil. To quantify active cells in
environmental samples, viable cell counts and most-probable-number techniques are
frequently used [22]. However, these methods select for only a small percentage of
dominant organisms and frequently fail to provide information about majority of the
microbes that make up these communities.
For efficient use of microbes for plant growth promotion, information about
composition of bacterial communities in the root zone is a pre-requisite. However, only
limited information about composition of soil microbial communities can be made
available through traditional culture-dependent techniques as only 0.1 to 10 % of soil
bacteria are accessible through these technologies. Therefore, culture-independent
techniques i.e., extraction of DNA directly from soil followed by PCR amplification
and sequence analysis of genes are being frequently employed for the investigation of
bacterial diversity in soil and environmental samples [74]. The information on
microbial diversity and community structure of soil assembled through high-throughput
pyrosequencing of soil DNA is also important for agriculture as microorganisms are
playing fundamental roles in biogeochemical cycles that determine plant health and
nutrition [75, 76]. In 1998, Jo Handelsman coined the term “metagenomics” to describe
analyses of genetic materials recovered directly from environmental samples [75].
Metagenomics includes research involving the application of modern genomic DNA-
based techniques to the study of biological communities directly in their environments,
by avoiding the need for isolation, lab cultivation and observation of individual
organisms [23]. 16S rRNA gene has been the marker of choice for metagenomics
studies [77]. Another gene commonly used for studying diversity of nitrogen fixing
bacteria is nifH which is highly conserved among the structural genes of nitrogenase
enzyme [24, 78]. 16S rRNA gene sequences analysis of Arabidopsis thaliana associated
bacteria communities has revealed that the host genotype and soil type strongly
influenced the bacterial communities [79]. Another study on effect of conventional and
organic systems on bulk soil bacterial communities evaluated by pyrosequencing
revealed that Proteobacteria were abundant in organic farming and
Actinobacteria were abundant in conventional farming [80]. 16S rRNA gene
pyrosequencing of wheat rhizosheath DNA showed that 57 % of all the genera detected
1. Introduction
10
through retrieved sequences were commonly found in both wheat-cotton and wheat-
rice rotations while 19.4 % were present only in wheat rice rotation and 8.3 % were
uniquely present in wheat-cotton rotation [81]. The NRE of legumes have been poorly
studied compared to symbiotic bacteria [82]. There is no report regarding bacterial
diversity of nodule of chickpea by culture-independent DNA based technique.
Therefore, pyrosequencing of 16S rRNA and nifH genes directly amplified from root
nodule and rhizospheric DNA as well as cultivation of root nodule and rhizospheric-
associated bacteria was attempted in the present study to investigate bacterial diversity
in root nodules and rhizospheric soil of chickpea.
1.8 Objectives of the Present Study
1. To study bacterial diversity in the nodules and rhizospheric soil of chickpea
varieties growing in different regions of Pakistan
2. To study the effect of bacterial inoculations (nitrogen-fixers, phosphate
solubilizers and phytohormone producers) on plant growth
3. To study nodule occupancy and survival of inoculated bacteria in the
rhizospheric soil
11
2 Materials and Methods
The experimental work reported in thesis was conducted at Plant Microbiology Group
NIBGE Faisalabad Pakistan, Microbial Genetics Group University of Geneva
Switzerland and Utah Water Research Laboratory Utah State University USA .
2.1 Sample Collection
Rhizospheric soil and root nodules of chickpea were collected from different chickpea
growing areas of Pakistan (Figure 2.1) including NIFA, District Peshawar
(34°00'55.9"N 71°42'46.3"E), Kallar Syedan, District Rawalpindi (33°22'37.8"N
73°30'22.4"E), Silanwalli, District Sargodha (31°42'17.9"N 72°22'56.3"E), Thal desert,
District Bhakkar, Jhang and Khushab (30°44'29.6"N to 32°14'12.8"N 71°10'07.3"E to
72°06'48.3"E), Chowk Munda, District Muzaffargarh (30°35'04.3"N 71°14'55.2"E),
Chichawatni, District Sahiwal (30°30'10.4"N 72°45'33.8"E), NIAB and NIBGE,
District Faisalabad (31°23'42.5"N 73°01'45.5"E). Samples were collected by marking
circle radius of about ≈15 cm around the plant and dug up to depth of ≈20 cm using a
spade. The plants were uprooted by carefully removing the soil clump with intact root
system. Soil was removed carefully by avoiding the detachment of secondary roots.
Nodules were detached by cutting roots 0.5 cm away from each side of nodule and
desiccated in glass vials containing silica gel. The rhizospheric soil samples (i.e., soil
attached with roots) were collected in plastic bags and thoroughly homogenized before
further processing in the lab.
2.2 Soil Analysis The soil samples were air dried, sieved through 2 mm sieve and analysed for soil texture,
pH, cation exchange capacity (CEC), total nitrogen (N) total phosphate (P), available P
and potassium (K). Detailed standard analysis procedure were the same as reported
previously [83-89].
2. Materials and Methods
12
Figure 2-1 Map of Pakistan showing different sampling locations
2.3 Bacterial Isolation
2.3.1 Isolation of Endophytic Bacteria from Nodules of Chickpea
Nodules were detached from the roots and washed gently under running tap water to
remove soil particles. Undamaged nodules were washed in 70 % ethanol for 10 min
then rinsed three times in sterilized water. Nodules were surface sterilized with 5 %
hydrogen peroxide or 4 % sodium hypochlorite for 10 min and rinsed 5 times with
sterilized water. Nodules were cut with a sterilized knife or crushed and then a loop full
of nodule sap was streaked on Yeast Manitol Agar (YMA) medium [90], Tryptone
Yeast (TY) medium [91] and Rhizobial Minimal Medium (RMM) [92] medium
Petriplates. Plates were incubated at 28 °C until the appearance of bacterial colonies.
The bacteria were purified by repeated sub-culturing of single colonies. The colonies
were re-purified by serial dilution using RMM medium.
For isolation of specifically Serratia strains from chickpea root nodules, surface
sterilized nodules were crushed and a loop full of nodule sap was streaked on Luria-
Bertani (LB) medium [93] agar Petriplates. Plates were incubated at 30 °C for 2-4 days.
2. Materials and Methods
13
Red coloured colonies, typical of Serratia strains, were purified by repeated sub-
culturing of single colonies.
Gram’s staining was done according to Vincent method [94]. The cell
morphology and motility of bacterial strains were observed under light microscope
(Labophot 2, Nikon, Japan).
2.3.2 Isolation of PGPR from Rhizospheric Soil of Chickpea
Three culturing media i.e., Luria-Bertani (LB) medium [93], Nitrogen Free Malate
(NFM) medium [95] and Pikovskaya medium [96] were used for the isolation and
purification of bacteria present in the rhizospheric soil of chickpea. Rhizospheric soil
attached with the roots was carefully removed from the plants, mixed thoroughly and
then one gram representative soil sample was taken. The soil samples were used for
preparation of serial dilution (10X) according to the method described by Somasegaran
and Hoben [97]. 100 µL of dilutions from 10-4 to 10-6 were spread on LB, YMA and
Pikoviskya media agar plates. Aliquots (100 µL) from 10-3 to 10-6 were inoculated in
semi-solid NFM medium vials.
The plates were incubated for different time periods (1-7 days) at 30 ºC and
morphologically different colonies appearing on the growth media were selected for
further purifications. The bacteria were purified by repeated sub-culturing of single
colonies.
The bacterial colonies were counted and number of cells per gram of soil was
calculated according to the method described by Somasegaran and Hoben [97]. The
NFM medium vials were kept for further purification of nitrogen fixing bacterial
fraction of the rhizospheric soil. For purification and enrichment of cultures, 50 µL
from each tube were transferred to fresh Eppendorf tubes containing NFM medium
after 48 hours and the procedure was repeated up to 5-6 times. Enrichment cultures
were streaked on NFM medium agar plates to get single colonies. Single colonies
were again inoculated in semi-solid NFM medium as well as to LB broth and LB
agar plates at 30 ºC for 1 to 3 days and used for studying colony and cell-morphology.
Gram’s staining was done according to Vincent method [94]. The cell morphology and
motility of bacterial strains were observed under light microscope (Labophot 2, Nikon,
Japan).
2. Materials and Methods
14
2.4 Molecular Characterization and Identification of
Bacterial Isolates
2.4.1 Extraction of Genomic DNA from Pure Cultures
Total genomic DNA of bacterial strains was extracted by cetyl trimethyl ammonium
bromide (CTAB) method [98] with slight modifications. Overnight grown bacterial
cultures (1.5 mL) in LB medium at 30 °C were used for DNA extraction. Cells
harvested by centrifugation at 12000 x g, were re-suspended in 567 µL of TE (Tris 10
mM; EDTA 1 mM) buffer, lysed with the 3 µL of proteinase K (10 mg/mL) and 30 µL
of 10 % SDS, followed by incubation at 30 °C for an hour to allow complete lysis. 100
µL of 5 M NaCl and 80 µL of CTAB/NaCl (10 % CTAB; 0.7 M NaCl) solutions were
added and the lysate was mixed thoroughly and incubated at 65 °C for 10 min. DNA
was purified by sequential phenol, phenol-chloroform, and chloroform extractions,
followed by isopropanol precipitation. The pellets were washed with 70 % ethanol and
re-suspended in 100 µL of TE buffer. The samples were stored at -20 ºC until use.
2.4.2 Identification by nifH and 16S rRNA Gene Amplification
DNA extracted from pure cultures was used for nifH and 16S rRNA gene amplification
using nifH PCR primers POL F (5′-TGCGAYCCSAARGCBGACTC-3′) and POL R
(5′-ATSGCCATCATYTCRCCGGA-3′) [24] and 16S rRNA PCR primers PA (5′-
AGAGTTTGATCCTGGCTCAG-3′) and PH (5′-AAGGAGGTGATCCAGCCGCA-
3′) [99]. A 25 µL PCR reaction volume containing 0.2 mM of each dNTPs, 0.5 μM of
each primer, 2.5 µL of 10X PCR buffer, 25 mM of MgCl2, 20 ng of template DNA, and
0.15 U of Taq DNA polymerase (Fermentas, Germany) was used. The PCR conditions
were 5 min of denaturation at 94 °C, followed by 35 rounds of temperature cycling; 95
°C for 30 s, 52 °C for 30 s, and 72 °C for 45 s and a single step final extension at 72 °C
for 7 min. PCR products were eluted using gel extraction kit (Fermentas, Germany) and
sent for commercial sequencing (Macrogen Inc., South Korea).
2.4.3 Phylogenetic Analysis of the Bacterial Isolates
16S rRNA and nifH gene from pure cultures and their representative type strain
sequences from NCBI database were aligned using Clustal X [100] and maximum
likelihood (ML) based phylogenetic tree was constructed using MEGA (version 6)
[101]. Confidence in the tree topology was evaluated using bootstrap re-sampling
methods (1000 replications) and bootstrap values of at least 50 %, which demonstrate
2. Materials and Methods
15
good support measures were retained. Ensifer sojae CCBAU 05684T (GU994077)
(only for nifH gene), Escherichia coli ATCC 11775T (X80725), Azorhizobium
oxalatiphilum DSM 18749T (FR799325) and Pseudomonas aeruginosa DSM 50071T
sequence were used as an outgroup.
2.5 Preservation of Bacteria
The bacterial isolates were grown at 27 °C to 30 °C to get an optical density at 600
nm (OD600) 0.4 to 0.7 and preserved in glycerol (20 %) at -80 °C.
2.6 Characterization of Bacterial Isolates
2.6.1 Confirmation of Nodulation Ability by Endophytic Bacterial
Isolates on Chickpea
Seeds of two chickpea varieties, i.e., Punjab 2008 (Desi-type) and Noor 2009 (Kabuli-
type), were obtained from Pulses Research Institute, Ayub Agricultural Research
Institute, Faisalabad. Seeds were surface-sterilized with 70 % ethanol for 10 min, and
then with 5 % hydrogen peroxide for 1 min, followed by subsequent washings with
sterilized distilled water and sown in plastic jars containing one kg sterilized sand. For
inoculum preparation the bacterial isolates were grown in 100 mL of TY medium and
incubated at 28+2 ºC to get an optical density at 600 nm (OD600) 0.4 to 0.7 (about
1X109 cfu/mL). Cultures were centrifuged at 10,000 x g for 10 min. The cell pellet was
washed with 0.85 % saline solution and re-suspended in 100 mL of saline. The
seedlings were inoculated with 1 mL bacterial suspension (1X106 cfu/mL) at the time
of germination. Pots were irrigated according to the requirement of plants with
sterilized water. Plants were harvested after 42 days of inoculation. Data on number of
nodules, dry weight of nodules and shoot were recorded.
2.6.2 Indole-3-Acetic Acid (IAA) Production by Isolates
For detection and quantification of indole-3-acetic acid (IAA) production by bacterial
isolated, cultures were grown at 20 ºC, 30 ºC and 40 ºC for 7 days in LB medium
supplemented with L-tryptophan (100 mg/L). The supernatant was obtained from cell-
free culture by centrifugation at 12000 x g for 10 min and the pH was adjusted to 2.8
with hydrochloric acid (1N). Initially screening was done by Qualitative Test/Spot
Test as described by Gordon and Weber [102] with the following modifications. 100
2. Materials and Methods
16
µL of each bacterial culture was mixed with 100 µL of Salkowski reagents (1 mL 0.5
M ferric chloride, 30 mL sulphuric acid with specific gravity 1.84 and distilled water
50 mL) in ELISA plate. 100 µL IAA (20, 10, 5 and 0 ppm) was used as standard and
mixed with equal volume of Salkowski reagent. The tubes were visualized after 20
min to 75 min for purple, pink or purplish-pink colour development. Development of
pink colour indicated the IAA producing ability of bacterial strain.
Bacterial strains were further investigated for quantitative analysis of IAA.
IAA was extracted from the acidified spent medium with equal volumes of ethyl
acetate [103], evaporated to dryness and re-suspended in 1.0 ml of methanol. The
samples were analyzed by HPLC (Varian Pro star) using a UV detector and a C-18
column as described previously [104].
2.6.3 Phosphate Solubilization by the Bacterial Isolates in Pure
Culture
Qualitative Method
Initially screening of isolates was done by qualitative method. Bacterial cultures were
grown in LB or TY (LB was used for free-living and TY was used for endophytes)
broth media to get an optical density at 600 nm (OD600) 0.4 to 0.7 and 10 µL of this
culture was dropped on Pikovskaya agar plate [96]. The plates were incubated at 30 °C
for 15 days. The appearance of a zone of halo on the plates indicated phosphate
solubilization activity of bacterial strains.
Quantitative Method
Bacterial cultures were grown in 100 mL of Pikovskaya broth medium for P-
solubilization for 15 days at three incubation temperatures i.e., 20 ºC, 30 ºC and 40 ºC
and constant shaking at 120 revolutions per min (Kuhner shaker, Switzerland). Flasks,
containing the same medium but without inoculation, were treated as blank. Cell-free
supernatant was obtained by centrifuging at 12000 X g for 10 min. This cell-free
supernatant was filtered with 0.2 µm filter (Orange Scientific GyroDisc CA-PC,
Belgium) to remove residues. Cell-free supernatant was used for measuring soluble P
by Mo-blue (molybdate blue) colour method on spectrophotometer (Camspec M350
double beam UV visible, UK) at 882 nm [105, 106]. For determination of solubilized
P, standard curve of KH2PO4 using 2, 4, 6, 8, 10, 12 ppm solutions was prepared.
2. Materials and Methods
17
2.6.4 Organic Acid Production by the Bacterial Isolates in Pure
Culture
For detection and quantification of organic acids produced for P solubilization selected
bacterial strains were grown in 100 mL Pikovskaya broth medium for 15 days at 30 ºC
temperature and constant shaking at 120 revolutions per min (Kuhner shaker,
Switzerland). Cell-free supernatant was obtained by centrifuging at 12000 X g for 10
min and filtered with 0.2 µm filter (Orange Scientific GyroDisc CA-PC, Belgium) to
remove residues. Cell-free supernatants (10 mL) of bacterial strains were concentrated
to 1.5 mL in a concentrator (Eppendorf Concentrator 5301, Germany) and again filtered
using 0.2 µm filter. The samples were analyzed on HPLC as described previously [107].
2.7 Effect of Bacterial Inoculations on Chickpea
2.7.1 Earthen Pot Experiments to Study the Effect of Bacterial
Inoculation on Chickpea
Two chickpea varieties, i.e., Punjab 2008 (Desi-type) and Noor 2009 (Kabuli-type),
were grown in earthen pots containing 20 kg of non-sterilized soil (sandy loam, EC
2.5 ds/m, pH 8.2, organic matter 0.6 %, available P 7.5 mg/kg and total N 0.06 %).
Seeds were sterilized with 70 % ethanol for 10 min then rinsed 5 times with sterilized
water. Three plants were maintained in each pot with five replicates. For preparation
of inoculum the bacterial isolates were grown at 30 °C to reach an optical density
at 600 nm (OD600) 0.4 to 0.7 (about 1X109 cfu/mL) in 100 mL of LB medium or TY
medium (for endophytes) and centrifuged at 10,000 x g for 10 min. The cell pellet
was washed with 0.85 % saline solution and re-suspended in 100 mL of saline.
Bacterial consortium was prepared by mixing of equal volume of bacterial cultures.
200 µL were added to each seedling in the inoculated treatments. 200 µL of saline
were used for non-inoculated control. Pots were irrigated according to the requirement
of plants. Number of nodules and dry weight of nodules were recorded at flowering
stage. Plants were harvested after maturation and data on grain weight and straw
weight were recorded.
2.7.2 Field Trials to Study the Effect of Bacterial Inoculation on
Chickpea
Two chickpea varieties, i.e., Punjab 2008 (Desi-type) and Noor 2009 (Kabuli-type),
were used in field experiments conducted at NIBGE and AARI experimental field
2. Materials and Methods
18
(District Faisalabad), AZRI, Bhakkar and PRSS, Kalurkot located in the Thal desert
(District Bhakkar). Location and other characteristics of all sites are given in the
results section Table 3.19. At the experimental field of NIBGE and AARI, soil was
properly prepared by ploughing at optimum moisture contents after applying canal
water for irrigation. The sowing at the Thal desert was done on natural (rain water)
preserved moisture. We used a randomized complete block design and plot size was 4
m X 4 m at all sites. For preparation of inocula, bacterial isolates were grown at 30 °C
to an optical density at 600 nm (OD600) 0.4 to 0.7 (about 1X109 cfu/mL) in 100 mL of
LB or TY medium (for rhizobia) and centrifuged at 10,000 x g for 10 min. The cell
pellet was washed and re-suspended in 100 mL 0.85 % saline solution. Seeds were
added to cell suspension along with autoclaved powdered filter-mud as carrier
material and sown in the randomized block design. For non-inoculated (control)
treatment only saline solution along with autoclaved filter-mud was used for seed
coating. Number and dry weight of nodules were recorded at flowering stage. Plants
were harvested after maturation. Data on grain weight and straw weight were recorded.
In case of Serratia inoculation, before sowing half blocks were fertilized with 10 g
diammonium phosphate (DAP) (equivalent to half of the recommended dose) and no
fertilizer was applied to the remaining plots. Recommended fertilizer dose for
chickpea is 25-50-25 kg NPK/ha [108].
2.8 Bacterial Diversity in Rhizospheric Soil and Root
Nodules Studied by Culture-Independent DNA-Based
(16S rRNA and nifH Genes Sequences) Method For extraction of DNA, nodules were washed with 70 % ethanol for 10 min and washed
3 times with sterilized water. The nodules were surface-sterilized with 5 % hydrogen
peroxide for 5 min and washed 5 times with sterilized water. DNA extractions were
made by mechanical lysis using “Bead Beater” and DNA isolation kit (MP biomedical,
USA) according to the manufacturer’s instructions.
The extracted DNA samples were amplified with sequencing primers F515 (5′-
GTGCCAGCMGCCGCGG-3′), R907 (5′-CCGTCAATTCMTTTRAGTTT-3′) for
16S rRNA gene and POL F (5′-TGCGAYCCSAARGCBGACTC-3′) and POL R (5′-
ATSGCCATCATYTCRCCGGA-3′) for nifH gene, which were attached with unique
identifier and adopter sequences. The detailed PCR conditions for amplicon sequencing
were the same as described previously [109]. Amplified PCR products were purified
2. Materials and Methods
19
with Agencourt AMPure beads (Beckman Coulter, Brea, CA). Purified PCR products
from different samples were pooled in equimolar concentrations. Pyrosequencing was
performed on the mixture with the 454 GS FLX sequencer (454 LifeSciences) at the
Utah State University Center for Integrated Biosystems.
Overall bacterial 16S rRNA gene sequences amplified from the root nodules of
two chickpea types from 5 different localities were processed as described previously
[109]. All good quality sequences were identified through Ribosomal Database Project
(RDP; http://rdp.cme.msu.edu), Naive Bayesian Classifier 2.5 [110]. For the
Assessment of the Serratia species associated with chickpea root nodules by 16S rRNA
gene barcoded pyrosequencing were retrieved using Mothur [111]. Serratia related
sequences (1136) from root nodules and two pure culture isolates sequences of different
Serratia species were aligned using MUSCLE [112] and clustered in operational
taxonomic units (OTUs) at 99 % DNA identity.
2.9 Statistical Analysis
Effect of bacterial inoculations on different growth parameter of chickpea was
determined through 4-way analysis of variance (ANOVA) using Statistix 8.1 software.
Mean values were compared by applying least significant difference test (LSD) at alpha
0.05 on all the parameters.
Overall geochemical characteristic of samples collected from two sites and
relative abundance of Serratia related sequences were assessed by the analysis of
similarity (ANOSIM) of the square root-transformed Bray-Curtis similarity data.
Differences were visualized with nonmetric multidimensional scaling (NMDS) plots
generated in R (R Development core team; http://www.R-project.org) using vegan
community ecology package. Association of different biogeochemical variables (Soil
texture, organic matter N, P, K, EC, pH and Serratia related sequences abundance) at
the different sites were assessed through the “envfit” function in the R software. Factors
showed significant association (P <0.01) were reported in NMDS plot.
2.10 Nucleotide Sequence Accession Numbers
16S rRNA gene sequences from rhizospheric soil and nodules of chickpea were
submitted in BioProject ID PRJNA340950 and nifH gene sequences from rhizospheric
soil and nodules of chickpea were submitted in BioProject ID PRJNA340949. Serratia
2. Materials and Methods
20
affiliated 16S rRNA gene sequences from chickpea root nodules were deposited in
GenBank under the accession numbers (KU299962 to KU300940). nifH gene
sequences from bacterial isolates were deposited in GenBank under the accession
numbers (LT604894 to LT604903). 16S rRNA gene sequences for bacterial isolates
were also submitted to GenBank under different accession numbers given in result
section Table 3.3.
21
3 Results
3.1 Isolation and Identification of Bacterial Isolates
3.1.1 Isolation and Identification of Bacteria from Rhizospheric Soil
and Root Nodules of Chickpea
In the present study, bacterial isolates were obtained from the rhizospheric soil and root
nodules of chickpea. Rhizospheric soil and nodule samples were collected from fields
under chickpea cultivation at 5 different locations i.e., Chowk Munda (District
Muzaffargarh), Kallar Syedan (District Rawalpindi), NIBGE, NIAB, AARI (District
Faisalabad), NIFA (District Peshawar) and Thal desert (Districts Bhakhar, Jhang and
Khushab) (Figure 3.1).
Figure 3-1 Sample collection from different chickpea growing area.
A= NIBGE Experimental Field, District Faisalabad, B= NIFA Experimental Fields,
District Peshawar, C= Kallar Syedan, District Rawalpindi, D= Chowk Munda,
District Muzaffargarh, E, F= Thal desert, District Bhakkar, G, H= Thal desert,
District Khushab and I= Thal desert, District Jhang
3. Results
22
Soil characterization was done (Table 3.1). The soil at Thal desert and Chowk Munda
were sandy loams, at NIFA and Kallar Syedan the soil were silty clay loams and at
NIBGE, NIAB and AARI, the soil were clay loams. The soil at NIBGE, NIAB, AARI,
NIFA and Kallar Syedan have more organic matter, N, P and K contents as compared
to the soils from Chowk Munda and Thal desert. Among the total 60 isolates obtained
in the present study, 6 isolates were purified from samples collected from Chowk
Munda area and 5 isolates were obtained from sample collected from Kallar Syedan
area. From the samples collected from NIBGE, NIFA and Thal desert, 21, 5 and 23
isolates were obtained, respectively. The isolates purified in the present study included
45 isolates from Desi-type and 15 isolates from Kabuli-type chickpea. Twenty-three
isolates originated from nodules of chickpea and the remaining majority of bacterial
isolates (37 isolates) were obtained from rhizospheric soil. Among root nodule
endophytes 2 isolates (isolates 5D and RTL100) were specifically targeted in an attempt
to purify Serratia strains on LB medium on the basis of colony morphology (reddish
pigment). The isolates included both the Gram positive (11 bacterial isolates) as well
as Gram negative (49 bacterial isolates) bacteria. Majority of the isolates were motile
Gram negative rods (Table 3.2; Figure 3.2).
Figure 3-2 Colony morphology of the isolates obtained from the root nodules
and rhizospheric soil of chickpea on LB and YMA media.
Serratia colonies on LB, Serratia sp. 5D, Serratia sp. RTL100, Microbacterium sp.
RTN145, Mesorhizobium sp. NTY7 and Ensifer sp. NFY8.
3. Results
23
Table 3.1 Physio-chemical characteristics of soil samples collected from
different localities
Parameter Thal desert
Chowk
Munda
NIFA Kallar
Syedan
NIBGE,
NIAB and
AARI
Latitudea 30°44'29.6"N
to
32°14'12.8"N
30° 35'
04.3" N
34° 00'
55.9"N
33° 22'
37.8" N
31° 23'
42.9" N
Longitudea 71°10'07.3"E
to
72°06'48.3"E
71° 14'
55.2" E
71° 42'
46.3"E
73° 30'
22.4" E
73° 01'
36.6" E
Altitudeb (m) 182 142 304 515 183
Annual
rainfallc (mm)
150-200 150-200 300-400 900-1000 350-450
Rainfall
during crop
seasonc (mm)
20-60 20-60 150-200 175-250 50-100
Date of
Sowing
October October November October November
Date of
Harvesting
April April April April April
Annual Tempc
(°C)
0-50 0-50 0-40 0-40 0-50
Temp during
crop seasonc
(°C)
0-40 0-40 -04-35 -04-35 0-40
Sandd (%) 71±2 65±3 4±3 19±2 41±1.5
Siltd (%) 20±1.5 20±1.5 64±2 55±3 30±1
Clayd (%) 9±1 15±1.5 32±2 26±1 29±1
Soil textured Sandy Loam Sandy Loam Silty clay
loam
Silty clay
loam
Clay loam
Organic
matterd (%)
0.294±0.024 0.294±0.024 1.4±0.21 0.6±0.02 0.6±0.065
pH d 8.06±0.093 8.64±0.13 7.7±0.51 7.7±0.25 8.1±0.057
ECd (dS/m) 0.396±0.022 0.396±0.022 0.65±0.05 0.31±0.05 0.402±0.025
Total Pd*
(µg/g)
559±5.3 599±8.56 1190±9.39 1258±15.9 1156±20.7
Available Pd* 3.118±0.25 3.118±0.25 1.74±0.025 1.84±0.15 7.92±0.6
Available Kd* 58.6±4.26 58.6±4.26 86.718±0.99
1
70±2.25 191.2±19.8
Available Nd 0.00414±0.00
2
0.0047±0.00
3
0.0075±0.02
1
0.0068±0.00
4
0.0087±0.04
0
Source a= Google Earth, b= Soil survey of Pakistan, c= Pakistan metrological
department, d= this study and d*= µg/g
3. Results
24
Table 3.2 Morphological characteristics of the bacterial isolates obtained
from rhizospheric soil and root nodules of chickpea
Sr.# /Isolate Isolation Source Location Colony and cell morphology
1. NFY135 Kabuli-type
rhizospheric soil
NIBGE Transparent, round, wrinkled colonies;
Cells motile, Gram -ve rods
2. NFN155 Desi-type
rhizospheric soil
NIBGE Transparent, round colonies; Cells
motile, Gram -ve rods
3. NFY133 Desi-type
rhizospheric soil
NIFA Slightly opaque, round colonies; Cells
motile, Gram -ve rods
4. JCN110 Kabuli-type
rhizospheric soil
NIBGE Greyish, round colonies; Cells motile,
Gram -ve rods
5. NTY29 Desi-type
rhizospheric soil
Thal
desert
Whitish, irregular colonies; Cells motile,
Gram +ve rods
6. NTY33 Desi-type
rhizospheric soil
Thal
desert
Whitish, irregular colonies; Cells motile,
Gram +ve rods
7. RTY42 Desi-type
rhizospheric soil
Thal
desert
Whitish, irregular colonies; Cells motile,
Gram +ve rods
8. JTN112 Desi-type
rhizospheric soil
Thal
desert
Whitish, irregular colonies; Cells motile,
Gram +ve rods
9. JSN114 Kabuli-type
rhizospheric soil
NIBGE Whitish, irregular colonies; Cells motile,
Gram +ve rods
10. NTN143 Desi-type
rhizospheric soil
Thal
desert
Whitish, irregular colonies; Cells motile,
Gram +ve rods
11. NFN149 Kabuli-type
rhizospheric soil
NIBGE Whitish, irregular colonies; Cells motile,
Gram +ve rods
12. JTN113 Desi-type
rhizospheric soil
Thal
desert
Whitish shiny, round colonies; Cells
non-motile, Gram –ve rods
13. NFY136 Desi-type
rhizospheric soil
Chowk
Munda
Whitish shiny, round colonies; Cells
non-motile, Gram –ve rods
14. NTY140 Desi-type
rhizospheric soil
Thal
desert
Whitish shiny, round colonies; Cells
non-motile, Gram –ve rods
15. NFY126 Desi-type
rhizospheric soil
Kallar
Syedan
Whitish, round colonies; Cells motile,
Gram –ve rods
16. NFY130 Desi-type
rhizospheric soil
Kallar
Syedan
Whitish, round colonies; Cells motile,
Gram -ve rods
17. RTN142 Desi-type
rhizospheric soil
Thal
desert
Whitish, round colonies; Cells motile,
Gram -ve rods
18. JCN109 Kabuli-type
rhizospheric soil
NIFA Yellowish, round colonies; Cells motile,
Gram -ve rods
19. NFY8 Kabuli-type
nodule
NIBGE White gummy, round colonies; Cells
motile, Gram -ve rods
20. NFY124 Desi-type nodule Thal
desert
White gummy, round colonies; Cells
motile, Gram -ve rods
21. NTY34 Desi-type
rhizospheric soil
Chowk
Munda
Whitish, round colonies; Cells non-
motile, Gram –ve rods
22. NTY38 Desi-type
rhizospheric soil
Thal
desert
Whitish, round colonies; Cells non-
motile, Gram –ve rods
Cont…
3. Results
25
23. NTY48 Desi-type
rhizospheric soil
NIBGE Whitish, round colonies; Cells non-
motile, Gram –ve rods
24. NFY132 Kabuli-type
rhizospheric soil
NIBGE Whitish, round colonies; Cells non-
motile, Gram –ve rods
25. NTY36 Desi-type
rhizospheric soil
NIBGE Whitish, round colonies; Cells non-
motile, Gram –ve rods
26. NFY121 Kabuli-type
rhizospheric soil
NIBGE Whitish, round colonies; Cells non-
motile, Gram –ve rods
27. NTY54 Desi-type
rhizospheric soil
Chowk
Munda
Orange, round colonies; Cells non-
motile, Gram +ve rods
28. RTL99 Desi-type
rhizospheric soil
Thal
desert
Orange, round colonies; Cells non-
motile, Gram +ve rods
29. NTY3 Desi-type nodule Chowk
Munda
White gummy, slightly irregular or round
colonies; Cells motile, Gram –ve rods
30. NPY4 Desi-type nodule NIFA White gummy, slightly irregular or round
colonies; Cells motile, Gram –ve rods
31. NTY5 Kabuli-type
nodule
Thal
desert
(AZRI)
White gummy, slightly irregular or round
colonies; Cells motile, Gram –ve rods
32. NFY6 Kabuli-type
nodule
NIBGE White gummy, slightly irregular or round
colonies; Cells motile, Gram –ve rods
33. NTY7 Desi-type nodule Thal
desert
White gummy, slightly irregular or round
colonies; Cells motile, Gram –ve rods
34. NTY9 Desi-type nodule Thal
desert
White gummy, slightly irregular or round
colonies; Cells motile, Gram –ve rods
35. NRY10 Desi-type nodule Kallar
Syedan
White gummy, slightly irregular or round
colonies; Cells motile, Gram –ve rods
36. NFY11 Desi-type nodule NIBGE White gummy, slightly irregular or round
colonies; Cells motile, Gram –ve rods
37. NFY12 Desi-type nodule NIBGE White gummy, slightly irregular or round
colonies; Cells motile, Gram –ve rods
38. NFY13 Kabuli-type
nodule
NIBGE White gummy, slightly irregular or round
colonies; Cells motile, Gram –ve rods
39. RTN145 Desi-type
rhizospheric soil
Thal
Desert
Light yellowish, round colonies; Cells
motile, Gram +ve rods
40. NFY131 Kabuli-type
nodule
NIBGE Beige, round colonies; Cells motile,
Gram -ve rods
41. RTN154 Desi type nodule Thal
Desert
Beige, round colonies; Cells motile,
Gram -ve rods
42. NFN151 Desi-type nodule Chowk
Munda
Creamy, round colonies; Cells motile,
Gram +ve rods
43. RSY14 Desi-type
rhizospheric soil
Kallar
Syedan
Brownish, round colonies; Cells motile,
Gram -ve rods
44. NTY31 Desi-type
rhizospheric soil
NIBGE Brownish, round colonies; Cells motile,
Gram -ve rods
45. NTY39 Desi-type nodule Thal
Desert
Brownish, round colonies; Cells motile,
Gram -ve rods
Cont…
3. Results
26
46. RTY50 Desi-type
rhizospheric soil
Thal
Desert
Brownish, round colonies; Cells motile,
Gram -ve rods
47. NTY51 Desi-type nodule NIBGE Brownish, round colonies; Cells motile,
Gram -ve rods
48. NFY122 Kabuli-type
rhizospheric soil
NIBGE Brownish, round colonies; Cells motile,
Gram -ve rods
49. NTY123 Desi-type
rhizospheric soil
Thal
Desert
Brownish, round colonies; Cells motile,
Gram -ve rods
50. NFY125 Kabuli-type
rhizospheric soil
NIBGE Brownish, round colonies; Cells motile,
Gram -ve rods
51. NFY134 Desi-type
rhizospheric soil
Chowk
Munda
Brownish, round colonies; Cells motile,
Gram -ve rods
52. NTY139 Desi-type
rhizospheric soil
Thal
Desert
Brownish, round colonies; Cells motile,
Gram -ve rods
53. NFN147 Kabuli-type
rhizospheric soil
NIBGE Brownish, round colonies; Cells motile,
Gram -ve rods
54. NTN153 Desi-type
rhizospheric soil
NIFA Brownish, round colonies; Cells motile,
Gram -ve rods
55. NTY40 Desi-type nodule Thal
Desert
White gummy, slightly irregular or round
colonies; Cells motile, Gram -ve rods
56. JSN115 Desi-type nodule NIFA White gummy, slightly irregular or round
colonies; Cells motile, Gram -ve rods
57. NTN152 Desi-type nodule Kallar
Syedan
White gummy, slightly irregular or round
colonies; Cells motile, Gram -ve rods
58. 5D Desi-type nodule NIBGE Redish, round colonies; Cells motile,
Gram -ve rods
59. RTY59 Desi-type nodule Thal
Desert
Redish, round colonies; Cells motile,
Gram -ve short rods
60. RTL100 Desi-type nodule Thal
Desert
Redish, round colonies; Cells motile,
Gram -ve rods
3.1.2 Identification of Bacterial Isolates
For identification of the isolates, 16S rRNA gene was amplified from the genomic DNA
(Figure 3.3, 3.4) of all the bacterial isolates (60) obtained in the present study. 16S
rRNA gene sequence analysis of the majority of bacterial isolates showed more than 98
% similarity with the nucleotide sequence of closely related bacterial type strains (Table
3.3). However, 16S rRNA gene sequence of the bacterial isolate JSN115 showed 97.28
% similarity with Rhizobium massiliae 90AT (AF531767) and the isolate NFN155
showed 97.40 % similarity with Achromobacter xylosoxidans NBRC 15126T
(CP006958).
3. Results
27
Figure 3-3 Genomic DNA extracted from isolates obtained from root nodules
and rhizospheric soil of chickpea.
Lane 1: Ensifer sp. NFY8; Lane 2: Kocuria sp. RTL99; Lane 3:
Mesorhizobium sp. NTY7; Lane 4: Serratia sp. 5D; Lane 5: Serratia sp. RTL100;
Lane 6: Acinetobacter sp. NFY133; Lane 7: Pseudomonas sp. RSY14 and Lane 8:
Mesorhizobium sp. NTY3
In the present study 60 bacterial isolates were obtained from rhizospheric soil
and surface sterilized nodules of Desi and Kabuli-type of chickpea. 16S rRNA gene
sequence analysis revealed that the isolates represented five classes i.e., γ-
Proteobacteria (23 isolates), α-Proteobacteria (20 isolates), Firmibacteria (8
isolates), β-Proteobacteria (6 isolates) and Actinobacteria (3 isolates) and belonged to
18 different bacterial genera. Pseudomonas was the most abundant genus with 12
isolates, followed by Mesorhizobium (10 isolates), Bacillus (7 isolates), Enterobacter
(4 isolates), Bordetella (3 isolates), Bosea (3 isolates), Rhizobium (3 isolates), Serratia
(3 isolates), Achromobacter (2 isolates), Ensifer (2 isolates), Klebsiella (2 isolates),
Kocuria (2 isolates), Ochrobactrum (2 isolates), Acinetobacter (1 isolate), Aeromonas
(1 isolate), Duganella (1 isolate), Microbacterium (1 isolate) and Paenibacillus (1
isolate).
3. Results
28
Phylogenetic analysis of α-proteobacterial isolates (Figure 3.5) indicated that
10 Mesorhizobium strains make clusters with Mesorhizobium robiniae CCNWYC 115T
(EU849582) and other closely related strain was Mesorhizobium muleiense CCBAU
83963T (HQ316710). Mesorhizobium mediterraneum UPM-Ca36T (L38825) and
Mesorhizobium temperatum SDW018T (AF508208) were also closely related strains to
mesorhizobial isolates obtained in the present study. In this phylogenetic tree, the two
Ensifer isolates formed cluster with Ensifer saheli ORS 609T (X68390) and Ensifer
mexicanus ITTG R7T (DQ411930) and the three Rhizobium isolates formed cluster with
Rhizobium pusense NRCPB10T (FJ969841). Both the Ochrobactrum isolates identified
in the present study clustered with Ochrobactrum pseudintermedium ADV31T
(DQ365921) in the phylogenetic tree. All the three Bosea isolates made cluster with
Bosea eneae 34614T (AF288300).
Phylogenetic analysis of β-proteobacterial isolates (Figure 3.6) showed that the
three strains of Bordetella sp. formed cluster with Bordetella petrii DSM 12804T
(AJ249861) and the isolates Duganella sp. clustered with Duganella violaceinigra YIM
31327T (AY376163).
Phylogenetic analysis of γ-proteobacterial isolates (Figure 3.7) indicated that a
group of five Pseudomonas isolates formed cluster with Pseudomonas plecoglossicida
NBRC 103162T (BBIV01000080). The remaining seven Pseudomonas isolates formed
a distinct cluster with Pseudomonas geniculata ATCC 19374T (AB021404.
Acinetobacter isolate formed the cluster with Acinetobacter pittii LMG 1035T
(HQ180184). Aeromonas isolate formed cluster with Aeromonas sobria ACC 43979T
(X74683). The Serratia sp. RTY59 formed cluster with Serratia nematodiphila DSM
21420T (JPUX01000001). The remaining two Serratia isolates formed the cluster with
Serratia marcescens subsp. marcescens DSM 30121T (AJ233431). Klebsiella isolates
formed cluster with Klebsiella pneumoniae subsp. ozaenae ATCC 11296T (Y17654).
Four isolates of Enterobactor sp. formed cluster with Enterobacter cloacae subsp.
cloacae ATCC 13047T (CP001918).
Phylogenetic analysis of actinobacterial isolates (Figure 3.8) indicated that
Kocuria sp. NTY54 and Kocuria sp. RTL99 formed cluster with Kocuria polaris CMS
76orT (AJ278868). Microbacterium sp. RTN145 formed cluster with Microbacterium
paraoxydans CF36T (AJ491806).
3. Results
29
Phylogenetic analysis of firmibacterial isolates (Figure 3.9) indicated that genus
Bacillus spp. was divided in three groups and formed three clusters with Bacillus
licheniformis ATCC 14580T (AE017333), Bacillus aerophilus 28KT (AJ831844) and
Bacillus safensis FO-36bT (ASJD01000027). Paenibacillus isolate NFN151 formed
cluster with Paenibacillus lautus NRRL NRS-666T (D78473).
Figure 3-4 PCR-amplification of 16S rRNA gene from bacterial isolates.
Lane 1: 1 kb ladder (Fermentas, Germany); Lane 2: Ensifer sp. NFY8; Lane
3: Mesorhizobium sp. NTY7; Lane 4: Serratia sp. 5D; Lane 5: negative control; Lane
6: 1 kb ladder (Fermentas, Germany)
3. Results
30
Figure 3-5 16S rRNA sequence-based phylogenetic tree of α-Proteobacteria
isolated from root nodules and rhizospheric soil of chickpea constructed by
Maximum Likelihood method.
Maximum likelihood bootstrap node support values ≥50. shown at the nodes. The
isolates (bold letters) identified in the present study were: a10 Mesorhizobium isolates
i.e., NTY3, NPY4, NTY5, NFY6, NTY7, NTY9, NRY10, NFY11, NFY12 and
NFY13. b2 Ensifer isolates i.e., NFY124 and NFY8. c3 Rhizobium isolates i.e.,
NTY40, JSN115 and NTN152. d2 Ochrobactrum isolates i.e., NFY131 and RTN154. e3 Bosea isolates i.e., NFY126, NFY130 and RTN142.
3. Results
31
Figure 3-6 16S rRNA sequence-based phylogenetic tree of β-Proteobacteria
isolated from the rhizospheric soil of chickpea constructed by maximum
likelihood method.
Only maximum likelihood bootstrap node support values ≥50 are shown at the nodes.
The isolates (bold letters) identified in the present study (accession # given in
brackets) were: a3 Bordetella isolates i.e., JTN113 (LK936576), NFY136 (LK936589)
and NTY140 (LK936591). a2 Achromobacter isolates i.e., NFY135 (LK936588) and
NFN155 (LK936601)
3. Results
32
Figure 3-7 16S rRNA sequence-based phylogenetic tree of γ-Proteobacteria
isolated from root nodule and rhizospheric soil of chickpea constructed by
maximum likelihood method.
Only maximum likelihood bootstrap node support values ≥50 are shown at the nodes.
The isolates (bold letters) identified in the present study were: a5 Pseudomonas
isolates i.e., NTY39, RTY50, NTY51, NTY123 and NFY134. b2 Serratia isolates i.e.,
5D and RTL100. c2 Klebsiella isolates i.e., NTY36 and NFY121. d4 Enterobacter
isolates i.e., NTY38, NTY34, NTY48 and NFY132. e7 Pseudomonas isolates i.e.,
RSY14, NTY31, NFY122, NFY125, NTY139, NFN147 and NTN153.
3. Results
33
Figure 3-8 16S rRNA sequence-based phylogenetic tree of Actinobacteria
isolated from rhizospheric soil of chickpea constructed by maximum likelihood
method.
Only maximum likelihood bootstrap node support values ≥50 are shown at the nodes.
The isolates (bold letters) identified in the present study (accession # given in
brackets) were: a2 Kocuria isolates i.e., NTY54 (LK936570) and RTL99 (LK936572).
3. Results
34
Figure 3-9 16S rRNA sequence-based phylogenetic tree of Firmibacteria
isolated from root nodule and rhizospheric soil of chickpea constructed by
maximum likelihood method.
Only maximum likelihood bootstrap node support values ≥50 are shown at the nodes.
The isolates (bold letters) identified in the present study (accession # given in
brackets) were: a2 Bacillus isolates i.e., JSN114 (LK936577) and NTN143
(LK936593). b4 Bacillus isolates i.e., NTY29 (LK936561), NTY33 (LK936563),
RTY42 (LK936567) and JTN112 (LK936575).
3. Results
35
Table 3.3 Identification of the bacterial isolates obtained from rhizospheric
soil and root nodules of chickpea on the basis of 16S rRNA gene sequence
analysis
Sr. No.
/Isolate
name
Isolates
identified
(Accession No.)
Closest type strain in EzTaxon database; %
sequence similarity
1. NFY135 Achromobacter
sp. (LK936588)
Achromobacter xylosoxidans NBRC 15126T
(CP006958); 99.88
2. NFN155 Achromobacter
sp. (LK936601)
Achromobacter xylosoxidans NBRC 15126T
(CP006958); 97.40
3. NFY133 Acinetobacter
sp. (LK936586)
Acinetobacter pittii CIP
70.29T (APQP01000001); 99.90
4. JCN110 Aeromonas sp.
(LK936574)
Aeromonas sobria ACC 43979T (X74683); 99.64
5. NTY29 Bacillus sp.
(LK936561)
Bacillus safensis FO-36bT (ASJD01000027); 100
6. NTY33 Bacillus sp.
(LK936563)
Bacillus safensis FO-36bT (ASJD01000027);
99.78
7. RTY42 Bacillus sp.
(LK936567)
Bacillus safensis FO-36bT (ASJD01000027); 100
8. JTN112 Bacillus sp.
(LK936575)
Bacillus safensis FO-36bT (ASJD01000027); 100
9. JSN114 Bacillus sp.
(LK936577)
Bacillus aerophilus 28KT (AJ831844); 99.39
10. NTN143 Bacillus sp.
(LK936593)
Bacillus aerophilus 28KT (AJ831844); 99.39
11. NFN149 Bacillus sp.
(LK936596)
Bacillus licheniformis ATCC 14580T
(AE017333); 97.92
12. JTN113 Bordetella sp.
(LK936576)
Bordetella petrii DSM 12804T (AM902716);
99.28
13. NFY136 Bordetella sp.
(LK936589)
Bordetella petrii DSM 12804T (AM902716);
99.14
14. NTY140 Bordetella sp.
(LK936591)
Bordetella petrii DSM 12804T (AM902716);
99.23
15. NFY126 Bosea sp.
(LK936583)
Bosea eneae 34614T (AF288300); 99.87
16. NFY130 Bosea sp.
(LK936584)
Bosea eneae 34614T (AF288300); 100
17. RTN142 Bosea sp.
(LK936592)
Bosea eneae 34614T (AF288300); 97.60
18. JCN109 Duganella sp.
(LK936573)
Duganella violaceinigra YIM
31327T (AY376163); 99.01
Cont…
3. Results
36
19. NFY8 Ensifer sp.
(LT604888)
Ensifer saheli LMG 7837T (X68390); 99.42
20. NFY124 Ensifer sp.
(LK936581)
Ensifer saheli LMG 7837T (X68390); 99.58
21. NTY34 Enterobacter
sp. (LK936564)
Enterobacter cloacae subsp. dissolvens LMG
2683T (Z96079); 99.89
22. NTY38 Enterobacter
sp. (HE995791)
Enterobacter cloacae subsp. dissolvens LMG
2683T (Z96079); 99.90
23. NTY48 Enterobacter
sp. (LK936568)
Enterobacter cloacae subsp. dissolvens LMG
2683T (Z96079); 99.89
24. NFY132 Enterobacter
sp. (LK936586)
Enterobacter cloacae subsp. dissolvens LMG
2683T (Z96079); 99.78
25. NTY36 Klebsiella sp.
(LK936565)
Klebsiella variicola DSM 15968T (CP010523);
99.62
26. NFY121 Klebsiella sp.
(LK936579)
Klebsiella pneumoniae subsp. ozaenae ATCC
11296T (Y17654); 99.74
27. NTY54 Kocuria sp.
(LK936570)
Kocuria polaris CMS 76orT (JSUH01000031);
99.40
28. RTL99 Kocuria sp.
(LK936572)
Kocuria polaris CMS 76orT (JSUH01000031);
99.64
29. NTY3 Mesorhizobium
sp. (LT604883)
Mesorhizobium robiniae CCNWYC 115T
(EU849582); 100
30. NPY4 Mesorhizobium
sp. (LT604884)
Mesorhizobium robiniae CCNWYC 115T
(EU849582); 100
31. NTY5 Mesorhizobium
sp. (LT604885)
Mesorhizobium robiniae CCNWYC 115T
(EU849582); 99.85
32. NFY6 Mesorhizobium
sp. (LT604886)
Mesorhizobium robiniae CCNWYC 115T
(EU849582); 100
33. NTY7 Mesorhizobium
sp. (LT604887)
Mesorhizobium robiniae CCNWYC 115T
(EU849582); 100
34. NTY9 Mesorhizobium
sp. (LT604889)
Mesorhizobium robiniae CCNWYC 115T
(EU849582); 99.93
35. NRY10 Mesorhizobium
sp. (LT604890)
Mesorhizobium robiniae CCNWYC 115T
(EU849582); 100
36. NFY11 Mesorhizobium
sp. (LT604891)
Mesorhizobium robiniae CCNWYC 115T
(EU849582); 99.85
37. NFY12 Mesorhizobium
sp. (LT604892)
Mesorhizobium robiniae CCNWYC 115T
(EU849582); 100
38. NFY13 Mesorhizobium
sp. (LT604893)
Mesorhizobium robiniae CCNWYC 115T
(EU849582); 100
39. RTN145 Microbacterium
sp. (LK936594)
Microbacterium paraoxydans CF36T
(AJ491806); 97.95
Cont…
3. Results
37
40. NFY131 Ochrobactrum
sp. (LK936585)
Ochrobactrum pseudintermedium ADV31T
(DQ365921); 99.88
41. RTN154 Ochrobactrum
sp. (LK936600)
Ochrobactrum pseudintermedium ADV31T
(DQ365921); 97.87
42. NFN151 Paenibacillus
sp. (LK936597)
Paenibacillus lautus NRRL NRS-666T (D78473);
97.92
43. RSY14 Pseudomonas
sp. (LK936560)
Pseudomonas hibiscicola ATCC 19867T
(AB021405); 99.04
44. NTY31 Pseudomonas
sp. (LK936562)
Pseudomonas hibiscicola ATCC 19867T
(AB021405); 99.38
45. NTY39 Pseudomonas
sp. (HE995792)
Pseudomonas taiwanensis BCRC 17751T
(EU103629); 99.62
46. RTY50 Pseudomonas
sp. (LK936569)
Pseudomonas monteilii NBRC 103158T
(BBIS01000088); 99.86
47. NTY51 Pseudomonas
sp. (HE995795)
Pseudomonas taiwanensis BCRC 17751T
(EU103629); 99.91
48. NFY122 Pseudomonas
sp. (LK936580)
Pseudomonas hibiscicola ATCC 19867T
(AB021405); 99.40
49. NTY123 Pseudomonas
sp. (HE995794)
Pseudomonas mosselii CIP 105259T (AF072688);
100
50. NFY125 Pseudomonas
sp. (LK936582)
Pseudomonas hibiscicola ATCC 19867T
(AB021405); 99.40
51. NFY134 Pseudomonas
sp. (HE995793)
Pseudomonas plecoglossicida NBRC 103162T
(BBIV01000080); 99.90
52. NTY139 Pseudomonas
sp. (LK936590)
Pseudomonas hibiscicola ATCC 19867T
(AB021405); 99.84
53. NFN147 Pseudomonas
sp. (LK936595)
Pseudomonas geniculata ATCC 19374T
(AB021404); 99.90
54. NTN153 Pseudomonas
sp. (LK936599)
Pseudomonas hibiscicola ATCC 19867T
(AB021405); 97.63
55. NTY40 Rhizobium sp.
(LK936566)
Rhizobium pusense NRCPB10T (FJ969841); 100
56. JSN115 Rhizobium sp.
(LK936578)
Rhizobium massiliae 90AT (AF531767); 97.28
57. NTN152 Rhizobium sp.
(LK936598)
Rhizobium radiobacter ATCC 19358T
(AJ389904); 99.24
58. 5D Serratia
sp. (HE804807)
Serratia marcescens subsp. marcescens ATCC
13880T (JMPQ01000005); 99.81
59. RTY59 Serratia
sp. (LK936571)
Serratia nematodiphila DSM 21420T
(JPUX01000001); 99.43
60. RTL100 Serratia
sp. (HE995790)
Serratia marcescens subsp. marcescens ATCC
13880T (JMPQ01000005); 99.74
3. Results
38
3.1.3 Amplification of nifH Gene from Bacterial Isolates
Partial nifH gene was amplified using conserved primers from the bacterial
isolates showing colony and cell morphology as well as 16S rRNA sequence similar to
Mesorhizobium. PCR product of expected size (370 bp) was obtained from all the
Mesorhizobium strains tested in this study (Figure 3.10). Partial nifH PCR product from
10 Mesorhizobium isolates was sequenced and submitted to EMBL database. The
Accession # obtained were LT604894 to LT604903. The nifH sequence of all bacterial
isolates showed 99 % similarity with Mesorhizobium muleiense CCBAU 83963T
(HQ316767). Phylogenetic analysis of nifH gene (Figure 3.11) indicated that
Mesorhizobium spp. formed cluster with Mesorhizobium muleiense CCBAU 83963T
(HQ316767).
Figure 3-10 PCR amplification of partial nifH gene from Mesorhizobium
isolates obtained from root nodule of chickpea.
Lane 1, 1kb DNA marker (Thermo scientific, Germany); Lane 2, isolate NTY3; Lane
3, isolate NPY4; Lane 4, isolate NTY5; Lane 5, isolate NFY6; Lane 6, isolate NTY7;
Lane 7, negative control
3. Results
39
Figure 3-11 Nitrogenase reductase (nifH) sequence-based phylogenetic tree of
Mesorhizobium strains isolated from root nodule of chickpea constructed by
maximum likelihood method.
Only maximum likelihood bootstrap node support values ≥50 are shown at the nodes.
Sequences of isolates (bold letters) identified in the present study were identical and
have accession no LT604894 to LT604903.
3.2 Characterization of the Bacterial Isolates
3.2.1 Confirmation of Nodulation Ability of Endophytic Bacterial
Isolates
Plastic jar experiments were conducted to assess the nodulation ability of all endophytes
isolated from sterilized nodules of chickpea growing in different locations of Pakistan.
The seedlings were grown in sterilized sand. Ten bacterial isolates NTY3, NPY4,
NTY5, NFY6, NTY7, NTY9, NRY10, NFY11, NFY12 and NFY13 successfully
nodulated the chickpea seedlings and were therefore identified as Mesorhizobium
strains. Other 11 endophytic bacterial isolates failed to nodulate the host. All
Mesorhizobium strains resulted in increased dry weight of the host plants over
endophytic isolates and non-inoculated control (Table 3.4, 3.5; Figure 3.12, 3.13).
3. Results
40
Figure 3-12 Effect of Mesorhizobium spp. on growth and nodulation of
chickpea plants grown in sterilized sand.
Strains used: Mesorhizobium sp. NTY3 and Mesorhizobium sp. NTY7
Figure 3-13 Nodulation of chickpea by pure cultures of Mesorhizobium spp.
Strains used: Mesorhizobium sp. NTY3 and Mesorhizobium sp. NTY7 (Arrow:
nodules)
3. Results
41
Table 3.4 Nodulation of Desi-type chickpea by pure cultures of endophytes
Treatments No of
nodules
Dry weight
of nodules
(mg)
Dry weight of plant
(mg)
1. Non-inoculated control 0 0.00 661.33 ± 8.45 g
2. Mesorhizobium sp. NTY3 14 ± 1 21.00 ± 1.16 820.35 ± 32.05 ab
3. Mesorhizobium sp. NPY4 14 ± 1 20.02 ± 1.36 808.02 ± 24.89 ab
4. Mesorhizobium sp. NTY5 12 ± 1 18.96 ± 2.23 810.97 ± 22.86 ab
5. Mesorhizobium sp. NFY6 11 ± 1 16.64 ± 2.09 804.97 ± 17.96 ab
6. Mesorhizobium sp. NTY7 15 ± 2 21.00 ± 2.66 822.31 ± 33.58 a
7. Mesorhizobium sp. NTY9 13 ± 1 19.63 ± 1.91 817.62 ± 29.29 ab
8. Mesorhizobium sp. NRY10 12 ± 1 17.25 ± 1.68 809.81 ± 19.39 ab
9. Mesorhizobium sp. NFY11 12 ± 1 16.80 ± 1.98 806.91 ± 20.37 ab
10. Mesorhizobium sp. NFY12 12 ± 2 15.56 ± 2.31 805.94 ± 27.15 ab
11. Mesorhizobium sp. NFY13 11 ± 2 15.44 ± 3.17 804.84 ± 21.11 b
12. Ensifer sp. NFY8 0 0.00 739.28 ± 11.07 c
13. Ensifer sp. NFY124 0 0.00 724.13 ± 6.29 cd
14. Ochrobactrum sp. NFY131 0 0.00 700.46 ± 10.46 ef
15. Ochrobactrum sp. RTN154 0 0.00 720.27 ± 9.04 d
16. Paenibacillus sp. NFN151 0 0.00 722.81 ± 10.21 cd
17. Pseudomonas sp. NTY39 0 0.00 715.21 ± 9.58 de
18. Pseudomonas sp. NTY51 0 0.00 690.35 ± 11.53 f
19. Rhizobium sp. NTY40 0 0.00 710.02 ± 10.27 de
20. Rhizobium sp. JSN115 0 0.00 683.23 ± 11.74 f
21. Rhizobium sp. NTN152 0 0.00 698.62 ± 12.51 ef
22. Serratia sp. RTY59 0 0.00 656.30 ± 9.53 g
LSD at 0.05 17.39
3. Results
42
Table 3.5 Nodulation of Kabuli-type chickpea by pure cultures of
endophytes
Treatments No of
nodules
Dry weight of
nodules (mg)
Dry weight of plant
(mg)
1. Non-inoculated control 0 0.00 693.64 ± 11.97 gh
2. Mesorhizobium sp. NTY3 16 ± 2 26.86 ± 2.92 845.01 ± 29.66 ab
3. Mesorhizobium sp. NPY4 17 ± 2 27.36 ± 3.54 855.00 ± 28.02 ab
4. Mesorhizobium sp. NTY5 13 ± 2 21.48 ± 3.23 845.34 ± 28.04 ab
5. Mesorhizobium sp. NFY6 14 ± 3 23.29 ± 4.37 834.15 ± 26.04 b
6. Mesorhizobium sp. NTY7 17 ± 4 28.38 ± 6.34 860.10 ± 36.21 a
7. Mesorhizobium sp. NTY9 16 ± 2 26.68 ± 3.27 851.70 ± 20.22 ab
8. Mesorhizobium sp. NRY10 14 ± 3 22.01 ± 4.09 837.21 ± 27.85 b
9. Mesorhizobium sp. NFY11 14 ± 2 19.98 ± 3.58 843.05 ± 17.28 ab
10. Mesorhizobium sp. NFY12 15 ± 3 21.45 ± 4.43 848.71 ± 29.13 ab
11. Mesorhizobium sp. NFY13 15 ± 3 21.42 ± 4.70 839.28 ± 30.33 ab
12. Ensifer sp. NFY8 0 0.00 770.64 ± 11.97 c
13. Ensifer sp. NFY124 0 0.00 734.59 ± 21.47 de
14. Ochrobactrum sp. NFY131 0 0.00 730.00 ± 28.02 def
15. Ochrobactrum sp. RTN154 0 0.00 738.24 ± 20.33 d
16. Paenibacillus sp. NFN151 0 0.00 725.08 ± 21.78 def
17. Pseudomonas sp. NTY39 0 0.00 730.09 ± 20.23 def
18. Pseudomonas sp. NTY51 0 0.00 700.80 ± 13.07 gh
19. Rhizobium sp. NTY40 0 0.00 715.21 ± 30.27 efg
20. Rhizobium sp. JSN115 0 0.00 692.70 ± 13.65 h
21. Rhizobium sp. NTN152 0 0.00 711.62 ± 24.75 fgh
22. Serratia sp. RTY59 0 0.00 690.45 ± 18.64 h
LSD at 0.05 22.38
3.2.2 Indole-3-Acetic Acid (IAA) Production by the Bacterial Isolates
Bacterial isolates were investigated for the ability to produce indol-3-acetic acid (IAA)
in culture media containing tryptophan as precursor of IAA biosynthesis. Before
quantification of IAA on HPLC, qualitative test was performed which showed that 57
bacterial isolates produced colour (Figure 3.14). These isolates were further
investigated for quantification on HPLC. Among the isolates, Kocuria sp. RTL99
produced significantly higher amount of IAA (37.77 ± 1.20 µg/mL), followed by
Microbacterium sp. RTN145 (33.83 ± 1.07 µg/mL), Kocuria sp. NTY54 (33.23 ± 1.63
µg/mL), Ensifer sp. NFY8 (33.07 ± 0.90 µg/mL) and Mesorhizobium sp. NTY7 (30.83
± 0.70 µg/mL). Minimum IAA production was observed in Duganella sp. JCN109
(8.57 ± 0.51 µg/mL) (Table 3.6). Representative isolates (8 number) which produced
significantly higher amount of IAA, were further investigated for IAA production at
different temperatures. All tested strains showed the activity at 20 oC, 30 oC and 40 oC.
Maximum IAA was detected at 30 oC compared with 20 oC and 40 oC incubation
3. Results
43
temperatures. At 20 oC temperature all strains produced similar (non-significantly
different) amount of IAA. At 40 oC Ensifer sp. NFY8 produced significantly higher
amount of IAA (15.33 ± 2.05 µg/mL µg/mL), followed by Kocuria sp. RTL99 (14.83
± 1.55 µg/mL) (Table 3.7; Figure 3.15).
Figure 3-14 Qualitative test showing IAA production by different bacterial
isolates.
Strains used in this study: Ensifer sp. NFY8; Kocuria sp. RTL99; Mesorhizobium sp.
NTY7 and Microbacterium sp. RTN145.
3.2.3 Phosphate Solubilization by the Bacterial Isolates
Bacterial strains were grown on Pikovskaya medium agar plates to observe halo zone
formation as an indicator of P-solubilization activity. Halo zones were produced around
the colonies of 34 bacterial isolates grown for one weeks (Figure 3.16). Only these 34
isolates were selected for the quantification of P-solubilization. All the 34 bacterial
strains tested in the present study solubilized significant amount of TCP in pure culture
(Table 3.6). Maximum P-solubilization was observed in Serratia sp. 5D (119.94 ± 1.32
µg/mL), followed by Ensifer sp. NFY8 (114.28 ± 1.74 µg/mL) and Ensifer sp. NFY124
(107.27 ± 2.05 µg/mL).
The isolates which solubilized significantly higher amount of phosphate, were
further investigated for P-solubilization at different temperatures. All these bacterial
strains showed the solubilization activity at 20 oC, 30 oC and 40 oC. Maximum P was
solubilized at 30 oC compared with 20 oC and 40 oC incubation temperatures. At 20 oC
3. Results
44
and 40 oC temperature Serratia sp. 5D solubilized maximum P, followed by Ensifer sp.
NFY8 (Table 3.8; Figure 3.17).
Figure 3-15 IAA production by 8 selected strains at different incubation
temperatures.
Strains used in this study: Ensifer sp. NFY8 and NFY124; Kocuria sp. RTL99 and
NTY54; Mesorhizobium sp. NTY7; Microbacterium sp. RTN145 and Serratia sp. 5D
and RTL100.
Figure 3-16 Plate assay for phosphate solubilizing activity of bacterial isolates
Ensifer sp. NFY8 and Serratia sp. 5D.
3. Results
45
Figure 3-17 Phosphate solubilization by 7 selected strains at different
incubation temperatures.
Strains used in this study: Acinetobacter sp. NFY133; Bacillus sp. NTY33; Ensifer sp.
NFY8 and NFY124; Pseudomonas sp. RSY14 and Serratia sp. 5D and RTL100.
Table 3.6 Production of IAA* (µg/mL) and Phosphate solubilization**
(µg/mL) by bacterial strains in the growth medium.
Sr. No. / Isolate name IAA P-solubilization
1. Achromobacter sp. NFY135 17.23 ± 1.97 jk 28.50 ± 3.28 kl
2. Achromobacter sp. NFN155 15.07 ± 1.32 kl 19.63 ± 1.18 n
3. Acinetobacter sp. NFY133 11.80 ± 1.08 nopqrst 81.97 ± 1.76 e
4. Aeromonas sp. JCN110 9.60 ± 0.98 stuvw 12.03 ± 0.15 qrs
5. Bacillus sp. NTY29 12.37 ± 2.50 mnopq 14.60 ± 1.22 op
6. Bacillus sp. NTY33 12.37 ± 1.25 mnopq 80.83 ± 0.76 e
7. Bacillus sp. RTY42 12.40 ± 1.55 mnopq 26.67 ± 1.53 lm
8. Bacillus sp. JTN112 9.80 ± 1.04 rstuvw 31.97 ± 1.95 j
9. Bacillus sp. JSN114 10.10 ± 1.93 pqrstuvw 30.13 ± 1.00 jk
10. Bacillus sp. NTN143 11.73 ± 2.83 nopqrst 59.30 ± 1.13 h
11. Bacillus sp. NFN149 10.00 ± 2.65 pqrstuvw 54.70 ± 1.37 i
12. Bordetella sp. JTN113 9.67 ± 2.52 stuvw 12.63 ± 0.55 pqr
13. Bordetella sp. NFY136 10.30 ± 1.13 pqrstuvw 14.17 ± 0.31 opq
14. Bordetella sp. NTY140 11.43 ± 0.51 nopqrstu 15.50 ± 0.46 o
15. Bosea sp. NFY126 n.d. n.d.
16. Bosea sp. NFY130 n.d. n.d.
17. Bosea sp. RTN142 n.d. n.d.
18. Duganella sp. JCN109 8.57 ± 0.51 w n.d.
19. Ensifer sp. NFY8 33.07 ± 0.90 bc 114.28 ± 1.74 b
20. Ensifer sp. NFY124 28.67 ± 1.53 de 107.27 ± 2.05 c
21. Enterobacter sp. NTY34 10.00 ± 0.95 pqrstuvw n.d.
22. Enterobacter sp. NTY38 8.83 ± 0.96 vw n.d.
23. Enterobacter sp. NTY48 8.83 ± 1.76 vw n.d.
Cont…
3. Results
46
24. Enterobacter sp. NFY132 9.50 ± 1.50 stuvw n.d.
25. Klebsiella sp. NTY36 13.47 ± 1.31 lmn n.d.
26. Klebsiella sp. NFY121 12.83 ± 1.61 lmno n.d.
27. Kocuria sp. NTY54 33.23 ± 1.63 bc n.d.
28. Kocuria sp. RTL99 37.77 ± 1.20 a n.d.
29. Mesorhizobium sp. NTY3 28.00 ± 1.00 ef n.d.
30. Mesorhizobium sp. NPY4 26.00 ± 1.00 fg n.d.
31. Mesorhizobium sp. NTY5 25.00 ± 1.00 g n.d.
32. Mesorhizobium sp. NFY6 25.33 ± 2.08 g n.d.
33. Mesorhizobium sp. NTY7 30.83 ± 0.70 cd n.d.
34. Mesorhizobium sp. NTY9 28.83 ± 1.04 de n.d.
35. Mesorhizobium sp. NRY10 26.67 ± 3.51 efg n.d.
36. Mesorhizobium sp. NFY11 29.00 ± 2.00 de n.d.
37. Mesorhizobium sp. NFY12 26.10 ± 1.93 fg n.d.
38. Mesorhizobium sp. NFY13 24.63 ± 2.28 g n.d.
39. Microbacterium sp. RTN145 33.83 ± 1.07 b n.d.
40. Ochrobactrum sp. NFY131 14.80 ± 0.26 klm n.d.
41. Ochrobactrum sp. RTN154 13.63 ± 1.18 lmn n.d.
42. Paenibacillus sp. NFN151 10.63 ± 0.55 opqrstuvw n.d.
43. Pseudomonas sp. RSY14 12.30 ± 2.04 mnopqr 90.72 ± 0.75 d
44. Pseudomonas sp. NTY31 9.33 ± 2.52 tuvw 70.50 ± 0.50 f
45. Pseudomonas sp. NTY39 9.67 ± 1.53 stuvw 55.07 ± 0.80 i
46. Pseudomonas sp. RTY50 12.00 ± 3.00 nopqrs 14.97 ± 1.00 o
47. Pseudomonas sp. NTY51 11.13 ± 0.32 nopqrstuv 9.63 ± 1.52 tu
48. Pseudomonas sp. NFY122 9.97 ± 1.05 qrstuvw 10.80 ± 1.08 rst
49. Pseudomonas sp. NTY123 9.00 ± 1.00 uvw 13.97 ± 1.76 opq
50. Pseudomonas sp. NFY125 12.00 ± 1.00 nopqrs 26.53 ± 1.46 lm
51. Pseudomonas sp. NFY134 12.50 ± 0.50 mnop 31.27 ± 1.74 j
52. Pseudomonas sp. NTY139 9.40 ± 0.46 tuvw 21.10 ± 0.72 n
53. Pseudomonas sp. NFN147 9.20 ± 1.14 uvw 20.10 ± 1.25 n
54. Pseudomonas sp. NTN153 11.30 ± 1.57 nopqrstuv 68.27 ± 1.65 g
55. Rhizobium sp. NTY40 26.10 ± 1.01 fg 10.03 ± 2.47 stu
56. Rhizobium sp. JSN115 22.00 ± 1.73 h 8.33 ± 0.51 u
57. Rhizobium sp. NTN152 21.00 ± 1.00 hi 8.73 ± 1.62 tu
58. Serratia sp. 5D 19.23 ± 0.70 ij 119.94 ± 1.32 a
59. Serratia sp. RTY59 15.27 ± 0.93 kl 25.33 ± 1.36 m
60. Serratia sp. RTL100 18.50 ± 0.90 ij 30.60 ± 1.18 jk
LSD at 0.05 2.5076 2.2135
*Bacterial cultures were grown for 7 days in LB/TY medium containing tryptophan as
precursor of IAA. The values given are an average of 3 replicates.
**Bacterial cultures were grown for 15 days in Pikovskaya growth medium (pH 7)
containing insoluble tri-calcium phosphate. The values given are an average of 3
replicates. N.D. = Not determined
3. Results
47
Table 3.7 Production of IAA* by bacterial strains at different temperatures
Sr. No. / Strains Name IAA production (µg/mL)
20 oC 30 oC 40 oC
1. Ensifer sp. NFY8 11.00 ± 1.63 a 33.07 ± 0.90 b 15.33 ± 2.05 a
2. Ensifer sp. NFY124 9.33 ± 1.25 a 28.67 ± 1.53 d 12.67 ± 1.70 abc
3. Kocuria sp. NTY54 8.67 ± 1.24 a 33.23 ± 1.63 b 13.50 ± 0.41 ab
4. Kocuria sp. RTL99 10.33 ± 2.05 a 37.77 ± 1.20 a 14.83 ± 1.55 a
5. Mesorhizobium sp. NTY7 11.00 ± 1.63 a 30.83 ± 0.70 c 10.33 ± 1.25 cd
6. Microbacterium sp. RTN145 11.33 ± 2.62 a 33.83 ± 1.07 b 11.67 ± 1.69 bcd
7. Serratia sp. 5D 9.50 ± 0.41 a 19.23 ± 0.70 e 10.20 ± 0.73 cd
8. Serratia sp. RTL100 8.92 ± 0.29 a 18.50 ± 0.90 e 9.53 ± 0.94 d
LSD at 0.05 3.34 1.87 2.95
*Bacterial cultures were grown for 7 days in LB/TY medium containing tryptophan as
precursor of IAA. The values given are an average of 3 replicates.
Table 3.8 Phosphate solubilization* by bacterial strains at different
temperatures
Sr. No. /Strains Name P-solubilization (µg/mL)
20 oC 30 oC 40 oC
1. Acinetobacter sp. NFY133 7.33 ± 2.05 d 81.97 ± 1.76 e 5.67 ± 1.70 d
2. Bacillus sp. NTY33 24.00 ± 4.32 c 80.83 ± 0.76 e 48.33 ± 2.49 bc
3. Ensifer sp. NFY8 44.33 ± 6.65 ab 114.28 ± 1.74 b 57.33 ± 2.05 ab
4. Ensifer sp. NFY124 41.67 ± 6.24 b 107.27 ± 2.05 c 51.67 ± 8.50 bc
5. Pseudomonas sp. RSY14 23.33 ± 1.25 c 90.72 ± 0.75 d 42.67 ± 6.13 c
6. Serratia sp. 5D 50.54 ± 0.81 a 119.94 ± 1.32 a 60.94 ± 0.82 a
7. Serratia sp. RTL100 10.44 ± 0.36 d 30.60 ± 1.18 f 10.60 ± 1.31 d
LSD at 0.05 8.44 2.28 9.08
*Bacterial cultures were grown for 15 days in Pikovskaya growth medium (pH 7)
containing insoluble tri-calcium phosphate. The values given are an average of 3
replicates.
3.2.4 Organic Acid Production
Bacterial isolates which solubilized significantly higher amount of P at 20 oC, 30 oC
and 40 oC temperature, were further investigated for production of organic acids such
acetic, citric, gluconic, malic, succinic, lactic and oxalic acid. All strains produced the
acetic, citric, gluconic, and succinic acid (Table 3.9; Figure 3.18). Among the tested
strains Bacillus sp. NTY33 produced all 7 organic acids. Ensifer sp. produced more
amount of acetic, gluconic and lactic acid. Bacillus sp. NTY33 produced more amount
of citric and succinic acid among the tested strains.
3. Results
48
Figure 3-18 Organic acid production by bacterial strains.
Bacterial cultures were grown for 15 days at 30 oC in Pikovskaya growth medium (pH
7) containing insoluble tri-calcium phosphate. The values given are an average of 3
replicates.
Table 3.9 Organic acid production* (µg/mL) by bacterial strains in
Pikovskaya growth medium
Strains
Name
Acetic
Acid
Citric
Acid)
Gluconic
Acid
Malic
Acid
Succinic
Acid
Lactic
Acid
Oxalic
Acid
Bacillus sp.
NTY33
23.30 ±
1.06 b
5.20 ±
0.16 a
0.90 ±
0.24 b
0.70 ±
0.08 b
1.20 ±
0.16 a
1.00 ±
0.08 c
0.50 ±
0.16 a
Ensifer sp.
NFY8
27.50 ±
1.22 a
2.10 ±
0.22 c
2.20 ±
0.29 a
n.d. 1.05 ±
0.04 a
1.90 ±
0.14 b
n.d.
Ensifer sp.
NFY124
27.00 ±
1.63 a
2.40 ±
0.29 c
1.90 ±
0.08 a
n.d. 1.06 ±
0.04 a
1.53 ±
0.29 b
n.d.
Pseudomonas
sp. RSY14
23.47 ±
0.38 b
2.30 ±
0.08 c
0.52 ±
0.38 b
0.053 ±
0.04 c
0.50 ±
0.29 b
0.09 ±
0.01 d
n.d.
Serratia
sp. 5D
28.43 ±
0.42 a
3.10 ±
0.08 b
0.67 ±
0.42 b
1.07 ±
0.05 a
0.40 ±
0.22 b
3.45 ±
0.20 a
n.d.
Serratia
sp. RTL100
26.67 ±
0.94 a
3.07 ±
0.11 b
0.67 ±
0.26 b
1.00 ±
0.24 ab
0.37 ±
0.17 b
n.d. 0.70 ±
0.24 a
LSD at 0.05 2.27 0.38 0.66 0.31 0.39 0.39 0.58
*Bacterial cultures were grown for 15 days at 30 oC in Pikovskaya growth medium (pH
7) containing insoluble tri-calcium phosphate. The values given are an average of 3.
N.D. = Not detected
3. Results
49
3.3 Effect of Bacterial Inoculation on Chickpea
3.3.1 Effect of Bacterial Inocula on Chickpea Plants Grown in
Earthen Pots (Year 2012-13)
Earthen pot experiments were conducted to evaluate the effect of 10 selected bacterial
strains (efficient IAA producers and P-solubilizes) as single strain inoculants for
chickpea (Figure 3.19). Earthen pots were filled with soil collected from NIBGE
experimental fields. Two chickpea varieties, i.e., Punjab 2008 (Desi-type) and Noor
2009 (Kabuli-type) were used as host plants for the inoculation studies. The comparison
of the overall effect of inoculation on tested varieties revealed that seven stains
increased the number of nodules, dry weight of nodules, plant yield and plant straw
weight over non-inoculated control. Maximum grain yields obtained were 2.26, 2.25,
2.22 and 2.15 g/plant recorded in the treatments inoculated with Mesorhizobium sp.
NTY7, Ensifer sp. NFY8, Serratia sp. 5D, Kocuria sp. RTL99, respectively. The yield
were significantly higher than that of the non-inoculated control (i.e., 1.60 g/ plant).
Three strains (Bacillus sp. NTY33, Microbacterium sp. RTN145 and Pseudomonas sp.
RSY14) did not perform well as compared to non-inoculated control in all parameters
i.e, number of nodules, dry weight of nodules, plant yield and plant straw weight. Four
strains (Ensifer sp. NFY8, Kocuria sp. RTL99, Mesorhizobium sp. NTY7 and Serratia
sp. 5D) performed well as compared to other strains and non-inoculated control in all
the parameters (Table 3.10 and 3.11).
Figure 3-19 Effect of bacterial strains on growth of chickpea plants grown in
earthen pots. Strain used: Serratia sp. 5D. (Year 2012-13)
3. Results
50
Among the chickpea varieties tested, Desi-type gave significantly higher yield
in general (2.06 g grain/plant) than Kabuli-type (1.60 g grain/plant), which was true for
inoculated as well as non-inoculated treatments. Straw weight and number of nodules
were not significantly different in both types of chickpea. But in case of dry weight of
nodules, Kabuli-type have significantly higher dry weight of nodules in general (154.91
mg dry weight of nodules/plant) than Desi-type (116.73 mg dry weight of
nodules/plant), which was true for inoculated as well as non-inoculated treatments
(Table 3.10 and 3.11).
Table 3.10 Effect of bacterial inocula on number of nodules and dry weight of
nodules (mg/plant) of chickpea plant grown in earthen pots. (Year 2012-13)
T Desi-Type Chickpea Kabuli-Type Chickpea Overall effect of
treatments
NN DNN NN DNN NN DNN
T1 7.40 ab 111.00 e 7.40 ab 148.00 bc 7.40 B 129.50 B
T2 7.40 ab 111.00 e 7.40 ab 148.00 bc 7.40 B 129.50 B
T3 8.00 ab 120.00 de 7.80 ab 156.00 ab 7.90 AB 138.00 AB
T4 7.80 ab 117.00 e 7.80 ab 156.00 ab 7.80 AB 136.50 AB
T5 7.80 ab 117.00 e 7.80 ab 156.00 ab 7.80 AB 136.50 AB
T6 8.00 ab 120.00 de 8.00 ab 160.00 ab 8.00 AB 140.00 AB
T7 8.60 ab 129.00 cde 8.80 a 176.00 a 8.70 A 152.50 A
T8 7.20 b 108.00 e 7.20 b 144.00 bcd 7.20 B 126.00 B
T9 7.40 ab 111.00 e 7.60 ab 152.00 abc 7.50 B 131.50 B
T10 8.00 ab 120.00 de 7.80 ab 156.00 ab 7.90 AB 138.00 AB
T11 8.00 ab 120.00 de 7.60 ab 152.00 abc 7.80 AB 136.00 AB
7.78 A 116.73 B 7.75 A 154.91 A
T: Treatments; T1: Control; T2: Bacillus sp. NTY33; T3: Ensifer sp. NFY8; T4:
Ensifer sp. NFY124; T5: Kocuria sp. NTY54; T6: Kocuria sp. RTL99; T7:
Mesorhizobium sp. NTY7; T8: Microbacterium sp. RTN145; T9: Pseudomonas sp.
RSY14; T10: Serratia sp. 5D; T11: Serratia sp. RTL100; NN: Number of nodules per
plant and DNN: Dry weight of nodules per plant
Values are an average of 5 replicates. Different small letters in the same column
represent statistically different values and the capital letters represent overall effect of
multiple factors like bacterial inoculation and plant type.
LSD @ 0.05α for number of nodules X type of chickpea= 0.4233, LSD @ 0.05α for
number of nodules X Treatments = 0.9928, LSD @ 0.05α for number of nodules X type
of chickpea X Treatments = 1.4040, LSD @ 0.05α for dry weight of nodules X type of
chickpea= 7.6884, LSD @ 0.05α for dry weight of nodules X Treatments = 18.031 and
LSD @ 0.05α for dry weight of nodules X type of chickpea X Treatments = 25.500,
3. Results
51
Table 3.11 Effect of bacterial isolates on grain and straw yield (g/plant) of
chickpea grown in earthen pots. (Year 2012-13)
T Desi-Type
Chickpea
Kabuli-Type
Chickpea
Overall effect of
treatments
Grain
yield
Straw
yield
Grain
yield
Straw
yield
Grain
yield
Straw
yield
T1 1.82 fg 2.92 bc 1.37 h 2.91 c 1.60 C 2.91 C
T2 1.86 ef 2.92 bc 1.41 h 2.92 bc 1.63 C 2.92 C
T3 2.50 a 3.15 a 2.00 cd 3.19 a 2.25 A 3.17 A
T4 1.83 fg 2.96 bc 1.41 h 2.95 bc 1.62 C 2.95 BC
T5 1.78 g 2.93 bc 1.38 h 2.95 bc 1.58 C 2.94 BC
T6 2.36 b 2.96 bc 1.93 de 2.97 bc 2.15 B 2.96 BC
T7 2.50 a 3.23 a 2.02 c 3.22 a 2.26 A 3.22 A
T8 1.85 fg 2.93 bc 1.38 h 2.93 bc 1.62 C 2.93 C
T9 1.84 fg 2.92 bc 1.39 h 2.90 c 1.61 C 2.91 C
T10 2.47 a 3.02 b 1.97 cd 3.01 bc 2.22 A 3.01 B
T11 1.86 ef 2.94 bc 1.38 h 2.97 bc 1.62 C 2.96 BC
2.06 A 2.99 A 1.60 B 2.99 A
T: Treatments; T1: Control; T2: Bacillus sp. NTY33; T3: Ensifer sp. NFY8; T4: Ensifer
sp. NFY124; T5: Kocuria sp. NTY54; T6: Kocuria sp. RTL99; T7: Mesorhizobium sp.
NTY7; T8: Microbacterium sp. RTN145; T9: Pseudomonas sp. RSY14; T10: Serratia
sp. 5D and T11: Serratia sp. RTL100
Values are an average of 5 replicates. Different small letters in the same column
represent statistically different values and the capital letters represent overall effect of
multiple factors like bacterial inoculation and plant type.
LSD @ 0.05α for yield X type of chickpea= 0.0236, LSD @ 0.05α for yield X
Treatments = 0.0554, LSD @ 0.05α for yield X type of chickpea X Treatments =
0.0784, LSD @ 0.05α for straw X type of chickpea= 0.0327, LSD @ 0.05α for straw X
Treatments = 0.0767 and LSD @ 0.05α for straw X type of chickpea X Treatments =
0.1084
3. Results
52
3.3.2 Plant Growth Promoting Effect of Serratia spp. on Chickpea
Grown in Field (Year 2013-14)
Field experiments were conducted at NIBGE (District Faisalabad) and Thal desert
(District Khushab) to evaluate the effect of Serratia strains 5D and RTL100 as
inoculants for chickpea (Figure 3.20). Soil analysis indicated that the soil at the Thal
desert (District Khushab) was nutrient-deficient compared with the NIBGE soil
(District Faisalabad) (Table 3.12). Two chickpea varieties, i.e., Punjab 2008 (Desi-type)
and Noor 2009 (Kabuli-type) were used as host plants for inoculation studies at both
the experimental sites. The results revealed that inoculation with Serratia spp.
significantly increased the grain and straw yield of the tested crop varieties compared
to non-inoculated control at both localities (Table 3.13 and 3.14; Figure 3.21 and 3.22).
The comparison of the overall effect of inoculation on tested varieties on both sites
indicated that the maximum increase in grain yield was 1625.2 and 1496.2 kg/ha
recorded in the treatment inoculated with Serratia strain 5D and Serratia strain
RTL100, respectively which was significantly higher than that of the non-inoculated
control (i.e., 1339.7 kg/ha). Among the two strains, Serratia sp. 5D was the most
effective inoculant, causing up to 21.34 % and 18.60 % increase in grain and straw
yield, respectively over non-inoculated control (Table 13 and 14; Figure 19 and 20).
Among the chickpea varieties tested, Desi-type gave significantly higher yield in
general (1742.2 and 2870.8 kg/ha grain and straw, respectively) than Kabuli-type
(1232.1 and 2589.4 kg/ha grain and straw, respectively), which was true for inoculated
as well as non-inoculated treatments. Between the two sites used for cultivation of
chickpea, more yield of grain and straw was obtained at NIBGE (District Faisalabad)
with both varieties as compared to that of Thal desert (District Khushab). Irrespective
of chickpea variety, experimental area and the bacterial inoculants, the seed and straw
yield was found to be higher in all treatments supplemented with fertilizer as compared
to non-fertilized treatments (Table 3.13, 3.14; Figure 3.21, 3.22).
3.3.3 Plant Growth Promoting Effect of bacterial inocula on chickpea
grown in earthen pots (Year 2013-14)
Earthen pot experiments were conducted to evaluate the effect of 4 bacterial strains
(Ensifer sp. NFY8, Kocuria sp. RTL99, Mesorhizobium sp. NTY7 and Serratia sp. 5D)
as single strain inocula (Figure 3.23) as well as co-inoculation of Mesorhizobium sp.
NTY7 with Ensifer sp. NFY8, Kocuria sp. RTL99 and Serratia sp. 5D. The comparison
3. Results
53
of the overall effect of inoculation on tested varieties revealed that all strains (as single-
strain or co-inoculants) increased the number of nodules, dry weight of nodules, plant
yield and plant straw weight over non-inoculated control (Table 3.15, 3.16). Maximum
grain yield (2.35 g/plant) was recorded in the treatment inoculated with consortia of
Mesorhizobium sp. NTY7 and Ensifer sp. NFY8 which was significantly higher than
that of the non-inoculated control (i.e., 1.59 g/plant). Among the chickpea varieties
tested, Desi-type gave significantly higher yield in general (2.42 g grain /plant) than
Kabuli-type (1.94 g grain/plant), which was true for inoculated as well as non-
inoculated treatments. Among both types of chickpea, there as no significant difference
between straw weight and number of nodules. However, Kabuli-type showed
significantly higher dry weight of nodules in general (166.00 mg/plant) than Desi-type
(123.75 mg/plant), which was true for inoculated as well as non-inoculated treatments
(Table 3.15, 3.16).
Figure 3-20 Effect of Serratia sp. on growth of chickpea plants grown in field at
two different localities. (Year 2013-14)
3. Results
54
Figure 3-21 Effect of bacterial inoculation (Serratia spp.) on grain yield (kg/ha)
of chickpea
grown in fertile, irrigated area (NIBGE, District Faisalabad) and nutrient-deficient,
rainfed area (Thal, District Khushab). A= Desi-type full fertilizer; B= Desi-type no
fertilizer; C= Kabuli-type full fertilizer and D= Kabuli-type no fertilizer. (Detailed
statistical analysis is given in Table 3.13). Values are an average of 5 replicates. Error
bars represent the standard deviations (SD). (Year 2013-14)
3. Results
55
Figure 3-22 Effect of bacterial inoculation (Serratia spp.) on straw weight
(kg/ha) of chickpea
grown in fertile, irrigated area (NIBGE, District Faisalabad) and nutrient-deficient,
rainfed area (Thal, District Khushab). A= Desi-type full fertilizer; B= Desi-type no
fertilizer; C= Kabuli-type full fertilizer and D= Kabuli-type no fertilizer. (Detailed
statistical analysis is given in Table 3.14). Values are average of 5 replicates. Error
bars represent the standard deviations (SD). (Year 2013-14)
3. Results
56
Figure 3-23 Effect of bacterial inocula on growth of chickpea plants grown in
Earthen pots.
Strains used: Mesorhizobium sp. NTY7, Ensifer sp. NFY8 and Serratia sp. 5D. (Year
2013-14)
Table 3.12 Characteristics of soil samples collected at the time of sowing
from fertile field of irrigated areas (NIBGE, District Faisalabad) and nutrient-
deficient field of rainfed areas (Thal desert, District Khushab). (Year 2013-14)
Parameter Thal Desert, District
Khushab
NIBGE, District
Faisalabad
Rainfall during crop
seasona (mm)
50 70
Soil texture Sandy Loam Clay loam
Organic matter (%) 0.294 ± 0.02 0.6 ± 0.06
pH 8.06 ± 0.09 8.1 ± 0.06
EC (dS/m) 0.40 ± 0.02 0.402 ± 0.02
Total P (µg/g soil) 559 ± 5 1156 ± 21
Available P (µg/g soil) 3.12 ± 0.25 7.9 ± 0.6
Available K (µg/g soil) 58.6 ± 4.26 191.2 ± 19.8
Available N (%) 0.004 ± 0.003 0.009 ± 0.040
Source a= Pakistan metrological department. All other information are from current
study.
3. Results
57
Table 3.13 Effect of bacterial inoculation (Serratia spp.) on grain yield (kg/ha)
of chickpea grown in fertile, irrigated area (NIBGE, District Faisalabad) and
nutrient-deficient, rainfed area (Thal desert, District Khushab). (Year 2013-
2014)
T Desi-Type Chickpea Kabuli-Type Chickpea
NIBGE,
District
Faisalabad
Thal, District
Khushab
NIBGE,
District
Faisalabad
Thal, District
Khushab
F NF F NF F NF F NF
Control 1843.2
c
1660.9
d
1514.6
e
1308.0
gh
1300.0
h
1148.7
ij
1047.1
k
895.4 l 1339.7
C
Serratia
sp. 5D
2119.2
a
1997.3
b
1793.2
c
1664.4
d
1528.4
e
1442.2
ef
1288.3
h
1171.6 i 1625.6
A
Serratia
sp.
RTL100
1974.5
b
1857.2
c
1655.3
d
1519.0
e
1403.3
fg
1330.2
gh
1172.0 i 1058.2
jk
1496.2
B
1979.0
A
1838.5
B
1654.4
C
1497.1
D
1410.5
E
1307.0
F
1169.1
G
1041.7
H
1908.7 A 1575.7 B 1358.8 C 1105.4 D
1742.2 A 1232.1 B
T: Treatment; F: Fertilized; NF: Non-fertilized; CT: Chickpea type (Desi or Kabuli);
Control: non-inoculated.
Different small letters in the same column represent statistically different values and
the capital letters represent overall effect of multiple factors like bacterial inoculation,
fertilizer application, plant type, experimental site.
LSD @ 0.05α for T X CT X F X L=101.63, LSD @ 0.05α for CT X F X L=58.676,
LSD @ 0.05α for CT X L=41.49, LSD @ 0.05α for T= 35.932 and LSD @ 0.05α for
CT= 29.338.
3. Results
58
Table 3.14 Effect of bacterial inoculation (Serratia spp.) on straw yield (kg/ha)
of chickpea grown in fertile, irrigated area (NIBGE, District Faisalabad) and
nutrient-deficient, rainfed area (Thal desert, District Khushab). (Year 2013-
2014)
T Desi-Type Chickpea Kabuli-Type Chickpea
NIBGE,
District
Faisalabad
Thal, District
Khushab
NIBGE,
District
Faisalabad
Thal, District
Khushab
F NF F NF F NF F NF
Control 3114.7
de
2489.4
l
2629.2
jkl
2233.2
mn
2828.3
gh
2307.8
m
2334.5
m
1746.4
0
2462.9
C
Serratia
sp. 5D
3508.7
a
2891.2
fg
3090.1
de
2746.9
ghijk
3294.1
bc
2800.6
ghi
2753.2
ghij
2282.4
mn
2920.9
A
Serratia
sp.
RTL100
3401.9
ab
2760.3
ghij
2985.0
ef
2598.6 kl 3192.9
cd
2710.5
hijk
2653.8
ijk
2148.8
n
2806.5
B
3341.8
A
2713.6
D
2901.4
C
2526.2
E
3105.1
B
2606.3
E
2580.5
E
2065.9
F
3027.7 A 2713.8 C 2855.7 B 2323.2 D
2870.8 A 2589.4 B
T: Treatment; F: Fertilized; NF: Non-fertilized; CT: Chickpea type (Desi or Kabuli);
Control: non-inoculated.
Different small letters in the same column represent statistically different values and
the capital letters represent overall effect of multiple factors like bacterial inoculation,
fertilizer application, plant type, experimental site.
LSD @ 0.05α for T X CT X F X L=148.55, LSD @ 0.05α for CT X F X L=85.765,
LSD @ 0.05α for CT X L=60.645, LSD @ 0.05α for T= 52.520 and LSD @ 0.05α for
CT=42.883.
3. Results
59
Table 3.15 Effect of bacterial isolates as single-strain inocula and as co-
inoculants on chickpea grown in earthen pots. (Year 2013-14)
T Desi-Type Chickpea Kabuli-Type Chickpea Overall effect of
treatments
No. of
nodules per
plant
Dry weight
of nodules
per plant
No. of
nodules per
plant
Dry weight
of nodules
per plant
No. of
nodules
per plant
Dry weight
of nodules
per plant
T1 7.00 e 105.00 h 7.00 e 140.00 def 7.00 D 122.50 D
T2 8.20 abcde 123.00 fgh 8.20 abcde 164.00 abcd 8.20 BC 143.50 BC
T3 8.00 abcde 120.00 fgh 7.80 bcde 156.00 bcde 7.90 BCD 138.00 BCD
T4 8.40 abcde 126.00 fgh 8.60 abcd 172.00 abc 8.50 ABC 149.00 ABC
T5 7.40 de 111.00 gh 7.60 cde 152.00 cde 7.50 CD 131.50 CD
T6 9.40 a 141.00 def 9.20 ab 184.00 a 9.30 A 162.50 A
T7 8.80 abcd 132.00 efg 9.00 abc 180.00 ab 8.90 AB 156.00 AB
T8 8.80 abcd 132.00 efg 9.00 abc 180.00 ab 8.90 AB 156.00 AB
8.25 A 123.75 B 8.30 A 166.00 A
T: Treatments; T1: Control; T2: Ensifer sp. NFY8; T3: Kocuria sp. RTL99; T4:
Mesorhizobium sp. NTY7; T5: Serratia sp. 5D; T6: Mesorhizobium sp. NTY7 + Ensifer
sp. NFY8; T7: Mesorhizobium sp. NTY7+ Kocuria sp. RTL99 and T8: Mesorhizobium
sp. NTY7+ Serratia sp. 5D
Values are an average of 5 replicates. Different small letters in the same column
represent statistically different values and the capital letters represent overall effect of
multiple factors like bacterial inoculation and plant type.
LSD @ 0.05α for number of nodules X type of chickpea= 0.5008, LSD @ 0.05α for
number of nodules X Treatments = 1.0016, LSD @ 0.05α for number of nodules X type
of chickpea X Treatments = 1.4165, LSD @ 0.05α for dry weight of nodules X type of
chickpea= 9.1334, LSD @ 0.05α for dry weight of nodules X Treatments = 18.267 and
LSD @ 0.05α for dry weight of nodules X type of chickpea X Treatments = 25.833,
3. Results
60
Table 3.16 Effect of bacterial isolates as single strain inocula and co-
inoculation on grain and straw yield (g/plant) of chickpea grown in earthen pots.
(Year 2013-14)
T Desi-Type Chickpea Kabuli-Type Chickpea Overall effect of
treatments Grain
yield
Straw
yield
Grain
yield
Straw yield Grain
yield
Straw
yield
T1 1.80 i 2.92 g 1.37 j 2.92 g 1.59 E 2.92 E
T2 2.50 bc 3.12 f 2.00 fgh 3.14 ef 2.25 C 3.13 C
T3 2.36 d 2.96 g 1.93 h 2.96 g 2.15 D 2.96 DE
T4 2.50 bc 3.20 def 2.01 fg 3.18 def 2.26 C 3.19 BC
T5 2.47 c 3.01 g 1.97 gh 3.00 g 2.22 C 3.00 D
T6 2.60 a 3.36 ab 2.11 e 3.40 a 2.35 A 3.38 A
T7 2.52 bc 3.24 cde 2.03 fg 3.27 bcd 2.27 BC 3.25 B
T8 2.57 ab 3.32 abc 2.07 ef 3.35 abc 2.32 AB 3.34 A
2.42 A 3.14 A 1.94 B 3.15 A
T: Treatments; T1: Control; T2: Ensifer sp. NFY8; T3: Kocuria sp. RTL99; T4:
Mesorhizobium sp. NTY7; T5: Serratia sp. 5D; T6: Mesorhizobium sp. NTY7 + Ensifer
sp. NFY8; T7: Mesorhizobium sp. NTY7+ Kocuria sp. RTL99 and T8: Mesorhizobium
sp. NTY7+ Serratia sp. 5D
Values are an average of 5 replicates. Different small letters in the same column
represent statistically different values and the capital letters in this table represent
overall effect of multiple factors like bacterial inoculation and plant type.
LSD @ 0.05α for yield X type of chickpea= 0.0280, LSD @ 0.05α for yield X
Treatments = 0.0560, LSD @ 0.05α for yield X type of chickpea X Treatments =
0.0792, LSD @ 0.05α for straw X type of chickpea= 0.0401, LSD @ 0.05α for straw X
Treatments = 0.0802 and LSD @ 0.05α for straw X type of chickpea X Treatments =
0.1134
3.3.4 Plant Growth Promoting Effect of Bacterial Inocula on
Chickpea Grown in Field (Year 2014-15)
Field experiments were conducted at NIBGE (District Faisalabad) to evaluate the effect
of three bacterial strains (Ensifer sp. NFY8, Mesorhizobium sp. NTY7 and Serratia
sp. 5D) as single-strain inocula for chickpea (Figure 3.24) as well as co-inoculation of
Mesorhizobium sp. NTY7 with Ensifer sp. NFY8 and Serratia sp. 5D. The results
revealed that all inoculated bacterial strains significantly increased the number of
nodules, weight of dry nodule, grain and straw yield of the both chickpea varieties
compared to non-inoculated control (Table 3.17, 3.18; Figure 3.25). The comparison of
the overall effect of inoculation on tested varieties indicated that the maximum increase
in grain yield was 1537.5 kg/ha recorded in the treatment inoculated with consortia of
Mesorhizobium sp. NTY7 + Ensifer sp. NFY8 which was significantly higher than that
3. Results
61
of the non-inoculated control (i.e., 1285.4 kg/ha). Among the bacterial strains, consortia
of Mesorhizobium sp. NTY7 + Ensifer sp. NFY8 was the most effective inoculant,
causing up to 19.61 % and 18.24 % increase in grain and straw yield, respectively over
non-inoculated control (Table 17, 18; Figure 3.25). Among the chickpea varieties
tested, Desi-type gave significantly higher yield in general (1681.5 and 1887.9 kg/ha
grain and straw, respectively) than Kabuli-type (1264.0 and 1877.4 kg/ha grain and
straw, respectively), which was true for inoculated as well as non-inoculated treatments.
Irrespective of chickpea variety and the bacterial inoculants, the number of nodules, dry
weight of nodule, grain yield and straw yield were found to be higher in all treatments
as compared to non-inoculated control (Table 3.17, 3.18; Figure 3.25).
3.3.5 Plant Growth Promoting Effect of Bacterial Inocula on
Chickpea Grown at Different Locations (Year 2015-16)
Field experiments were conducted at NIBGE and AARI experimental field (District
Faisalabad), AZRI Bhakkar and PRSS Kalurkot located in the Thal desert (District
Bhakkar) to evaluate the effect of two bacterial strains (Ensifer sp. NFY8 and
Mesorhizobium sp. NTY7) as single-strain inocula as well as co-inoculants for chickpea
(Figure 3.26). Soil analysis indicated that the soil at the Thal desert (AZRI Bhakkar and
PRSS Kalurkot) was nutrient-deficient compared with the NIBGE and AARI
experimental field (Table 3.19). Two chickpea varieties, i.e., Punjab 2008 (Desi-type)
and Noor 2009 (Kabuli-type) were used as host plants for inoculation studies at both
the experimental sites. The results revealed that inoculation with the bacterial strains
significantly increased the number of nodules, weight of dry nodules, grain yield and
straw yield of the tested crop varieties compared to non-inoculated control at all
localities (Table 3.20, 3.22, 3.23; Figure 3.27, 3.28). The comparison of the overall
effect of inoculation on tested varieties indicated that the maximum increase in grain
yield was 1232.2 kg/ha recorded in the treatment in which Mesorhizobium sp. NTY7
and Ensifer sp. NFY8 were used as co-inoculants. This yield was significantly higher
than that of the non-inoculated control (i.e., 1024.3 kg/ha). Among the bacterial strains,
co-inoculation of Mesorhizobium sp. NTY7 and Ensifer sp. NFY8 was the most
effective inoculant, causing up to 20.29 % and 14.60 % increase in grain and straw
yield, respectively over non-inoculated control (Table 3.20, 3.22, 3.23; Figure 3.27,
3.28). Chickpea variety Desi-type gave significantly higher yield in general (1274.8 and
1820.9 kg/ha grain and straw, respectively) than Kabuli-type (1060.6 and 1754.0 kg/ha
3. Results
62
grain and straw, respectively), which was true for inoculated as well as non-inoculated
treatments.
Among the sites used for cultivation of chickpea, higher yields of grain were
obtained at NIBGE (1443 kg/ha), followed by AZRI (1355.7 kg/ha), AARI (1292.9
kg/ha) and PRSS (579.1 kg/ha). Similarly, more straw yield was obtained at AZRI
(2603.5 kg/ha), followed by NIBGE (1846.7 kg/ha), AARI (1628.3 kg/ha) and PRSS
(1071.3 kg/ha). Higher number of nodule were obtained at NIBGE (9.29 no./plant),
followed by AARI (9.27 no. /plant), AZRI (7.33 no. /plant) and PRSS (7.29 no. /plant).
Similarly, more dry weight of nodules was obtained at AARI (230.00 mg/plant),
followed by NIBGE (213.3 mg/plant), AZRI (202.08 mg/plant) and PRSS (146.04
mg/plant). Irrespective of chickpea variety, experimental area and the bacterial
inoculants, the number of nodules, weight of dry nodule, grain yield and straw yield
were found to be higher in all treatments as compared to non-inoculated control (Table
3.20, 3.22, 3.23; Figure 3.27, 3.28).
Figure 3-24 Effect of bacterial inocula on growth of chickpea plants grown in
field at NIBGE, Faisalabad. (Year 2014-15)
3. Results
63
Figure 3-25 Effect of bacterial inoculation on chickpea grown in field.
A= Numbers of nodules per plant, B= Weight of dry nodules per plant, C= Grain
yield per hectare and D= Straw yield per hectare. Strains used in this study: Ensifer
sp. NFY8, Mesorhizobium sp. NTY7, Serratia sp. 5D, Mesorhizobium sp. NTY7 +
Ensifer sp. NFY8 and Mesorhizobium sp. NTY7 + Serratia sp. 5D. Values are
average of 3 replicates. Error bars represent the standard deviations (SD). (Year 2014-
15)
Figure 3-26 Effect of bacterial strains on growth of chickpea plants grown in
field at different localities. (Year 2015-16)
3. Results
64
Figure 3-27 Effect of bacterial inoculation on chickpea grown in field.
A= Numbers of nodule per Desi-type chickpea plant, B= Numbers of nodule per
Kabuli-type chickpea plant, C= Weight of dry nodules per Desi-type chickpea plant
and D= Weight of dry nodules per Kabuli-type chickpea plant. Strains used in this
study: Ensifer sp. NFY8, Mesorhizobium sp. NTY7 and Mesorhizobium sp. NTY7 +
Ensifer sp. NFY8. Values are average of 3 replicates. Error bars represent the standard
deviations (SD). (Year 2015-16)
Figure 3-28 Effect of bacterial inoculation on chickpea grown in field.
3. Results
65
A= Grain yield (kg/ha) of Desi-type chickpea, B= Grain yield (kg/ha) of Kabuli-type
chickpea, C= Straw yield (kg/ha) of Desi-type chickpea and D= Straw yield (kg/ha)
of Kabuli-type chickpea. Strains used in this study: Ensifer sp. NFY8, Mesorhizobium
sp. NTY7 and Mesorhizobium sp. NTY7 + Ensifer sp. NFY8. Values are average of 3
replicates. Error bars represent the standard deviations (SD). (Year 2015-16)
Table 3.17 Effect of bacterial inoculation on number of nodules and dry
weight of nodules (mg/plant) of chickpea grown at experimental field. (Year
2014-15)
T Desi-Type Chickpea Kabuli-Type Chickpea Overall effect of
treatments
No. of
nodules
per plant
Dry weight
of nodules
per plant
No. of
nodules
per plant
Dry weight of
nodules per
plant
No. of
nodules
per plant
Dry weight
of nodules
per plant
T1 8.00 c 176.00 e 7.67 c 214.67 bcde 7.83 C 195.33 C
T2 9.00 abc 198.00 de 9.00 abc 252.00 abc 9.00 ABC 225.00 ABC
T3 9.33 abc 205.33 cde 9.33 abc 261.33 ab 9.33 AB 233.33 AB
T4 8.33 bc 183.33 e 8.67 abc 242.67 abcd 8.50 BC 213.00 BC
T5 10.00 ab 220.00 bcde 10.33 a 289.33 a 10.17 A 254.67 A
T6 9.00 abc 198.00 de 9.33 abc 261.33 ab 9.17 ABC 229.67 ABC
8.94 A 196.78 B 9.05 A 253.56 A
T: Treatments; T1: Control; T2: Ensifer sp. NFY8; T3: Mesorhizobium sp. NTY7; T4:
Serratia sp. 5D; T5: Mesorhizobium sp. NTY7 + Ensifer sp. NFY8 and T6:
Mesorhizobium sp. NTY7+ Serratia sp. 5D.
Values are average of 3 replicates. Different small letters in the same column represent
statistically different values and the capital letters represent overall effect of multiple
factors like bacterial inoculation and plant type.
LSD @ 0.05α for number of nodules X type of chickpea= 0.8095, LSD @ 0.05α for
number of nodules X Treatments = 1.4021, LSD @ 0.05α for number of nodules X type
of chickpea X Treatments = 1.9828, LSD @ 0.05α for dry weight of nodules X type of
chickpea= 21.260, LSD @ 0.05α for dry weight of nodules X Treatments = 36.824 and
LSD @ 0.05α for dry weight of nodules X type of chickpea X Treatments = 52.077
3. Results
66
Table 3.18 Effect of bacterial inoculation on grain and straw yield (kg/ha) of
chickpea grown at experimental field. (Year 2014-15)
T Desi-Type Chickpea Kabuli-Type
Chickpea
Overall effect of
treatments
Grain
yield
Straw
yield
Grain
yield
Straw
yield
Grain
yield
Straw
yield
T1 1106.4 e 1681.7 d 1106.4 e 1650.0 d 1285.4 C 1665.8 C
T2 1286.3 d 1905.0 c 1286.3 d 1904.0 c 1500.7 B 1904.5 B
T3 1294.3 d 1923.3 bc 1294.3 d 1919.3 c 1505.3 B 1921.3 B
T4 1281.7 d 1904.7 c 1281.7 d 1898.0 c 1491.7 B 1901.3 B
T5 1311.7 d 1973.0 a 1311.7 d 1966.3 ab 1537.5 A 1969.7 A
T6 1303.3 d 1939.7 abc 1303.3 d 1926.7 abc 1515.7 AB 1933.2 B
1681.5 A 1887.9 A 1264.0 B 1877.4 A
T: Treatments; T1: Control; T2: Ensifer sp. NFY8; T3: Mesorhizobium sp. NTY7; T4:
Serratia sp. 5D; T5: Mesorhizobium sp. NTY7 + Ensifer sp. NFY8 and T6:
Mesorhizobium sp. NTY7+ Serratia sp. 5D.
Values are an average of 3 replicates. Different small letters in the same column
represent statistically different values and the capital letters represent overall effect of
multiple factors like bacterial inoculation and plant type.
LSD @ 0.05α for yield X type of chickpea= 16.844, LSD @ 0.05α for yield X
Treatments = 29.175, LSD @ 0.05α for yield X type of chickpea X Treatments =
41.260, LSD @ 0.05α for straw X type of chickpea= 18.942, LSD @ 0.05α for straw X
Treatments = 32.809 and LSD @ 0.05α for straw X type of chickpea X Treatments =
46.398
3. Results
67
Table 3.19 Characteristics of field soil from different localities*
Parameter AZRI
(District
Bhakkar)
PRSS
(District
Bhakkar)
AARI
(District
Faisalabad)
NIBGE
(District
Faisalabad)
Latitudea 31°38'09.2"
N
32° 09' 27.8"
N
31° 23' 48.8"
N
31° 23' 42.9"
N
Longitudea 71°07'16.3"
E
71° 16' 43.7"
E
73° 03' 12.3"
E
73° 01' 36.6" E
Altitudeb (m) 169 192 182 183
Annual rainfall
(Mean)c (mm)
300 150 350 350
Rainfall during
crop seasonc
(mm)
100 30 100 100
Date of Sowing October October November November
Date of
Harvesting
April April April April
Annual
Temperaturc
(°C)
0-50 0-50 0-50 0-50
Temperature
during crop
seasonc (°C)
0-40 0-40 0-40 0-40
Sandd (%) 73±1.5 70±1.5 44±0.5 41±1.5
Siltd (%) 18±2 20±1.5 28±1.5 30±1
Clayd (%) 9±1.5 10±1 28±2 29±1
Soil textured Sandy Loam Sandy Loam Clay loam Clay loam
Organic matterd
(%)
0.29±0.034 0.294±0.03 0.7±0.055 0.6±0.065
pH d 8.06±0.09 8.06±0.094 8.1±0.07 8.1±0.057
Electrical
conductivityd
(dS/m)
0.396±0.032 0.396±0.022 0.41±0.015 0.402±0.025
Total Pd (µg/g) 559±5.5 600±5.1 1106±20.0 1156±20.7
Available Pd
(µg/g)
3.139±0.25 3.20±0.30 7.82±0.6 7.92±0.6
Available Kd
(µg/g)
59.6±4.26 60.6±4.26 191.2±19.77 191.2±19.8
Available Nd
(%)
0.004±0.003
0
0.0042±0.003
8
0.0087±0.045 0.0087±0.040
* Samples collected at time of sowing. Source a= Google Earth, b= Soil survey of
Pakistan, c= Pakistan metrological department and d= this study
3. Results
68
Table 3.20 Effect of bacterial inoculation on nodulation of chickpea grown in
experimental fields at different locations. (Year 2015-16)
T Desi-Type Chickpea Kabuli-Type Chickpea Overall
effect L1 L2 L3 L4 L1 L2 L3 L4
T1 8.00
efg
8.67
cde
5.33 i 6.00
hi
8.33
def
7.33
efgh
5.33 i 5.00 i 6.75 C
T2 8.33
def
9.00
bcde
7.33
efgh
6.33
ghi
8.33
def
8.00
efg
6.67
fghi
7.33
efgh
7.67 B
T3 10.00
abcd
10.00
abcd
8.00
efg
7.67
efgh
10.00
abcd
10.00
abcd
8.33
def
8.67
cde
9.08 A
T4 11.00
a
10.33
abc
8.67
cde
8.67
cde
10.33
abc
10.67
ab
8.67
cde
9.00
bcde
9.67 A
9.33 A 9.50 A 7.33 B 7.17 B 9.25 A 9.00 A 7.25 B 7.50 B
8.33 A 8.25 A
T: Treatments; T1: Control; T2: Ensifer sp. NFY8; T3: Mesorhizobium sp. NTY7; T4:
Mesorhizobium sp. NTY7 + Ensifer sp. NFY8; L1: NIBGE; L2: AARI; L3: PRSS and
L4: AZRI
Values are an average of 3 replicates. Different small letters in the same column
represent statistically different values and the capital letters represent overall effect of
multiple factors like bacterial inoculation, location and plant type. LSD @ 0.05α for no
of nodules X type of chickpea= 0.4840, LSD @ 0.05α for no of nodules X Treatments
= 0.6845, LSD @ 0.05α for no of nodules X type of chickpea X locations = 0.9681 and
LSD @ 0.05α for no of nodules X type of chickpea X locations X Treatments = 1.9362.
Table 3.21 Effect of bacterial inoculation on dry weight of nodules per plant
(mg/plant) of chickpea grown in experimental fields at different locations. (Year
2015-16)
T Desi-Type Chickpea Kabuli-Type Chickpea Overall
effect L1 L2 L3 L4 L1 L2 L3 L4
T1 168.67
ijklm
190.67
fghijkl
115.00
no
150.00
lmno
205.00
fghij
205.33
fghij
106.67
o
160.00
klm
162.67
C
T2 175.00
ghijklm
198.00
fghijk
146.67
mno
158.33
klmn
208.33
efghi
221.67
def
136.67
mno
213.33
efgh
182.25
B
T3 210.00
efghi
218.33
defg
160.00
klm
191.67
fghijkl
250.00
bcde
280.00
ab
163.33
jklm
260.00
abcd
216.67
A
T4 231.67
cdef
227.33
cdef
170.00
hijklm
216.67
defg
258.33
abcd
298.67
a
170.00
hijklm
266.67
abc
229.92
A
196.33
DE
208.58
CD
147.92
F
179.17
E
230.42
AB
251.42
A
144.17
F
225.00
BC
183.00 B 212.75 A
3. Results
69
T: Treatments; T1: Control; T2: Ensifer sp. NFY8; T3: Mesorhizobium sp. NTY7; T4:
Mesorhizobium sp. NTY7 + Ensifer sp. NFY8; L1: NIBGE; L2: AARI; L3: PRSS and
L4: AZRI
Values are an average of 3 replicates. Different small letters in the same column
represent statistically different values and the capital letters represent overall effect of
multiple factors like bacterial inoculation, location and plant type.
LSD @ 0.05α for dry weight of nodules X type of chickpea= 10.892, LSD @ 0.05α for
dry weight of nodules X Treatments = 15.403, LSD @ 0.05α for dry weight of nodules
X type of chickpea X locations = 21.783 and LSD @ 0.05α for dry weight of nodules
X type of chickpea X locations X Treatments = 43.566.
Table 3.22 Effect of bacterial inoculation on grain yield (kg/ha) of chickpea
grown in experimental fields at different locations. (Year 2015-16)
T Desi-Type Chickpea Kabuli-Type Chickpea Overall
effect L1 L2 L3 L4 L1 L2 L3 L4
T1 1431.0
d
1405.0
d
513.0
l
1083.0
g
1105.0
g
828.7 i 505.7
l
1323.0
ef
1024.3
C
T2 1681.7
b
1688.0
b
594.7
jk
1300.3
ef
1285.0
f
1003.0
h
588.3
k
1488.3
c
1203.7
B
T3 1720.0
ab
1688.3
b
595.0
jk
1308.3
ef
1290.0
ef
1006.7
h
588.3
k
1488.0
c
1210.6
B
T4 1728.0
a
1701.0
ab
631.3
j
1328.3
e
1303.3
ef
1022.7
h
616.7
jk
1526.3
c
1232.2
A
1640.2
A
1620.6
B
583.5
F
1255.0
D
1245.8
D
965.3
E
574.7
F
1456.4
C
1274.8 A 1060.6 B
T: Treatments; T1: Control; T2: Ensifer sp. NFY8; T3: Mesorhizobium sp. NTY7; T4:
Mesorhizobium sp. NTY7 + Ensifer sp. NFY8; L1: NIBGE; L2: AARI; L3: PRSS and
L4: AZRI
Values are an average of 3 replicates. Different small letters in the same column
represent statistically different values and the capital letters represent overall effect of
multiple factors like bacterial inoculation, location and plant type.
LSD @ 0.05α for yield X type of chickpea= 9.5980, LSD @ 0.05α for yield X
Treatments = 13.574, LSD @ 0.05α for yield X type of chickpea X locations = 19.196
and LSD @ 0.05α for yield X type of chickpea X locations X Treatments = 38.392.
3. Results
70
Table 3.23 Effect of bacterial inoculation on straw yield (kg/ha) of chickpea
grown in experimental fields at different locations. (Year 2015-16)
T Desi-Type Chickpea Kabuli-Type Chickpea Overall
effect L1 L2 L3 L4 L1 L2 L3 L4
T1 1634.7
k
1418.3
l
991.3
p
2553.3
b
1646.7
jk
1416.7
l
2998.0
p
2343.3
e
1625.3
D
T2 1880.0
h
1691.7
i
1065.7
o
2791.7
a
1889.7
gh
1688.3
ij
1073.0
o
2471.7
d
1819.0
C
T3 1924.7
fg
1699.7
i
1078.3
no
2808.0
a
1921.7
fgh
1698.0
i
1118.7
mn
2493.3
cd
1842.8
B
T4 1939.7
f
1707.7
i
1118.3
mn
2831.7
a
1936.3
f
1706.0
i
1127.0
m
2535.0
bc
1862.7
A
1844.7
C
1629.3
D
1063.4
E
2746.2
A
1848.6
C
1627.3
D
1079.2
E
2460.8
B
1820.9 A 1754.0 B
T: Treatments; T1: Control; T2: Ensifer sp. NFY8; T3: Mesorhizobium sp. NTY7; T4:
Mesorhizobium sp. NTY7 + Ensifer sp. NFY8; L1: NIBGE; L2: AARI; L3: PRSS and
L4: AZRI
Values are an average of 3 replicates. Different small letters in the same column
represent statistically different values and the capital letters represent overall effect of
multiple factors like bacterial inoculation, location and plant type.
LSD @ 0.05α for straw X type of chickpea= 10.996, LSD @ 0.05α for straw X
Treatments = 15.550, LSD @ 0.05α for straw X type of chickpea X locations = 21.992
and LSD @ 0.05α for straw X type of chickpea X locations X Treatments = 43.983.
3. Results
71
3.4 Bacterial Diversity by Culture-Independent Molecular
Approach
3.4.1 Extraction of DNA and PCR Amplification of 16S rRNA and
nifH Genes from the Root Nodules and Rhizospheric Soil of
Chickpea
DNA was successfully extracted from the root nodules and rhizospheric soil of Kabuli-
type and Desi-type chickpea using bead beater machine. DNA of PCR-amplified 16S
rRNA and nifH genes was visualized on 1 % agarose gel (Figure 3.29).
Figure 3-29 Agarose gels showing DNA extracted from root nodules and PCR
amplification of 16S rRNA and nifH genes
A=DNA extraction from root nodules. Lane 1: Desi-type chickpea nodules; Lane 2:
Kabuli-type chickpea; B=PCR-amplification of 16S rRNA gene from nodule DNA of
chickpea. Lane 1: 1 kb ladder (Fermentas, Germany); Lane 2: Kabuli-type chickpea
(NIBGE); Lane 3: Desi-type chickpea (NIBGE); Lane 4: Desi-type chickpea (Thal
desert) and Lane 5: Negative control and C= PCR-amplification of partial nifH gene
from nodule DNA of chickpea. Lane 1: Kabuli-type chickpea (NIBGE); Lane 2: Desi-
type chickpea (NIBGE); Lane 3: Desi-type chickpea (Thal desert); Lane 4: Negative
control and Lane 5: 1 kb ladder (Fermentas, Germany)
3.4.2 Bacterial Diversity in the Root Nodules Revealed by Sequence
Analysis of nifH gene Amplified from Nodule DNA
Sequence analysis of nifH gene PCR-amplified from nodule DNA revealed diversity of
diazotrophic (nitrogen-fixing) bacteria associated with the nodules of chickpea. Overall
62,670 sequences of nifH gene were retrieved from the nodules of chickpea collected
from different sites which included 13,720 sequences from Kabuli-type and 11,482
3. Results
72
sequences from Desi-type NIBGE. Among the obtained sequences, 20,020 sequences
were retrieved from Thal desert, 7,427 sequences from Chowk Munda, 5,976 sequences
from Kallar Syedan and 4,045 sequences from NIFA. A significant fraction i.e., 88.83
% of the total sequences retrieved from all sites belonged to genus Mesorhizobium. nifH
gene sequences belonging to diazotrophic genera Bradyrhizobium, Frankia and
Paenibacillus were also detected. nifH gene sequences of “uncultured” bacteria
comprised 0.12 % of the total recovered sequences. Other minor OTU represented by
≤ 26 sequences formed 10.99 % of total recovered and remained unidentified (Table
3.24). In the present study, four type of mesorhizobial sequences were detected among
the retrieved sequences of mesorhizobia (Table 3.25). The sequences of Mesorhizobium
mediterraneum were most abundant (56.08 %) as compared to sequences of
Mesorhizobium ciceri (39.83 %), Mesorhizobium septentrionale (3.98 %) and
Mesorhizobium huakuii (0.09 %). nifH sequences of Mesorhizobium septentrionale and
Mesorhizobium huakuii were detected only in the nodules collected from NIFA and
Thal desert.
Table 3.24 Dominant bacterial genera detected by nifH gene sequences
amplified from nodules of chickpea grown at different localities
Genera
detected
L1 L2 L3 L4 L5 L6 L7
Bradyrhizobium 3 (0.02
%)
1 (0.01
%)
0 0 0 0 4 (0.01
%)
Frankia 0 0 9 (0.04
%)
0 0 0 9 (0.01
%)
Mesorhizobium 12076
(88.02
%)
10693
(93.14
%)
17033
(85.08
%)
5362
(89.73
%)
3527
(87.19
%)
6977
(93.95
%)
55668
(88.83
%)
Paenibacillus 0 0 29 (0.14
%)
0 0 0 29 (0.05
%)
Uncultured
nitrogen-fixing
bacteria
7 (0.05
%)
4 (0.03
%)
9 (0.04
%)
53 (0.89
%)
0 0 73 (0.12
%)
Other minor
O.T.U. ≤ 26
1634
(11.91
%)
783
(6.82 %)
2940
(14.69
%)
561
(9.39 %)
518
(12.81
%)
449
(6.05 %)
6885
(10.99
%)
L1: NIBGE Kabuli-type; L2: NIBGE Desi-type; L3: Thal desert Desi-type; L4: Kallar
Syedan Desi-type; L5: NIFA Desi-type; L6: Chowk Munda Desi-type and L7: Overall
Nodules
3. Results
73
Table 3.25 Mesorhizobial sequences detected by nifH gene amplification from
nodules of chickpea grown at different localities
Species
detected
L1 L2 L3 L4 L5 L6 L7
M. ciceri 2654
(21.98
%)
2630
(24.60
%)
8555
(50.23 %)
2437
(45.45
%)
1364
(38.67
%)
4538
(65.04
%)
22178
(39.84
%)
M. huakuii 0 0 46 (0.27
%)
0 6 (0.17
%)
0 52 (0.09
%)
M.
mediterraneum
9422
(78.02
%)
8063
(75.40
%)
6363
(37.36%)
2925
(54.55
%)
2008
(56.93
%)
2439
(34.96
%)
31220
(56.08
%)
M.
septentrionale
0 0 2069
(12.15 %)
0 149
(4.22 %)
0 2218
(3.98 %)
L1: NIBGE Kabuli-type; L2: NIBGE Desi-type; L3: Thal desert Desi-type; L4: Kallar
Syedan Desi-type; L5: NIFA Desi-type; L6: Chowk Munda Desi-type and L7: Overall
Nodules
3.4.3 Bacterial Diversity Revealed by Sequence Analysis of nifH Gene
Amplified from Rhizospheric Soil DNA
Sequence analysis of nifH gene PCR-amplified from rhizospheric soil DNA revealed
diversity of diazotrophic (nitrogen-fixing) bacteria associated with chickpea. A total of
47,157 sequences of nifH gene were retrieved from the rhizospheric and non-
rhizospheric soil of chickpea collected from different sites which included 5,875
sequences from Kabuli-type and 3,889 sequences from Desi-type grown at NIBGE. The
sequences retrieved from rhizospheric soil of Desi-type chickpea included, 3,121
sequences from Thal desert, 6,135 sequences from Chowk Munda, 6,826 sequences
from Kallar Syedan and 8,922 sequences from NIFA. Sequences of nifH gene were also
retrieved from the bulk soil of chickpea collected from two sites which included 5,450
sequences from NIBGE and 6,939 sequences from NIFA. A significant fraction i.e.,
16.68 % of the total nifH sequences retrieved from all sites belonged to genus
Mesorhizobium. In the present study 34.63 % sequences belonging to 5 genera of
culturable diazotrophic bacteria (Mesorhizobium, Bradyrhizobium, Ensifer, Frankia
and Azatobactor) were retrieved along with 20.68 % sequences of “uncultured”
bacteria. Other minor OTU represented by ≤ 26 sequences formed 57.18 % of total
which remained unidentified (Table 3.26).
In the present study four type of mesorhizobial sequences were detected among
the retrieved sequences of mesorhizobia (Table 3.27). The sequences of Mesorhizobium
3. Results
74
mediterraneum were most abundant (57.53 %) as compared to sequences of
Mesorhizobium ciceri (31.45 %), Mesorhizobium septentrionale (10.68 %) and
Mesorhizobium huakuii (0.34 %). nifH sequences of Mesorhizobium huakuii were
detected only in the nodules collected from NIFA.
Table 3.26 Bacterial genera detected by nifH gene amplification from
rhizospheric soil of chickpea grown at different localities
Genera
detected
L1 L2 L3 L4 L5 L6 L7 L8 L9 L10
Anaeromyxobac
ter
0 29
(0.42
%)
0 0 0 0 0 0 29
(0.23
%)
0
Azospirillum 16
(0.29
%)
6
(0.09
%)
36
(1.11
%)
25
(0.39
%)
0 1
(0.01
%)
0 18
(0.31
%)
22
(0.18
%)
80
(0.21
%)
Azotobacter 11
(0.20
%)
3
(0.04
%)
62
(1.91
%)
482
(7.58
%)
0 16
(0.15
%)
7
(0.18
%)
7
(0.12
%)
14
(0.11
%)
574
(1.54
%)
Bradyrhizobium 61
(1.09
%)
7
(0.10
%)
26
(0.80
%)
153
(2.41
%)
24
(0.35
%)
12
(0.11
%)
56
(1.43
%)
45
(0.77
%)
68
(0.54
%)
316
(0.85
%)
Chlorogloeopsis 0 39
(0.56
%)
0 0 0 0 0 0 39
(0.31
%)
0
Frankia 28
(0.50
%)
0 392
(12.0
7%)
480
(7.55
%)
0 0 0 0 28
(0.22
%)
872
(2.34
%)
Mesorhizobium 312
(5.59
%)
6
(0.09
%)
386
(11.8
8 %)
567
(8.92
%)
553
(7.95
%)
4586
(42.0
5 %)
103
(2.62
%)
20
(0.34
%)
318
(2.54
%)
6215
(16.68
%)
Ensifer 10
(0.18
%)
22
(0.32
%)
0 137
(2.16
%)
8
(0.12
%)
6
(0.06
%)
28
(0.71
%)
17
(0.29
%)
32
(0.26
%)
196
(0.53
%)
Uncultured
nitrogen-fixing
bacteria
2280
(40.8
5 %)
1728
(24.9
1 %)
897
(27.6
2 %)
2497
(39.2
8 %)
1461
(21.0
0 %)
1501
(13.7
6 %)
443
(11.2
9 %)
907
(15.4
3 %)
4008
(32.0
2 %)
7706
(20.68
%)
Other minor
O.T.U. ≤ 26
2864
(51.3
1 %)
5097
(73.4
9 %)
1449
(44.6
1 %)
2016
(31.7
1 %)
4910
(70.5
9 %)
4785
(43.8
7 %)
3287
(83.7
7 %)
4864
(82.7
5%)
7961
(63.5
9%)
21311
(57.18
%)
L1: Bulk Soil NIBGE; L2: Bulk Soil NIFA; L3: Thal desert Desi-type; L4: Chowk
Munda Desi-type; L5: Kallar Syedan Desi-type; L6: NIFA Desi-type; L7: NIBGE
Desi-type; L8: NIBGE Kabuli-type; L9: Overall Bulk Soil and L10: Overall
rhizospheric soil
3. Results
75
Table 3.27 Mesorhizobial sequences detected by nifH gene amplified from
rhizospheric soil of chickpea grown at different localities
Species
detected L1 L2 L3 L4 L5 L6 L7 L8 L9 L10
M. ciceri 48
(26.6
7 %)
4
(80.0
0 %)
132
(50.9
7 %)
123
(35.6
5 %)
279
(67.0
7 %)
606
(23.3
4 %)
21
(33.8
7 %)
6
(46.1
5 %)
52
(28.1
1 %)
1219
(31.4
5 %)
M. huakuii 0 0 0 0 0 13
(0.50
%)
0 0 0 13
(0.34
%)
M.
mediterrane
um
128
(71.1
1 %)
0 72
(27.8
0 %)
217
(62.9
0 %)
137
(32.9
3 %)
1628
(62.7
1 %)
41
(66.1
3 %)
7
(53.8
5 %)
128
(69.1
9 %)
2230
(57.5
3 %)
M.
septentriona
le
4
(2.22
%)
1
(20.0
0 %)
55
(21.2
4 %)
5
(1.45
%)
0 349
(13.4
4 %)
0 0 5
(2.70
%)
414
(10.6
8 %)
L1: Bulk Soil NIBGE; L2: Bulk Soil NIFA; L3: Thal desert Desi-type; L4: Chowk
Munda Desi-type; L5: Kallar Syedan Desi-type; L6: NIFA Desi-type; L7: NIBGE
Desi-type; L8: NIBGE Kabuli-type; L9: Overall Bulk Soil and L10: Overall
rhizospheric soil.
3.4.4 Bacterial Diversity in the Root Nodules Revealed by Sequence
Analysis of 16S rRNA Gene Amplified from Nodule DNA
Pyrosequencing of the 16S rRNA gene PCR amplified from nodule DNA revealed
bacterial diversity in the root nodules of chickpea. Overall 37,229 sequences were
retrieved from the nodules of chickpea collected from different sites which included
11,398 sequences from Kabuli-type (NIBGE), 8,690 sequences from Desi-type
(NIBGE), 9,672 sequences from Thal desert, 2,737 sequences from Chowk Munda,
2,743 sequences from Kallar Syedan and 1,989 sequences from NIFA. The retrieved
sequences belonged to diverse phyla (Table 3.28) including Proteobacteria (90.41 %),
Firmicutes (4.93 %), Actinobacteria (0.76 %) and “uncultured” phyla (3.23 %).
Further analysis of the retrieved sequences indicated that retrieved sequences
belonged to diverse taxa (Table 3.29; Figure 3.30) including α-Proteobacteria (56.99
%), γ-Proteobacteria (26.43 %), “uncultured” (7.67 %), Firmibacteria (4.93 %), β-
Proteobacteria (2.55 %), Actinobacteria (0.75 %) and other minor groups (0.66 %).
Comparison of the retrieved sequences from different localities revealed that at the sites
Kallar Syedan and Chowk Munda, α-proteobacterial sequences were relatively under
represented (i.e., 15.29 % and 25.91 % of the total sequences, respectively) compared
to NIBGE experimental site (75.63 %) but at both sites maximum number of γ-
3. Results
76
Proteobacterial sequences (54.77 % and 52.14 %, respectively) were detected. Class
Firmibacteria was not represented in the retrieved sequences from the site Kallar
Syedan and NIFA.
Further analysis of the retrieved sequences indicated that sequences of mostly
the bacterial genera isolated in the present study were retrieved along with numerous
sequences belonging to diverse genera of culturable as well as “uncultured” bacteria
(Appendix A; Figure 3.31). A significant fraction i.e., 52.77 % of the total sequences
retrieved from all sites belonged to genus Mesorhizobium (Figure 3.31). In the nodules
of Desi-type chickpea cultivated in experimental field at NIBGE sequences of the genus
Mesorhizobium were more abundant (71.98 % of the total sequences) as compared to
Kallar Syedan and Chowk Munda where the mesorhizobial sequences comprised about
12.49 % and 22.35 % of the total sequences, respectively. In the present study 70.78 %
sequences belonging to 111 genera of culturable bacteria were retrieved along with
29.22 % sequences of “uncultured” bacteria.
Detection of Serratia spp. in the Root Nodules by Culture-Independent DNA-Based
Technique (16S rRNA Sequence Analysis)
Detailed characterization of root nodule endophytic microbial communities of chickpea
suggested high dominance of Serratia related sequences in the root nodules of Desi and
Kabuli-types grown in the NIBGE (District Faisalabad) and the Thal desert. In the Desi-
type cultivar grown in Thal desert up to 15 % of total bacterial sequences detected in
the root nodules were related to genus Serratia. Whereas, both Desi and Kabuli-types
grown in the district Faisalabad showed that about 2 % of total bacterial sequences from
the root nodules of each type belonged to the genus Serratia (Figure 3.32). Overall
Serratia affiliated sequences in root nodules collected from both sites could be grouped
into two major clusters at 98 % DNA similarity. The most dominant group or cluster
represented by 1,093 Serratia sequences showed high similarity with the Serratia
marcescens sp. whereas other cluster represented by only 43 sequences was unique and
did not show close similarity with any cultured Serratia strains at 98 % DNA similarity.
The separation between these two Serratia clusters was supported through high
bootstraps values and suggested presence of a potential novel Serratia sp. that has not
been described previously. Overall clustering of other Serratia species was similar for
the short 375 bp fragment of 16S rRNA gene as compared to complete 16S rRNA gene
fragment (Figure 3.32).
3. Results
77
Comparison of the relative abundance of Serratia affiliated sequences in
relation to geochemical characteristics at the two sites (NIBGE and Thal desert)
suggested a high abundance of Serratia sequences was strongly associated with the
nodules from Thal desert (District Khushab) and that site was significantly lower in
both total and available P. Whereas N contents were similar at both sites and more
variation in N contents were noticed within sites as compared to among both sites
(Figure 3.33).
Figure 3-30 Relative abundance of major bacterial classes detected by 16S
rRNA gene sequence analysis in the root nodules of chickpea grown at different
localities
0%
10%
20%
30%
40%
50%
60%
70%
80%
90%
100%
α-Proteobacteria γ-Proteobacteria Unclassified β-Proteobacteria
Actinobacteria Firmibacteria Others
3. Results
78
Identification of the Isolated Serratia Strains from Root Nodules of Chickpea
Reddish pigment producing bacterial strains 5D and RTL100 were isolated from the
nodules of chickpea collected from the NIBGE (District Faisalabad) fields and rainfed
Thal desert (District Khushab), respectively. On LB agar plates both the isolates formed
brick red colonies with entire margins and the cells were motile, rod shaped and Gram
negative. Both isolates have been identified as members of the genus Serratia based on
the 16S rRNA gene sequencing. Bacterial isolates 5D and RTL 100 showed 100 % and
99.6 % sequence homology with the 16S rRNA gene of Serratia marcescens strains
DSM 30121T and JCM 1239, respectively (Figure 3.34).
Figure 3-31 Relative abundance of the dominant bacterial genera detected by
16S rRNA gene sequence analysis in nodules of chickpea grown in different
localities
i.e., A=Overall, B=Kabuli-type NIBGE, C=Desi-type NIBGE, D=Thal desert,
E=Chowk Munda, F=NIFA and G=Kallar Syedan.
3. Results
79
Figure 3-32 Molecular phylogenetic analysis of the 16S rRNA sequences
retrieved from root nodules of chickpea.
The tree was constructed by Maximum Likelihood method. Only maximum
likelihood bootstrap node support values ≥50 are shown at the nodes. Total number of
Serratia-related sequences amplified from the root nodules of different plant varieties
and their relative proportion to the total number of sequences amplified from root
nodules have been presented in the Table.
Figure 3-33 Non-metric multi-dimensional scaling representation of the
geochemical characteristics and relative abundance of the Serratia sequences in
the root nodules of chickpea of NIBGE (District Faisalabad) and Thal desert
areas. Among all variables tested, these were significantly (P <0.05) associated with
two sites.
3. Results
80
Figure 3-34 16S rRNA sequence-based phylogenetic tree of Serratia strains
isolated from root nodule of chickpea constructed by maximum likelihood
method. Only maximum likelihood bootstrap node support values ≥50 are shown at
the nodes.
Table 3.28 Relative abundance of bacterial phyla detected by 16S rRNA gene
sequence analysis in the root nodules of chickpea grown at different localities.
(Data shown in percentage)
Phyla detected Kabuli-
NIBGE
Desi-
NIBGE
Thal
desert
Kallar
Syedan
NIFA Chowk
Munda
Overall
Acidobacteria 0.02 0.00 0.00 0.00 0.00 0.00 0.006
Actinobacteria 1.78 0.45 0.29 0.17 0.22 0.33 0.76
Bacteroidetes 1.09 0.44 0.01 0.97 0.29 1.81 0.62
Chloroflexi 0.01 0.01 0.00 0.00 0.00 0.00 0.006
Firmicutes 0.24 0.04 15.92 0.00 0.00 0.71 4.93
Gemmatimonadetes 0.00 0.01 0.00 0.00 0.00 0.00 0.003
Planctomycetes 0.05 0.00 0.01 0.00 0.00 0.00 0.02
Proteobacteria 94.32 96.03 80.52 97.02 96.49 87.10 90.41
Thaumarchaeota 0.03 0.01 0.00 0.00 0.00 0.00 0.01
Verrucomicrobia 0.00 0.03 0.00 0.00 0.00 0.00 0.006
Uncultured 2.46 2.96 3.25 1.85 3.00 10.04 3.23
3. Results
81
Table 3.29 Relative abundance of bacterial classes detected by 16S rRNA gene
sequence analysis from nodules of chickpea grown in different localities.
(Data shown in percentage)
Classes detected L1 L2 L3 L4 L5 L6 L7
Acidobacteria_Gp3 0.01 0.00 0.00 0.00 0.00 0.00 0.003
Acidobacteria_Gp4 0.01 0.00 0.00 0.00 0.00 0.00 0.003
Actinobacteria 1.76 0.45 0.29 0.17 0.22 0.33 0.75
α-Proteobacteria 62.17 75.63 55.51 15.29 52.56 25.91 56.99
Anaerolineae 0.01 0.00 0.00 0.00 0.00 0.00 0.003
Bacilli 0.23 0.04 15.92 0.00 0.00 0.71 4.93
Bacteroidetes_incertae_sedi
s
0.06 0.01 0.00 0.00 0.00 0.00 0.02
β-Proteobacteria 0.77 0.34 1.66 17.81 5.93 2.14 2.55
Clostridia 0.01 0.00 0.00 0.00 0.00 0.00 0.003
Cytophagia 0.02 0.01 0.00 0.04 0.00 0.00 0.01
ƍ-proteobacteria 0.03 0.00 0.02 0.00 0.00 0.00 0.02
Flavobacteriia 0.15 0.25 0.00 0.50 0.00 0.11 0.14
γ-Proteobacteria 27.64 17.19 19.03 54.77 31.92 52.14 26.43
Gemmatimonadetes 0.00 0.01 0.00 0.00 0.00 0.00 0.003
Opitutae 0.00 0.03 0.00 0.00 0.00 0.00 0.01
Planctomycetia 0.05 0.00 0.01 0.00 0.00 0.00 0.02
Sphingobacteriia 0.82 0.16 0.01 0.42 0.29 1.65 0.42
Thermomicrobia 0.00 0.01 0.00 0.00 0.00 0.00 0.003
Uncultured 6.25 5.85 7.55 11.00 9.08 17.01 7.67
L1: NIBGE Kabuli-type; L2: NIBGE Desi-type; L3: Thal desert Desi-type; L4: Kallar
Syedan Desi-type; L5: NIFA Desi-type; L6: Chowk Munda Desi-type and L7: Overall
Nodules
3.4.5 Bacterial Diversity Revealed by Sequence Analysis of 16S rRNA
Gene Amplified from Rhizospheric Soil DNA
Overall 59,329 sequences of 16S rRNA gene were retrieved from the rhizospheric and
non-rhizospheric soil of chickpea collected from different sites. The sequences included
8962 sequences from rhizospheric soil of Kabuli-type and 10,223 sequences from Desi-
type grown at NIBGE. The sequences retrieved from Desi-type chickpea included
13,152 sequences from Thal desert, 5,550 sequences from Chowk Munda, 5,642
sequences from Kallar Syedan and 6,710 sequences from NIFA. 16S rRNA gene
sequences were retrieved from the non-rhizospheric soil of chickpea collected from two
sites which included 4,890 sequences from NIBGE and 4,200 sequences from NIFA.
The retrieved sequences belonged to diverse phyla including Proteobacteria (23.396
%), Firmicutes (5.516 %), Actinobacteria (29.479 %), “uncultured” (28.042 %) and
other minor phyla (13.567 %) (Table 3.30; Figure 3.35).
3. Results
82
Further analysis of the retrieved sequences from rhizospheric soil indicated that
retrieved sequences belonged to diverse taxa (Table 3.31) including α-Proteobacteria
(10.436 %), γ-Proteobacteria (3.489 %), “uncultured” (35.970 %), Firmibacteria
(4.99%), β-Proteobacteria (4.944 %), Actinobacteria (26.651 %) and other minor
groups (13.52 %).
Further analysis of the retrieved sequences from the rhizospheric soil indicated
that sequences of all the bacterial genera isolated in the present study were retrieved
along with numerous sequences belonging to diverse genera of culturable as well as
“uncultured” bacteria (Appendix B). Only a minor fraction i.e., 0.265 % of the total
sequences retrieved from all sites belonged to genus Mesorhizobium. In the
rhizospheric soil of Desi-type chickpea cultivated at Kallar Syedan sequences of the
genus Mesorhizobium were more abundant (0.815 % of the total sequences) as
compared to non-rhizospheric soil of chickpea at NIBGE where the mesorhizobial
sequences comprised about 0.041 % of the total sequences. In the present study 29.72
% sequences belonging to 313 genera of culturable bacteria were retrieved from
rhizospheric soil along with 70.28 % sequences of “uncultured” bacteria.
Figure 3-35 Relative abundance of major bacterial phyla detected by 16S
rRNA gene sequence analysis from rhizospheric soil of chickpea grown at
different localities.
3. Results
83
Table 3.30 Relative abundance of bacterial phyla detected by 16S rRNA gene
sequence analysis in the rhizospheric soil of chickpea grown at different
localities. (Data shown in percentage)
Phyla detected L1 L2 L3 L4 L5 L6 L7 L8 L9 L10
Acidobacteria 0.798 5.929 2.502 1.063 4.833 3.785 4.040 4.407 3.168 3.410
Actinobacteria 26.52
4
17.85
7
38.40
5
41.91
0
28.85
0
25.97
6
20.76
7
22.28
3
22.51
9
29.479
Armatimonadetes 0.020 0.310 0.327 0.180 0.845 0.253 0.509 0.714 0.154 0.462
Bacteroidetes 6.094 1.952 1.118 3.658 3.032 1.952 2.827 3.135 4.180 2.420
BRC1 0.020 0.000 0.015 0.036 0.000 0.015 0.020 0.022 0.011 0.018
candidate division
WPS-1
0.000 0.000 0.038 0.036 0.147 0.045 0.108 0.056 0.000 0.068
candidate division
WPS-2
0.000 0.190 0.091 0.018 0.221 0.104 0.068 0.056 0.088 0.088
Candidatus
Saccharibacteria
0.000 0.000 0.038 0.000 0.018 0.045 0.020 0.011 0.000 0.024
Chloroflexi 0.654 2.238 0.814 0.288 1.286 1.013 2.436 2.723 1.386 1.501
Cyanobacteria/Chloro
plast
0.204 0.381 0.106 0.847 0.588 0.462 1.017 0.781 0.286 0.593
Deinococcus-Thermus 0.061 0.000 0.015 0.360 0.000 0.000 0.000 0.000 0.033 0.044
Euryarchaeota 0.061 0.024 0.144 0.108 0.000 0.015 0.010 0.056 0.044 0.064
Firmicutes 11.32
9
3.857 4.805 12.27
0
4.190 2.474 5.664 5.412 7.877 5.516
Gemmatimonadetes 1.329 0.976 0.403 0.198 0.496 0.715 0.489 0.580 1.166 0.480
Hydrogenedentes 0.000 0.000 0.000 0.000 0.000 0.000 0.010 0.000 0.000 0.002
Ignavibacteriae 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.011 0.000 0.002
Latescibacteria 0.000 0.000 0.000 0.000 0.000 0.015 0.000 0.000 0.000 0.002
Nitrospirae 0.184 0.714 0.335 0.288 0.294 0.387 0.470 0.469 0.429 0.382
Planctomycetes 2.025 2.929 2.623 0.793 1.378 2.265 3.316 3.247 2.442 2.480
Proteobacteria 16.15
5
19.31
0
19.92
1
22.30
6
28.79
5
29.40
4
23.98
5
21.24
5
17.61
3
23.396
Thaumarchaeota 0.654 4.048 0.852 0.378 1.011 1.818 1.682 1.852 2.222 1.290
Uncultured 33.74
2
38.95
2
27.40
3
15.18
9
27.10
4
29.34
4
32.23
1
32.71
6
36.15
0
28.042
Verrucomicrobia 0.143 0.333 0.046 0.072 0.588 0.358 0.333 0.223 0.231 0.239
L1: Bulk Soil NIBGE; L2: Bulk Soil NIFA; L3: Thal desert Desi-type; L4: Chowk
Munda Desi-type; L5: Kallar Syedan Desi-type; L6: NIFA Desi-type; L7: NIBGE
Desi-type; L8: NIBGE Kabuli-type; L9: Overall Bulk Soil and L10: Overall
rhizospheric soil
3. Results
84
Table 3.31 Relative abundance of major bacterial classes detected by 16S
rRNA gene sequence analysis from rhizospheric soil of chickpea grown at
different localities.
(Data shown in percentage)
Classes detected L1 L2 L3 L4 L5 L6 L7 L8 L9 L10 Acidobacteria_Gp1 0.020 0.048 0.046 0.000 0.165 0.015 0.137 0.179 0.033 0.092
Acidobacteria_Gp10 0.020 0.214 0.144 0.000 0.551 0.194 0.059 0.123 0.110 0.157
Acidobacteria_Gp17 0.000 0.143 0.053 0.000 0.055 0.015 0.108 0.033 0.066 0.050
Acidobacteria_Gp18 0.000 0.000 0.000 0.018 0.000 0.015 0.000 0.000 0.000 0.004
Acidobacteria_Gp2 0.000 0.000 0.000 0.000 0.000 0.000 0.010 0.011 0.000 0.004
Acidobacteria_Gp22 0.000 0.000 0.000 0.000 0.000 0.015 0.010 0.011 0.000 0.006
Acidobacteria_Gp25 0.020 0.048 0.068 0.036 0.129 0.030 0.068 0.201 0.033 0.090
Acidobacteria_Gp3 0.245 0.548 0.266 0.054 0.919 0.417 0.910 0.725 0.385 0.545
Acidobacteria_Gp4 0.000 1.143 0.327 0.234 1.268 0.864 0.929 0.881 0.528 0.711
Acidobacteria_Gp5 0.000 0.024 0.008 0.018 0.000 0.015 0.000 0.011 0.011 0.008
Acidobacteria_Gp6 0.450 3.429 1.331 0.577 1.378 2.086 1.682 2.064 1.826 1.551
Acidobacteria_Gp7 0.041 0.190 0.190 0.126 0.331 0.045 0.059 0.056 0.110 0.127
Actinobacteria 24.00
8
14.92
9
34.79
3
40.57
7
25.76
3
23.33
8
18.14
5
19.39
3
19.81
3
26.651
α-Proteobacteria 9.836 8.405 9.649 9.874 10.603
13.219
10.388
10.042
9.175 10.436
Anaerolineae 0.061 1.548 0.547 0.090 0.956 0.551 1.829 2.053 0.748 1.069
Armatimonadia 0.000 0.048 0.008 0.018 0.055 0.000 0.029 0.033 0.022 0.022
Bacilli 10.81
8
3.167 4.630 12.01
8
4.006 2.101 4.568 4.519 7.283 4.990
Bacteroidetes_incertae_se
dis
0.245 0.405 0.182 0.180 0.147 0.492 0.577 0.513 0.319 0.358
β-Proteobacteria 1.595 2.667 4.174 5.297 10.584
5.529 3.737 3.481 2.090 4.944
Caldilineae 0.102 0.286 0.030 0.018 0.147 0.119 0.235 0.156 0.187 0.117
Chloroflexia 0.000 0.000 0.008 0.000 0.074 0.045 0.088 0.179 0.000 0.066
Chloroplast 0.000 0.214 0.038 0.847 0.037 0.149 0.157 0.167 0.099 0.189
Chthonomonadetes 0.000 0.071 0.008 0.000 0.202 0.045 0.049 0.179 0.033 0.072
Clostridia 0.041 0.357 0.046 0.000 0.092 0.164 0.655 0.625 0.187 0.289
Cyanobacteria 0.204 0.167 0.068 0.000 0.496 0.253 0.704 0.524 0.187 0.342
Cytophagia 5.194 0.119 0.175 1.640 0.184 0.224 0.509 0.703 2.849 0.506
Dehalococcoidia 0.061 2.286 0.122 0.360 1.268 1.565 2.299 2.935 0.033 0.032
Deinococci 0.000 0.000 0.015 0.000 0.000 0.000 0.000 0.000 0.000 0.044
ƍ-proteobacteria 0.818 0.000 2.851 1.207 0.000 0.000 0.000 0.000 1.496 2.217
ɛ-proteobacteria 0.000 0.000 0.008 0.000 0.000 0.000 0.000 0.000 0.000 0.002
Erysipelotrichia 0.000 0.000 0.000 0.018 0.000 0.000 0.000 0.000 0.000 0.002
Flavobacteriia 0.000 0.214 0.053 0.000 0.055 0.089 0.088 0.201 0.099 0.086
γ-Proteobacteria 2.249 2.643 1.483 4.811 3.712 5.276 4.715 2.823 2.431 3.489
Gemmatimonadetes 1.329 0.976 0.403 0.198 0.496 0.715 0.489 0.580 1.166 0.480
Halobacteria 0.061 0.000 0.000 0.000 0.000 0.000 0.000 0.022 0.033 0.004
Ignavibacteria 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.011 0.000 0.002
Ktedonobacteria 0.000 0.000 0.000 0.000 0.018 0.030 0.000 0.000 0.000 0.006
Methanomicrobia 0.000 0.000 0.046 0.000 0.000 0.000 0.000 0.000 0.000 0.012
Negativicutes 0.000 0.119 0.000 0.000 0.000 0.000 0.166 0.011 0.055 0.036
Cont…
3. Results
85
Nitrospira 0.184 0.714 0.335 0.288 0.294 0.387 0.470 0.469 0.429 0.382
Opitutae 0.123 0.286 0.046 0.072 0.515 0.298 0.284 0.167 0.198 0.203
Planctomycetia 2.025 2.929 2.616 0.793 1.378 2.250 3.316 3.225 2.442 2.472
Sphingobacteriia 0.184 0.667 0.601 1.712 2.315 0.954 0.959 0.826 0.407 1.067
Subdivision3 0.020 0.048 0.000 0.000 0.055 0.060 0.039 0.056 0.033 0.032
Thermomicrobia 0.123 0.071 0.038 0.108 0.000 0.030 0.059 0.078 0.099 0.052
Thermoplasmata 0.000 0.000 0.008 0.054 0.000 0.000 0.010 0.022 0.000 0.014
Verrucomicrobiae 0.000 0.000 0.000 0.000 0.000 0.000 0.010 0.000 0.000 0.002
Uncultured 39.91
8
50.88
1
34.58
8
18.75
7
31.75
3
38.40
5
41.45
6
41.70
9
44.98
3
35.970
L1: Bulk Soil NIBGE; L2: Bulk Soil NIFA; L3: Thal desert Desi-type; L4: Chowk
Munda Desi-type; L5: Kallar Syedan Desi-type; L6: NIFA Desi-type; L7: NIBGE
Desi-type; L8: NIBGE Kabuli-type; L9: Overall Bulk Soil and L10: Overall
rhizospheric soil
86
4 Discussion
Diversity of culturable bacteria in the root nodules and rhizosperic soil of chickpea was
investigated by isolation on the growth media followed by identification on the basis of
16S rRNA sequence analysis. The study on bacterial diversity was extended to include
occurrence of “non-cultured” bacteria by PCR amplification of 16S rRNA and nifH
genes from nodules and rhizospheric soil DNA followed by sequence analysis. In the
present study 28 root nodule and rhizospheric soil samples and 6 samples of bulk soil
collected from 5 different sites were processed. In Pakistan farmers prefer to grow Desi-
type chickpea due to its disease resistance and high yield [113]. Therefore, nodules
from Desi-type were available from all the collection sites but nodules of Kabuli-type
chickpea were available only from the experimental field of NIBGE (District
Faisalabad).
Among the 60 bacterial isolates obtained in the present study, 23 endophytic
isolates were obtained from the nodules of chickpea. Among 23 endophytes, 10 strains
were identified by 16S rRNA gene sequence analysis as Mesorhizobium spp. and
further confirmed by their nodulating ability of original host chickpea. Only one type
of nifH and 16S rRNA sequence of Mesorhizobium was detected in pure cultures,
pointing to the possibility that purified mesorhizobial isolates are re-isolates of the same
strain. Presently members of only this genus are accepted as true nitrogen fixing
endosymbionts of chickpea nodules [3].
Fifty isolates of non-nodulating bacteria were obtained from the rhizosphere and
root nodules of chickpea. The isolates NTY29, NTY33, RTY42, JSN114, NTN143 and
NTN143 were obtained from the rhizosphere of chickpea growing in farmer field of
Thal desert and experimental field of NIBGE. All these strains were identified as
Bacillus spp. on the basis of 16S rRNA sequence analysis. There are several reports on
isolation of Bacillus from soils of this region [157] and also form desert of Kutch [158].
The isolates NFY126, NFY130 and RTN142 were purified from the rhizosphere of
chickpea grown in Kallar Syedan and Thal desert. The strains were identified as Bosea
87
sp. on the basis of 16S rRNA sequence analysis. Jaramillo et al. [159] have isolated and
characterised Bosea sp. from the nodules of cowpea (Vigna unguiculata). The isolate
NFY8 was obtained from the nodule of chickpea growing in field of NIBGE. This strain
was identified as Ensifer sp. on the basis of 16S rRNA sequence similarity. Appunu et
al. [160] have isolated Ensifer sp. from soybean (Glycine max L.). The isolates NTY34,
NTY38, NTY48 and NFY132 were obtained from the rhizosphere of chickpea growing
in field of NIBGE and Thal desert. These strains were identified as Enterobacter sp. on
the basis of 16S rRNA sequence similarity. Tahir et al. [105] have also isolated
Enterobacter sp. from the rhizosphere of wheat from this region. The isolates NTY36
and NFY121 were obtained from the rhizosphere of chickpea growing in field of
NIBGE. These strains were identified as Klebsiella sp. on the basis of 16S rRNA
sequence similarity. Ladha et al. [161] isolated nitrogen fixing Klebsiella sp. from the
rhizosphere of rice. The isolates RTL54 and RTL99 were obtained from the rhizosphere
of chickpea growing in farmer field of Thal desert and Chowk Munda. These strains
were identified as Kocuria sp. on the basis of 16S rRNA sequence similarity. Goswami
et al. [158] have isolated Kocuria sp. from saline desert of Kutch, India. The isolates
RSY14, NTY31, NTY39, RTY50, NTY51, NFY122, NTY123, NFY125, NFY134,
NTY139, NFN147 and NTN153 were obtained from the rhizosphere and nodules of
chickpea growing in farmer field of Thal desert, Chowk Munda, Kallar Syedan and
experimental field of NIFA and NIBGE. These strains were identified as Pseudomonas
sp. on the basis of 16S rRNA sequence similarity. Isolation of Pseudomonas sp. was
previously reported from nodules of different legumes [10]. as well as rhizosphere of
different crops including chickpea [162, 163].
Rhizobial isolates from nodules included 3 strains of Rhizobium and 2 strains
of Ensifer. Members of these two genera are known to be the nitrogen-fixing nodule
endophytes of different legumes [9]. The remaining 8 nodule endophytic isolates were
identified as members of genera Ochrobactrum, Paenibacillus, Pseudomonas and
Serratia. Isolation of all these bacterial genera have been previously reported from
nodules of different legumes [10, 13, 14, 114, 115]. However, exact role of these
bacteria still remains unclear. Previously Deng et al. [12] have also found the co-
occurrence of Paenibacillus and Pseudomonas with Mesorhizobium in the nodules of
Sphaerophysa salsula.
4. Discussions
88
Phylogenetic analysis of proteobacterial isolates indicated two diverse clusters
of Pseudomonas isolates. Seven Pseudomonas isolates formed cluster with
Pseudomonas hibiscicola ATCC 19867T (AB021405) and the remaining five
Pseudomonas isolates formed cluster with Pseudomonas taiwanensis BCRC 17751T
(EU103629). The isolates which deviate from the established Pseudomonas strains in
the phylogenetic tree may be transferred to a different genus upon further verification
as has been suggested previously [116]. In the present study, 60 bacterial isolates
obtained from nodules and rhizospheric soil belonged to genera Achromobacter,
Acinetobacter, Aeromonas, Bacillus, Bordetella, Bosea, Duganella, Ensifer,
Enterobacter, Klebsiella, Kocuria, Mesorhizobium, Microbacterium, Ochrobactrum,
Paenibacillus, Pseudomonas, Rhizobium and Serratia genera. Isolation of these genera
from nodules, rhizospheric soil of legumes and rhizospheric soil of non-legumes has
been frequently reported [10, 13, 14, 105, 114, 115, 117, 118].
Phosphorus is one of the major nutrients required by plants, being second only
to nitrogen. Most of the phosphorus in the soil is present in the form of insoluble
phosphates and cannot be utilized by the plants. The ability of bacteria to solubilize
mineral phosphates has been of interest to agricultural microbiologists as it can enhance
the availability of phosphorus and iron for plant growth. Similarly, IAA, a member of
the group of phytohormones, is generally considered to be the most important native
auxin. IAA may function as important signal molecule in the regulation of plant
development [164]. All isolates, except the Bosea spp. purified in the present study
showed IAA production in spent growth media and 34 isolates exhibited P-
solubilization in pure culture. Under field conditions, microorganisms with the P-
solubilization and IAA production abilities can play a significant role as PGPR when
applied as bio-fertilizer to different crops [117, 119-121]. In the present study, the effect
of incubation temperature on TCP-solubilization and IAA production by the bacterial
strains was also investigated. Incubation temperature of 30 oC was found to be the best
for P-solubilization and IAA production compared with 20 oC and 40 oC incubation
temperature. Tolerance of bacterial inoculants to high temperature is desirable and
important for their survival, growth and successful colonization under the conditions
similar to those found in the main chickpea growing area of Pakistan [119, 122]. All
strains performed well at 30 oC under controlled conditions and produced maximum
IAA and P-solubilization at this temperature. However, Ensifer sp. NFY8 and Serratia
4. Discussions
89
sp. 5D maintained their growth promoting traits at 40 oC. This temperature (40 oC) is
the maximum temperature recorded during chickpea cropping season in the main
chickpea growing area of the country.
Overall results of the field trials showed that chickpea inoculation with
symbiotic Mesorhizobium sp. along with Ensifer and Serratia spp. as free-living
bacterial isolates with phytohormones production and P-solubilization abilities
significantly improved plant growth and yield. This positive influence of bacterial
inoculation was consistent in all independent bacterial inoculation instances i.e.,
inoculation with all strains at different ecological sites and both chickpea varieties.
These results suggested that there is a great potential for the use of Ensifer sp.,
Mesorhizobium sp. and Serratia sp. as bacterial inocula for chickpea plants grown in
different ecological zones.
Comparison between the all-experimental sites selected for the field trials
showed that higher yield was obtained at NIBGE as compared to Thal dessert for all
treatments. This improved yield at NIBGE, Faisalabad experimental site could be due
to relatively high nutrient and moisture contents of the soil. The soil at this site was
irrigated at the time of sowing and also received about 40 % higher rainfall during the
experimental season than the Thal desert. Previously, Soltani et al. [123] have reported
about 90 % increase in yield of chickpea with full irrigation. Furthermore, several other
factors such a temperature, soil texture and organic matter content might also have
contributed to the observed difference in yield at two sites [47, 124-126].
The differences in the yield of both chickpea varieties were obvious at all sites
except AZRI, Bhakkar, regardless of inoculation or fertilization treatments. Chickpea
Desi-type varieties gave significantly higher grain and straw yield as compared to
Kabuli-type at both experimental sites for all treatments. This difference could be due
to its better genetic potential and ability to interact positively with the existing
environmental and biogeochemical factors. The variations in the yields of different
plant species grown under the same conditions have been reported previously [47]. The
positive influence of bacterial inoculation was consistent on both varieties indicating
that Ensifer spp., Mesorhizobium spp. and Serratia spp. can be used as an effective
single-strain inocula or as co-inoculants for both the chickpea varieties.
4. Discussions
90
In the present study, pyrosequencing of nifH gene directly amplified from
nodule DNA of chickpea revealed diversity of diazotrophic (nitrogen-fixing) bacteria
associated with chickpea. A significant fraction i.e., 88.83 % of the total sequences
retrieved from all sites belonged to genus Mesorhizobium and detected sequences were
identical to that found in some pure culture of mesorhizobia obtained from nodules in
the present study. Laranjo et al. [3] have described that only Mesorhizobium genus is
true endophyte of chickpea. This clear dominance of mesorhizobial nifH gene
sequences is due to the fact that Mesorhizobium is the only genus which can nodulate
the chickpea [3, 127-131]
Sequence analysis of nifH gene PCR-amplified from rhizospheric soil DNA
revealed diversity of diazotrophic (nitrogen-fixing) bacteria associated with chickpea.
A significant fraction i.e., 16.68 % of the total sequences retrieved from all sites
belonged to genus Mesorhizobium. In the present study diazotrophic genera like
Azospirillum, Azotobacter, Bradyrhizobium, Ensifer and Frankia were also detected
along with mesorhizobia both in the nodules as well as in rhizospheric soil samples.
Occurrence of the members of these genera has been frequently reported from different
crops [9, 107, 132, 133].
In the present study, pyrosequencing of 16S rRNA gene directly amplified from
nodule DNA of chickpea revealed enormous diversity of root nodule associated
bacteria. Legumes are known to harbor multiple endophytes in the nodules as
previously reported [10, 114]. Overall analysis of retrieved sequences revealed
dominance of taxa belonging to class α-Proteobacteria (56.99 %), followed by γ-
Proteobacteria (26.43 %), “uncultured” (7.67 %), Firmibacteria (4.93 %), β-
Proteobacteria (2.55 %), Actinobacteria (0.75 %) and other minor groups (0.66 %).
Dominance of Actinobacteria (26.55 %), β-Proteobacteria (18.09 %), α-
Proteobacteria (16.10 %) and γ-Proteobacteria (3.71 %) has also been reported in
studies conducted on maize rhizospheric soil [134]. Comparison of sequences retrieved
from different sites indicated that α-Proteobacterial sequences were less abundant
(15.29 %) in the nodules collected from Kallar Syedan (District Rawalpindi) as
compared to NIBGE experimental site (75.63 %). Class Firmibacteria were not
represented in the retrieved sequences from the site Kallar Syedan (District Rawalpindi)
and NIFA (District Peshawar). At Thal desert firmibacterial sequences were relatively
abundant compared with other sites. Firmibacteria are known to be resistant to extreme
4. Discussions
91
conditions similar to the weather conditions prevailing at Thal desert (e.g., high
temperature, nutrient deficient soil and desert) due to spore formation [135, 136]. At
the sites Kallar Syedan (District Rawalpindi) and Chowk Munda (District
Muzaffargarh), α-proteobacterial sequences were relatively under represented (i.e.,
15.29 % and 25.91 % of the total retrieved sequences, respectively) but at both sites
maximum number of γ-proteobacterial sequences (54.77 % and 52.14 %, respectively)
were detected. Comparison of the sequences retrieved from Desi- and Kabuli-type
chickpea at NIBGE site showed that α-proteobacterial sequences were relatively more
abundant in nodules of Desi-type than Kabuli-type. However, in the nodules of Kabuli-
type chickpea, actinobacterial, β-proteobacterial, γ-proteobacterial and firmibacterial
sequences were relatively more abundant compared to Desi-type chickpea. These
results suggest some preference of certain groups of bacteria to associate with a specific
chickpea host type, in addition to soil type and weather conditions. Our results also
support the recent findings by Bonito et al. [137] that variation in root fungal and
bacterial communities has relevance to plant host and microbial host preferences, as
well as to factors pertaining to soil conditions.
A significant fraction i.e., 52.77 % of the total 16S rRNA sequences recovered
from nodules belonged to genus Mesorhizobium. In the nodules of Desi-type chickpea
cultivated in experimental field NIBGE (Districted Faisalabad) sequences of the genus
Mesorhizobium were more abundant (71.98 % of the total sequences) as compared to
Kallar Syedan (District Rawalpindi) and Chowk Munda (District Muzaffargarh) where
the mesorhizobial sequences comprised about 12.49 % and 22.35 % of the total
sequences, respectively. Dominance of mesorhizobial sequences among the retrieved
sequences indicated that in the present study sequences of endophytes were preferably
amplified and detected. Similarly, it may be inferred that microbes detected in addition
to Mesorhizobium may also be endophytic. However, we cannot rule out PCR
amplifications of the sequences from any contaminating DNA or bacterial cells
escaping our nodule surface sterilization procedure.
In the present study about 29.22 % of the retrieved 16S rRNA sequences
originated from “uncultured” fraction of the bacterial populations associated with the
nodules. Percentage of “uncultured” bacterial sequences was higher in the nodules
collected from nutrient deficient soil at Chowk Munda (District Muzaffargarh). Similar
higher percentage (32 % to 43 %) of “uncultured” bacteria has been reported from the
4. Discussions
92
rhizospheric soil of Brazilian Cerrado which is a tropical ecosystem containing a
diverse mosaic of grassland, savanna, woodland and forest [138]. Future research will
clarify significance of these “uncultured” bacteria and their role in the rhizospheric soil
ecology.
The retrieved sequences from nodule DNA of chickpea revealed occurrence of
111 bacterial genera. Among these, isolation of 44 genera has been reported previously
from the nodules of different legumes [9-14]. Abundance of these 44 genera is reflected
by the fact that about 69.32 % of total sequences belonged to these bacteria and the
remaining 67 genera detected in the present study constituted only 1.46 % of total
sequences.
Sequence analysis of 16S rRNA gene PCR-amplified from chickpea
rhizospheric soil DNA revealed diversity of bacteria associated with chickpea. The
retrieved sequences belonged to diverse phyla including Proteobacteria (23.40 %),
Firmicutes (5.52 %), Actinobacteria (29.48 %), “uncultured” (28.04 %) and other
minor phyla (13.57 %). Further analysis of the retrieved sequences indicated that
retrieved sequences belonged to diverse taxa including α-Proteobacteria (10.44 %), γ-
Proteobacteria (3.49 %), “uncultured” (35.97 %), Firmibacteria (4.99 %), β-
Proteobacteria (4.94 %), Actinobacteria (26.65 %) and other minor groups (13.52 %).
Dominance of Actinobacteria (26.55 %), β-Proteobacteria (18.09 %), α-
Proteobacteria (16.10 %) and γ-Proteobacteria (3.71 %) has also been reported in
studies conducted on maize rhizospheric soil [134]. Analysis of the retrieved sequences
indicated that sequences of all the bacterial genera isolated in the present study were
retrieved along with numerous sequences belonging to diverse genera of culturable as
well as “uncultured” bacteria. A fraction i.e., 0.265 % of the total sequences retrieved
from all sites belonged to genus Mesorhizobium. In the present study 29.72 %
sequences belonging to 313 genera of culturable bacteria were retrieved along with
70.28 % sequences of “uncultured” bacteria.
Through retrieved 16S rRNA gene sequences, several genera of PGPR were
detected in the present study including several important PGPR like Actinomadura,
Agromyces, Aeromicrobium, Arthrobacter, Bacillus, Bosea, Burkholderia, Ensifer,
Flavobacterium, Kocuria, Lysinibacillus, Mesorhizobium, Microbacterium, Nocardia,
Paenibacillus, Pantoea, Pseudomonas, Rhizobium, Serratia, Sphingobacterium,
4. Discussions
93
Staphylococcus, Streptomyces and Yersinia that have been reported for phytohormone
production and phosphate solubilization [40, 139-145]. Among these PGPR, some
genera like Agromyces, Ancylobacter, Arthrobacter, Ensifer, Mesorhizobium,
Ochrobactrum, Rhizobium and Streptomyces have been reported as free-living or
symbiotic nitrogen fixers [115, 146-149].
High abundance of Serratia spp. affiliated 16S rRNA gene sequences in nodules
collected from the Thal desert was revealed and comprised up to 15 % of the total
retrieved sequences. This high abundance of Serratia spp. as chickpea endophytic
bacteria is likely to be beneficial because in healthy plants penetration into roots or
nodules by pathogenic bacteria is strictly controlled by the host plant defense system
and most likely only plant beneficial bacteria can be enriched by the rhizospheric soil
conditions or occupy endophytic niches. Their entrance in the plant systems is
compromised by the host plant because of their plant growth promoting attributes such
as phytohormone production, enhancing the availability of nutrients, and by acting as
bio-control agent to other plant pathogenic organisms [150-152]. This outcome
suggested a potential positive association of the organisms from this genus with
chickpea plants that was further explored in detail in this study by targeted isolation of
two Serratia strains and application as inocula for chickpea.
Comparison of the Serratia spp. affiliated endophytic microbial populations at
different sites indicated relative low abundance in the root nodules as compared to the
nodules (15 %) from the Thal desert area. This could be due to the differences in
geochemistry’s of sites. Soil in the Thal site has significantly lower concentrations of
K, total and available P as compared to the other sites. It is possible that under P-limited
conditions host plant selectively favored the organisms that have P-solubilization
ability [153]. This kind of selective enrichment or strong regulation of the endophytic
Rhizobium population in response to soil N content has been reported previously [154].
Previously, endophytic and phyllo epiphytic presence of Serratia spp. in Populus
deltoids and in spinach plants has been reported [155].
Among the retrieved Serratia spp. sequences through uncultured methods, 96
% sequences (1093) showed maximum similarity to Serratia marcescens and the
remaining 43 sequences were closely related to an “uncultured” Serratia species. This
suggested that among different Serratia spp., S. marcescens strains are predominant
4. Discussions
94
endophytes at our sites and secondly, sequences from a potential novel Serratia sp.
were present, although in relatively low abundance. To confirm potential role of the
genus Serratia on chickpea growth, isolation of two Serratia marcescens affiliated
strains were made from chickpea root nodules. Red coloration, a distinctive character
of Serratia colonies reported by Petersen and Tisa [156] was very helpful in the initial
screening and isolation. Both isolates, 5D and RTL100 were affiliated with Serratia
marcescens based on 16S rRNA gene sequencing and were closely related to the
dominant cluster detected through uncultured methods. Their high abundance in the
root nodules, detected through uncultured methods, most likely was the cause of
successful isolation from this particular group.
4.1 Conclusions
From the results obtained in the present study it can be concluded that mesorhizobial
strains are the main nodule endophytes as indicated by 16S rRNA and nifH gene
sequencing of the pure cultures as well as the retrieved sequences from nodule DNA.
A number of diverse bacterial taxa (111genera in nodules, 313 genera in rhizospheric
soil) were detected by culture-independent technique, which included sequences of
genera previously reported as nodulating or non-nodulating endophytes of other
legumes and several well-known PGPR. In the present study, Mesorhizobium sp. NTY7
co-inoculated with PGPR Ensifer sp., NFY8 and Serratia sp. 5D proved to be the most
effective inoculum for both chickpea varieties and the inocula may be used for
production of biofertilizer for chickpea. Future studies may focus on isolation of these
important “uncultured” PGPR genera using selective growth media and optimum
growth conditions and explored for their PGPR potential along with the symbiotic
mesorhizobia.
95
Appendices
Appendix A
Relative abundance of bacterial genera detected by 16S rRNA gene sequence
analysis in the root nodule of chickpea grown at different localities.
(Data shown in percentage)
Genera detected L1 L2 L3 L4 L5 L6 L7 Acinetobacter 0.890 3.031 0.032 4.319 0.000 5.190 1.501
Actinomadura 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Actinophytocola 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Advenella 0.000 0.000 0.287 0.000 0.000 0.000 0.087
Aeromicrobium 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Agromyces 0.043 0.000 0.011 0.000 0.000 0.000 0.016
Amaricoccus 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Amycolatopsis 0.011 0.000 0.032 0.000 0.055 0.000 0.016
Ancylobacter 0.000 0.015 0.000 0.000 0.000 0.000 0.003
Arthrobacter 0.000 0.000 0.011 0.000 0.000 0.073 0.006
Bacillus 0.043 0.000 0.043 0.000 0.000 0.000 0.026
Bordetella 0.000 0.000 0.872 0.000 0.492 0.000 0.292
Bosea 0.011 0.015 0.032 0.042 0.000 0.000 0.019
Brevibacillus 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Brevundimonas 0.032 0.000 0.000 0.000 0.000 0.000 0.010
Burkholderia 0.000 0.000 0.000 4.906 0.000 0.000 0.375
Buttiauxella 0.172 0.000 0.128 0.084 0.000 0.439 0.115
Catellatospora 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Caulobacter 0.000 0.000 0.000 0.042 0.000 0.000 0.003
Cellvibrio 0.000 0.015 0.000 0.000 0.000 0.000 0.003
Chitinophaga 0.032 0.044 0.000 0.168 0.000 0.000 0.032
Chryseobacterium 0.011 0.000 0.000 0.168 0.109 0.000 0.022
Cohnella 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Comamonas 0.011 0.000 0.000 0.084 0.000 0.000 0.010
Cupriavidus 0.000 0.000 0.000 0.042 0.055 0.000 0.006
Delftia 0.000 0.000 0.000 1.593 0.000 0.000 0.122
Devosia 0.032 0.000 0.000 0.000 0.000 0.000 0.010
Dongia 0.043 0.044 0.000 0.000 0.000 0.000 0.022
Duganella 0.021 0.015 0.000 0.881 0.000 0.585 0.103
Dyadobacter 0.011 0.015 0.000 0.042 0.000 0.000 0.010
Dyella 0.000 0.000 0.000 0.000 0.055 0.000 0.003
Ensifer 0.568 0.350 0.043 0.000 0.000 0.658 0.289
Enterobacter 0.054 0.000 0.032 0.042 0.000 0.292 0.042
Filimonas 0.021 0.000 0.000 0.000 0.000 0.000 0.006
Flavobacterium 0.086 0.189 0.000 0.335 0.000 0.000 0.093
Gaiella 0.064 0.000 0.000 0.000 0.000 0.000 0.019
Gemmatimonas 0.000 0.015 0.000 0.000 0.000 0.000 0.003
Georgenia 0.000 0.000 0.032 0.000 0.000 0.000 0.010
Cont…
Appendices
96
Glycomyces 0.107 0.029 0.000 0.000 0.000 0.000 0.038
Gp3 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Gp4 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Herbaspirillum 0.000 0.000 0.000 0.964 0.000 0.000 0.074
Ilumatobacter 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Inquilinus 0.011 0.000 0.000 0.000 0.164 0.000 0.013
Isoptericola 0.011 0.029 0.000 0.000 0.000 0.000 0.010
Kocuria 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Kosakonia 0.021 0.000 0.000 0.000 0.000 0.000 0.006
Kribbella 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Labrys 0.011 0.000 0.021 0.084 0.000 0.000 0.016
Lechevalieria 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Luteimonas 0.000 0.015 0.011 0.000 0.000 0.000 0.006
Lysinibacillus 0.000 0.000 0.011 0.000 0.000 0.000 0.003
Lysobacter 0.032 0.015 0.000 0.000 0.000 0.000 0.013
Massilia 0.054 0.029 0.000 0.084 0.000 0.000 0.029
Mesorhizobium 56.01 71.98 52.46 12.49 22.35 47.37 52.77
Methylophilus 0.021 0.029 0.000 0.000 0.000 0.000 0.013
Methyloversatilis 0.000 0.015 0.000 0.000 0.000 0.000 0.003
Methylovorus 0.032 0.000 0.000 0.042 0.000 0.000 0.013
Microbacterium 0.021 0.015 0.011 0.000 0.055 0.000 0.016
Microvirga 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Moheibacter 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Mucilaginibacter 0.000 0.000 0.000 0.126 0.000 0.000 0.010
Mycobacterium 0.021 0.015 0.000 0.042 0.000 0.000 0.013
Myroides 0.021 0.000 0.000 0.000 0.000 0.000 0.006
Nitrososphaera 0.032 0.015 0.000 0.000 0.000 0.000 0.013
Nocardia 0.097 0.000 0.000 0.000 0.000 0.000 0.029
Nocardioides 0.054 0.015 0.000 0.000 0.000 0.000 0.019
Nocardiopsis 0.000 0.000 0.000 0.000 0.000 0.146 0.006
Nonomuraea 0.000 0.015 0.000 0.000 0.000 0.000 0.003
Novosphingobium 0.129 0.000 0.000 0.000 0.000 0.000 0.038
Ochrobactrum 0.075 0.015 0.159 0.000 0.219 0.000 0.087
Ohtaekwangia 0.064 0.015 0.000 0.000 0.000 0.000 0.022
Olivibacter 0.064 0.015 0.000 0.000 0.601 0.000 0.058
Opitutus 0.000 0.029 0.000 0.000 0.000 0.000 0.006
Oxobacter 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Paenibacillus 0.021 0.000 0.170 0.000 0.437 0.000 0.083
Pantoea 3.346 2.405 5.666 0.964 0.820 2.193 3.458
Phenylobacterium 0.011 0.000 0.000 0.000 0.000 0.000 0.003 Planococcaceae_incertae_sedis 0.000 0.000 6.293 0.000 0.000 0.000 1.899
Planomonospora 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Pontibacter 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Promicromonospora 0.204 0.073 0.011 0.000 0.109 0.000 0.087
Pseudomonas 4.719 2.507 0.149 28.72 0.109 5.994 4.475
Pseudorhodoferax 0.043 0.029 0.000 0.000 0.000 0.000 0.019
Pseudoxanthomonas 0.311 0.277 0.000 0.000 0.000 0.000 0.154
Psychrobacillus 0.000 0.000 0.011 0.000 0.000 0.000 0.003
Ralstonia 0.000 0.000 0.000 0.042 0.000 0.000 0.003
Rheinheimera 0.097 0.000 0.000 0.000 0.000 0.000 0.029
Rhizobium 1.373 0.583 0.106 0.252 0.109 0.804 0.632
Rhodobacter 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Roseomonas 0.000 0.000 0.000 0.000 0.055 0.000 0.003
Serratia 2.038 2.477 5.666 0.000 0.000 0.000 2.864
Cont…
Appendices
97
Shinella 0.011 0.015 0.000 0.000 0.000 0.000 0.006
Skermanella 0.043 0.000 0.000 0.000 0.000 0.000 0.013
Solirubrobacter 0.021 0.000 0.000 0.000 0.000 0.000 0.006
Sphaerobacter 0.000 0.015 0.000 0.000 0.000 0.000 0.003
Sphingobacterium 0.601 0.044 0.000 0.084 0.765 0.292 0.253
Sphingobium 0.021 0.000 0.000 0.000 0.000 0.000 0.006
Sphingomonas 0.064 0.029 0.000 0.000 0.000 0.000 0.026
Sporosarcina 0.000 0.000 0.128 0.000 0.000 0.000 0.038
Staphylococcus 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Stenotrophomonas 4.022 0.627 0.319 1.468 3.443 0.073 1.755
Steroidobacter 0.097 0.015 0.000 0.000 0.000 0.000 0.032
Streptomyces 0.225 0.044 0.011 0.000 0.000 0.000 0.080
Terrimonas 0.011 0.015 0.000 0.000 0.000 0.000 0.006
Tumebacillus 0.021 0.000 0.000 0.000 0.000 0.000 0.006
Variovorax 0.043 0.000 0.000 0.000 0.000 0.000 0.013
Xanthobacter 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Xanthomonas 0.064 0.073 0.000 0.000 0.000 0.000 0.035
Yersinia 0.000 0.000 0.000 0.210 0.000 0.000 0.016
Zavarzinella 0.011 0.000 0.000 0.000 0.000 0.000 0.003
Uncultured 23.316 14.748 27.246 41.677 70.000 35.892 27.313
L1: NIBGE Kabuli-type; L2: NIBGE Desi-type; L3: Thal desert Desi-type; L4: Kallar
Syedan Desi-type; L5: NIFA Desi-type; L6: Chowk Munda Desi-type and L7: Overall
Nodules
Appendix B
Bacterial genera detected by 16S rRNA gene sequence analysis in rhizospheric
soil of chickpea (Data shown in percentage)
Bacterial genera L1 L2 L3 L4 L5 L6 L7 L8 L9 L10 Aciditerrimonas 0.038 0.036 0.053 0.015 0.010 0.033 0.030
Acidovorax 0.015 0.002
Acinetobacter 0.023 0.018 0.053 0.387 0.066 Acrocarpospora 0.010 0.002
Actinoallomurus 0.018 0.002
Actinocorallia 0.018 0.015 0.029 0.078 0.024 Actinokineospora 0.195 0.015 0.002
Actinomadura 0.184 0.048 0.114 0.179 0.068 0.134 0.121 0.113
Actinomycetospora 0.061 0.015 0.054 0.035 0.015 0.117 0.056 0.033 0.050 Actinophytocola 0.071 0.251 0.018 0.071 0.149 0.068 0.078 0.033 0.123
Actinoplanes 0.038 0.018 0.011 0.014
Actinopolymorpha 0.011 0.002 Adhaeribacter 0.225 0.024 0.114 1.297 0.071 0.060 0.078 0.134 0.132 0.229
Advenella 0.008 0.002
Aerococcus 0.015 0.002 Aeromicrobium 0.024 0.091 0.035 0.060 0.020 0.022 0.011 0.044
Agrococcus 0.018 0.002
Agromyces 0.262 0.205 0.054 0.035 0.045 0.088 0.145 0.121 0.113 Alterococcus 0.041 0.010 0.022 0.002
Amaricoccus 0.245 0.048 0.015 0.149 0.108 0.056 0.154 0.056
Aminobacter 0.071 0.008 Ammoniphilus 0.164 0.048 0.144 0.378 0.035 0.104 0.078 0.056 0.110 0.123
Amycolatopsis 0.024 0.616 0.198 0.549 0.283 0.117 0.011 0.011 0.309
Anaeromyxobacter 0.020 0.071 0.071 0.015 0.186 0.190 0.044 0.082 Aneurinibacillus 0.020 0.004
Aquabacterium 0.035 0.004 Aquicella 0.020 0.167 0.030 0.049 0.045 0.088 0.022
Arcicella 0.020 0.004
Arenimonas 0.119 0.177 0.089 0.010 0.055 0.034 Armatimonadetes_gp2 0.011 0.002
Armatimonadetes_gp4 0.020 0.190 0.304 0.162 0.496 0.194 0.352 0.357 0.099 0.314
Armatimonadetes_gp5 0.035 0.020 0.078 0.022 Armatimonas/Armatimonadetes_g
p1
0.048 0.008 0.018 0.053 0.029 0.033 0.022 0.022
Cont…
Appendices
98
Arthrobacter 0.204 0.190 3.277 15.45
9
1.205 0.522 0.421 0.603 0.198 2.964
Aspromonas 0.015 0.010 0.004
Aurantimonas 0.011 0.002
Azoarcus 0.048 0.030 0.117 0.134 0.022 0.052 Azohydromonas 0.030 0.180 0.035 0.075 0.039 0.112 0.070
Azomonas 0.011 0.002
Azonexus 0.010 0.011 0.004 Azospirillum 0.020 0.023 0.090 0.018 0.030 0.078 0.123 0.011 0.060
Azotobacter 0.008 0.018 0.089 0.059 0.045 0.034
Bacillariophyta 0.143 0.045 0.049 0.066 0.018 Bacillus 1.943 0.667 0.654 4.018 0.939 0.268 1.105 0.948 1.353 1.151
Bacteriovorax 0.011 0.002
Balneimonas 0.008 0.002 Bauldia 0.010 0.011 0.004
Blastocatella 0.008 0.030 0.078 0.056 0.032
Blastochloris 0.041 0.024 0.008 0.011 0.033 0.004 Blastococcus 0.368 0.167 0.471 0.595 0.284 0.134 0.098 0.112 0.275 0.279
Blastomonas 0.018 0.002
Blastopirellula 0.041 0.048 0.030 0.030 0.010 0.044 0.014 Bordetella 0.020 0.008 0.018 0.011 0.004
Bosea 0.020 0.122 0.018 0.045 0.059 0.022 0.011 0.056
Bradyrhizobium 0.061 0.036 0.319 0.075 0.068 0.045 0.088 BRC1_genera_incertae_sedis 0.020 0.015 0.036 0.015 0.020 0.022 0.011 0.018
Brevibacillus 0.119 0.030 0.018 0.053 0.030 0.039 0.067 0.055 0.040
Brevundimonas 0.020 0.018 0.015 0.010 0.011 0.006 Burkholderia 0.015 1.152 0.133
Byssovorax 0.018 0.015 0.020 0.033 0.014
Candidatus Hydrogenedens 0.010 0.002 Candidatus Koribacter 0.010 0.022 0.006
Catellatospora 0.048 0.035 0.030 0.020 0.078 0.022 0.026
Catelliglobosispora 0.036 0.004 Catenuloplanes 0.035 0.004
Caulobacter 0.018 0.104 0.016
Cellulomonas 0.018 0.010 0.011 0.006 Cellvibrio 0.024 0.045 0.039 0.022 0.011 0.018
Cesiribacter 0.010 0.022 0.006
Chelativorans 0.008 0.002 Chelatococcus 0.024 0.010 0.011 0.002
Chitinophaga 0.046 0.018 0.053 0.015 0.147 0.067 0.064
Chlorophyta 0.024 0.030 0.010 0.011 0.006 Chthonomonas/Armatimonadetes
_gp3
0.071 0.008 0.195 0.045 0.049 0.179 0.033 0.072
Clostridium III 0.095 0.015 0.098 0.045 0.044 0.030 Clostridium sensu stricto 0.020 0.008 0.018 0.060 0.117 0.112 0.011 0.056
Clostridium XI 0.011 0.002
Cohnella 0.020 0.024 0.015 0.090 0.030 0.020 0.022 0.022 0.026 Conexibacter 0.024 0.023 0.015 0.020 0.022 0.011 0.016
Corallococcus 0.015 0.004
Cryptosporangium 0.023 0.010 0.008 Cupriavidus 0.024 0.084 0.054 0.018 0.015 0.022 0.011 0.036
Cystobacter 0.020 0.048 0.084 0.036 0.018 0.045 0.039 0.033 0.042 Dactylosporangium 0.024 0.122 0.180 0.035 0.010 0.006
Dechloromonas 0.039 0.011 0.008
Defluviicoccus 0.015 0.002 Dehalococcoides 0.032
Deinococcus 0.020
Desertibacter 0.015 0.068 0.078 0.030 Desmospora 0.020 0.004
Desulfobulbus 0.008 0.002
Desulfocapsa 0.061 0.016 Desulfomonile 0.023 0.006
Desulfuromonas 0.038 0.010
Devosia 0.143 0.023 0.054 0.124 0.089 0.020 0.078 0.077 0.056 Domibacillus 0.061 0.018 0.029 0.024
Dongia 0.024 0.071 0.045 0.029 0.011 0.011 0.022
Duganella 0.301 0.030 0.020 0.042 Dyadobacter 0.053 0.030 0.020 0.011 0.016
Dyella 0.035 0.004
Ensifer 0.082 0.071 0.259 0.757 0.492 0.509 0.223 0.077 0.360 Euzebya 0.020 0.011 0.011 0.002
Falsibacillus 0.010 0.078 0.002
Flavisolibacter 0.030 0.126 0.035 0.075 0.029 0.056 Flavitalea 0.008 0.018 0.045 0.010
Flavobacterium 0.053 0.030 0.039 0.112 0.038
Cont…
Appendices
99
Flindersiella 0.020 0.071 0.008 0.015 0.011 0.044 0.006
Fluviicola 0.024 0.045 0.011 0.006
Fontibacillus 0.018 0.010 0.004
Gaiella 0.409 1.857 1.308 0.667 2.588 2.161 1.947 2.622 1.078 1.859
Geminicoccus 0.123 0.071 0.076 0.036 0.018 0.030 0.059 0.067 0.099 0.054 Gemmata 0.020 0.071 0.015 0.053 0.089 0.098 0.045 0.044 0.050
Gemmatimonas 1.329 0.976 0.403 0.198 0.479 0.715 0.489 0.580 1.166 0.480
Geobacillus 0.011 0.002 Geobacter 0.008 0.030 0.059 0.134 0.042
Geodermatophilus 0.307 0.852 0.270 0.248 0.104 0.029 0.179 0.165 0.332
Georgenia 0.041 0.008 0.010 0.033 0.022 0.010 Glycomyces 0.082 0.035 0.030 0.059 0.056 0.044 0.030
Gordonia 0.041 0.010 0.033 0.022 0.008
Gp1 0.018 0.029 0.011 0.010 Gp10 0.020 0.214 0.144 0.532 0.194 0.059 0.123 0.110 0.157
Gp17 0.143 0.053 0.053 0.015 0.108 0.033 0.066 0.050
Gp18 0.018 0.015 0.004 Gp2 0.010 0.011 0.004
Gp22 0.015 0.010 0.011 0.006
Gp25 0.020 0.048 0.068 0.036 0.124 0.030 0.068 0.201 0.033 0.090 Gp3 0.204 0.429 0.190 0.018 0.408 0.328 0.704 0.569 0.308 0.386
Gp4 0.833 0.243 0.144 1.010 0.700 0.499 0.580 0.385 0.492
Gp5 0.024 0.008 0.018 0.015 0.011 0.011 0.008 Gp6 0.450 3.429 1.331 0.577 1.329 2.086 1.682 2.064 1.826 1.551
Gp7 0.041 0.167 0.190 0.126 0.319 0.045 0.059 0.056 0.099 0.127
GpI 0.204 0.071 0.018 0.039 0.045 0.143 0.018 GpIV 0.011 0.002
Haliangium 0.010 0.002
Halobacillus 0.041 0.020 0.011 0.022 0.006 Halomonas 0.010 0.002
Herbaspirillum 0.018 0.002
Herpetosiphon 0.071 0.015 0.020 0.123 0.036 Hydrogenophaga 0.030 0.049 0.078 0.028
Hymenobacter 0.036 0.035 0.030 0.012
Hyphomicrobium 0.020 0.018 0.045 0.020 0.011 0.012 Iamia 0.038 0.011 0.012
Ideonella 0.018 0.002
Ignavibacterium 0.011 0.002 Ilumatobacter 0.082 0.119 0.030 0.036 0.124 0.179 0.157 0.145 0.099 0.107
Inhella 0.010 0.002
Inquilinus 0.137 0.177 0.060 0.029 0.011 0.072 Isoptericola 0.078 0.112 0.036
Jahnella 0.008 0.002
Janibacter 0.030 0.059 0.011 0.022 Janthinobacterium 0.015 0.004
Jiangella 0.020 0.024 0.015 0.015 0.039 0.056 0.022 0.024
Kibdelosporangium 0.008 0.002 Kineococcus 0.036 0.039 0.012
Kineosporia 0.018 0.002
Kocuria 0.102 0.076 0.631 0.176 0.067 0.055 0.137 Kofleria 0.008 0.011 0.004
Kribbella 0.095 0.646 0.126 0.390 0.179 0.049 0.011 0.044 0.263 Ktedonobacter 0.018 0.015 0.004
Labrys 0.023 0.071 0.030 0.018
Lacibacter 0.010 0.002 Latescibacteria_genera_incertae_
sedis
0.015 0.002
Lechevalieria 0.061 0.024 0.327 0.036 0.461 0.179 0.049 0.123 0.044 0.197 Legionella 0.008 0.035 0.015 0.020 0.022 0.016
Lentzea 0.106 0.075 0.022
Litorilinea 0.061 0.071 0.023 0.018 0.018 0.068 0.078 0.066 0.038 Luteimonas 0.020 0.018 0.045 0.010 0.045 0.011 0.018
Lysinibacillus 0.061 0.008 0.011 0.033 0.004
Lysobacter 0.061 0.071 0.053 0.072 0.266 0.164 0.176 0.156 0.066 0.137 Marmoricola 0.061 0.048 0.061 0.072 0.177 0.149 0.117 0.056 0.055 0.098
Massilia 0.048 0.236 0.757 0.603 0.075 0.108 0.022 0.022 0.249
Mesorhizobium 0.041 0.071 0.122 0.162 0.815 0.328 0.147 0.279 0.055 0.265 Methanomassiliicoccus 0.008 0.054 0.010 0.022 0.014
Methanoregula 0.008 0.002
Methanosarcina 0.023 0.006 Methanospirillum 0.015 0.004
Methylobacillus 0.018 0.002
Methylobacterium 0.015 0.036 0.177 0.015 0.010 0.032 Methylocaldum 0.018 0.002
Methylophilus 0.041 0.008 0.035 0.060 0.011 0.022 0.016
Cont…
Appendices
100
Methylovorus 0.035 0.238 0.020 0.040
Microbacterium 0.020 0.095 0.175 0.216 0.035 0.045 0.020 0.033 0.055 0.090
Microbulbifer 0.010 0.002
Microlunatus 0.041 0.095 0.015 0.036 0.160 0.134 0.059 0.078 0.066 0.070
Micromonospora 0.061 0.024 0.030 0.071 0.030 0.049 0.089 0.044 0.046 Microvirga 0.348 0.357 1.589 1.477 0.603 0.462 0.626 0.591 0.352 0.941
Modestobacter 0.036 0.004
Mucilaginibacter 0.886 0.100 Mycobacterium 0.082 0.119 0.182 0.054 0.213 0.298 0.137 0.156 0.099 0.173
Myxococcus 0.041 0.024 0.114 0.018 0.015 0.049 0.022 0.033 0.048
Nakamurella 0.035 0.004 Nannocystis 0.024 0.046 0.054 0.018 0.020 0.033 0.011 0.030
Natronococcus 0.011 0.002
Naxibacter 0.015 0.054 0.010 Niabella 0.018 0.002
Niastella 0.024 0.036 0.089 0.015 0.010 0.011 0.018
Nitriliruptor 0.368 0.020 0.011 0.198 0.006 Nitrobacter 0.010 0.002
Nitrosomonas 0.020 0.022 0.008
Nitrososphaera 0.654 4.048 0.852 0.378 0.975 1.818 1.682 1.852 2.222 1.290 Nitrosospira 0.082 0.714 0.030 0.018 0.071 0.015 0.010 0.045 0.044 0.030
Nitrospira 0.184 0.327 0.288 0.284 0.387 0.470 0.469 0.429 0.380
Nocardia 0.143 0.143 0.099 0.378 0.071 0.104 0.059 0.067 0.143 0.113 Nocardioides 0.818 0.262 2.585 1.982 1.081 1.818 0.616 0.658 0.561 1.503
Nocardiopsis 0.024 0.008 0.089 0.010 0.011 0.011 0.018
Nonomuraea 0.020 0.048 0.114 0.018 0.124 0.045 0.196 0.156 0.033 0.119 Noviherbaspirillum 0.015 0.108 0.035 0.030 0.010 0.011 0.028
Novosphingobium 0.102 0.054 0.142 0.373 0.022 0.055 0.076
Ochrobactrum 0.102 0.024 0.220 1.207 0.142 0.164 0.127 0.167 0.066 0.285 Ohtaekwangia 0.245 0.405 0.182 0.180 0.142 0.492 0.577 0.513 0.319 0.358
Olivibacter 0.030 0.010 0.006
Opitutus 0.020 0.095 0.038 0.072 0.461 0.268 0.196 0.100 0.055 0.163 Ornithinimicrobium 0.307 0.054 0.010 0.067 0.165 0.020
Oscillochloris 0.204 0.010 0.022 0.006
Oxalophagus 0.015 0.054 0.010 Oxobacter 0.022 0.004
Paenibacillus 0.071 0.167 0.523 0.124 0.075 0.274 0.179 0.143 0.213
Panacagrimonas 0.010 0.011 0.004 Pantoea 0.072 0.035 0.134 0.049 0.040
Paracoccus 0.011 0.002
Pedobacter 0.048 0.018 0.035 0.030 0.010 0.022 0.012 Pedomicrobium 0.095 0.023 0.018 0.035 0.253 0.029 0.033 0.044 0.058
Pelagibacterium 0.011 0.002
Pelomonas 0.160 0.018 Pelotomaculum 0.008 0.002
Peredibacter 0.011 0.002
Phaselicystis 0.008 0.002 Phenylobacterium 0.041 0.071 0.160 0.108 0.425 0.104 0.108 0.067 0.055 0.149
Phycicoccus 0.018 0.015 0.004
Pirellula 0.123 0.167 0.129 0.054 0.053 0.268 0.342 0.257 0.143 0.197 Planctomyces 0.286 0.143 0.046 0.030 0.029 0.078 0.220 0.036
Planifilum 0.020 0.004 Planobispora 0.008 0.002
Planococcaceae_incertae_sedis 0.035 0.004
Planomicrobium 0.010 0.002 Planomonospora 0.024 0.020 0.022 0.011 0.008
Polaromonas 0.035 0.004
Pontibacter 4.438 0.071 0.023 0.072 0.060 0.176 0.357 2.420 0.121 Porphyrobacter 0.010 0.002
Promicromonospora 0.020 0.601 0.313 0.421 0.078 0.011 0.299
Prosthecomicrobium 0.015 0.002 Pseudokineococcus 0.020 0.004
Pseudolabrys 0.020 0.024 0.015 0.018 0.015 0.008
Pseudomonas 0.184 0.167 0.018 0.266 0.939 0.978 0.268 0.022 0.404 Pseudonocardia 0.722 0.144 0.408 0.566 0.235 0.268 0.176 0.422
Pseudorhodoferax 0.060 0.008
Pseudoxanthomonas 0.018 0.358 0.470 0.100 0.163 Psychrobacter 0.015 0.002
Ramlibacter 0.008 0.018 0.018 0.010 0.008
Rathayibacter 0.015 0.002 Rhizobacter 0.024 0.018 0.011 0.002
Rhizobium 0.018 0.337 1.043 0.704 0.100 0.340
Rhodococcus 0.061 0.008 0.015 0.020 0.045 0.033 0.016 Rhodocytophaga 0.108 0.015 0.117 0.045 0.046
Rhodoplanes 0.015 0.004
Cont…
Appendices
101
Roseimicrobium 0.010 0.002
Roseomonas 0.023 0.018 0.029 0.045 0.022
Rubellimicrobium 0.048 0.152 0.396 0.035 0.209 0.098 0.179 0.022 0.167
Rubrobacter 0.041 0.095 0.144 0.072 0.248 0.030 0.303 0.257 0.066 0.185
Saccharibacteria_genera_incertae_sedis
0.038 0.018 0.045 0.020 0.011 0.024
Saccharomonospora 0.023 0.010 0.002
Saccharopolyspora 0.018 0.071 0.015 0.029 0.022 0.022 Saccharothrix 0.020 0.053 0.104 0.049 0.045 0.011 0.044
Salinibacter 0.015 0.002
Segetibacter 0.053 0.006 Serratia 0.033 0.006
Shimazuella 0.091 0.015 0.029 0.011 0.034
Shinella 0.018 0.045 0.008 Sideroxydans 0.008 0.002
Singulisphaera 0.035 0.004
Sinomonas 0.018 0.002 Skermanella 0.041 0.167 0.335 0.396 0.106 0.164 0.293 0.234 0.099 0.267
Solimonas 0.008 0.018 0.004
Solirubrobacter 0.777 0.690 1.080 0.216 1.631 0.700 0.851 1.094 0.737 0.951 Sorangium 0.023 0.020 0.011 0.012
Sphaerisporangium 0.082 0.024 0.053 0.015 0.010 0.011 0.011 0.012
Sphaerobacter 0.048 0.030 0.108 0.030 0.020 0.022 0.066 0.032 Sphingobacterium 0.030 0.010 0.045 0.014
Sphingobium 0.015 0.020 0.006
Sphingomonas 0.015 0.018 0.124 0.060 0.010 0.011 0.032 Sphingopyxis 0.015 0.010 0.004
Spirillospora 0.020 0.020 0.011 0.011 0.006
Sporacetigenium 0.030 0.029 0.045 0.018 Sporichthya 0.024 0.068 0.018 0.033 0.011 0.026 Sporolactobacillaceae_incertae_sedis 0.102 0.018 0.055 0.002
Sporomusa 0.039 0.008 Sporosarcina 0.204 0.071 0.008 0.036 0.071 0.020 0.033 0.143 0.024
Stenotrophomonas 0.368 0.333 0.418 3.640 0.549 0.447 0.430 0.424 0.352 0.796
Steroidobacter 0.368 0.643 0.456 0.378 0.354 0.581 0.293 0.346 0.495 0.400 Streptomyces 0.307 0.524 1.946 2.360 0.868 0.894 0.538 0.647 0.407 1.212
Streptophyta 0.030 0.847 0.035 0.060 0.059 0.112 0.145
Streptosporangium 0.035 0.004 Subdivision3_genera_incertae_sedis 0.020 0.048 0.053 0.060 0.039 0.056 0.033 0.032
Sulfuricurvum 0.008 0.002
Sulfuritalea 0.023 0.006 Syntrophobacter 0.020 0.039 0.045 0.011 0.016
Terrabacter 0.142 0.030 0.010 0.022
Terriglobus 0.018 0.002 Terrimonas 0.008 0.071 0.015 0.010 0.011 0.016
Thermoactinomyces 0.048 0.010 0.022 0.002
Thermocatellispora 0.010 0.002 Thiobacillus 0.144 0.038
Truepera 0.041 0.015 0.162 0.022 0.022
Tumebacillus 0.123 0.137 0.126 0.089 0.015 0.205 0.156 0.066 0.131 Turicibacter 0.018 0.002
Vampirovibrio 0.015 0.011 0.004 Variovorax 0.024 0.152 0.054 0.071 0.045 0.020 0.011 0.011 0.066
Vasilyevaea 0.024 0.068 0.018 0.060 0.010 0.011 0.011 0.032
Virgisporangium 0.020 0.048 0.010 0.022 0.033 0.006 WPS-1_genera_incertae_sedis 0.038 0.036 0.142 0.045 0.108 0.056 0.068
WPS-2_genera_incertae_sedis 0.190 0.091 0.018 0.213 0.104 0.068 0.056 0.088 0.088
Xanthomonas 0.119 0.016 Zavarzinella 0.167 0.220 0.018 0.106 0.209 0.254 0.179 0.077 0.183
Uncultured 80.45
0
77.28
6
71.06
1
54.81
1
68.66
4
71.58
0
74.10
7
74.38
1
78.98
8
70.27
8
L1: Bulk Soil NIBGE; L2: Bulk Soil NIFA; L3: Thal desert Desi-type; L4: Chowk
Munda Desi-type; L5: Kallar Syedan Desi-type; L6: NIFA Desi-type; L7: NIBGE
Desi-type; L8: NIBGE Kabuli-type; L9: Overall Bulk Soil and L10: Overall
rhizospheric soil
102
References
[1] D. S. Rao, and Y. Deosthale, "Mineral composition of four Indian food
legumes," Journal of Food Science, vol. 46, pp. 1962-1963, 1981.
[2] R. K. Varshney, C. Song, R. K. Saxena, S. Azam, S. Yu, A. G. Sharpe, et al.,
"Draft genome sequence of chickpea (Cicer arietinum) provides a resource for
trait improvement," Nature Biotechnology, vol. 31, pp. 240-246, 2013.
[3] M. Laranjo, A. Alexandre, and S. Oliveira, "Legume growth-promoting
rhizobia: an overview on the Mesorhizobium genus," Microbiological Research,
vol. 169, pp. 2-17, 2014.
[4] Y. Bai, B. Pan, T. C. Charles, and D. L. Smith, "Co-inoculation dose and root
zone temperature for plant growth promoting rhizobacteria on soybean [Glycine
max (L.) Merr] grown in soil-less media," Soil Biology and Biochemistry, vol.
34, pp. 1953-1957, 2002.
[5] D. Beck, "Yield and nitrogen fixation of chickpea cultivars in response to
inoculation with selected rhizobial strains," Agronomy Journal, vol. 84, pp. 510-
516, 1992.
[6] B. Jarvis, P. Van Berkum, W. Chen, S. Nour, M. Fernandez, J. Cleyet-Marel, et
al., "Transfer of Rhizobium loti, Rhizobium huakuii, Rhizobium ciceri,
Rhizobium mediterraneum, and Rhizobium tianshanense to Mesorhizobium gen.
nov," International Journal of Systematic and Evolutionary Microbiology, vol.
47, pp. 895-898, 1997.
[7] T. K. Bejandi, R. S. Sharifii, M. Sedghi, and A. Namvar, "Effects of plant
density, Rhizobium inoculation and microelements on nodulation, chlorophyll
content and yield of chickpea (Cicer arietinum L.)," Annals of Biological
Research, vol. 3, pp. 1167-1178, 2012.
[8] W. Ellouze, C. Hamel, V. Vujanovic, Y. Gan, S. Bouzid, and M. St-Arnaud,
"Chickpea genotypes shape the soil microbiome and affect the establishment of
the subsequent durum wheat crop in the semiarid North American Great Plains,"
Soil Biology and Biochemistry, vol. 63, pp. 129-141, 2013.
[9] A. Peix, M. H. Ramírez-Bahena, E. Velázquez, and E. J. Bedmar, "Bacterial
associations with legumes," Critical Reviews in Plant Sciences, vol. 34, pp. 17-
42, 2015.
[10] S. E. De Meyer, K. De Beuf, B. Vekeman, and A. Willems, "A large diversity
of non-rhizobial endophytes found in legume root nodules in Flanders
(Belgium)," Soil Biology and Biochemistry, vol. 83, pp. 1-11, 2015.
References
102
[11] P. Palaniappan, P. S. Chauhan, V. S. Saravanan, R. Anandham, and T. Sa,
"Isolation and characterization of plant growth promoting endophytic bacterial
isolates from root nodule of Lespedeza sp," Biology and fertility of soils, vol.
46, pp. 807-816, 2010.
[12] Z. S. Deng, L. F. Zhao, Z. Y. Kong, W. Q. Yang, K. Lindström, E. T. Wang, et
al., "Diversity of endophytic bacteria within nodules of the Sphaerophysa
salsula in different regions of Loess Plateau in China," FEMS Microbiology
Ecology, vol. 76, pp. 463-475, 2011.
[13] G. Arone, C. Calderón, S. Moreno, and E. J. Bedmar, "Identification of Ensifer
strains isolated from root nodules of Medicago hispida grown in association
with Zea mays in the Quechua region of the Peruvian Andes," Biology and
Fertility of Soils, vol. 50, pp. 185-190, 2014.
[14] A. Sturz, B. Christie, B. Matheson, and J. Nowak, "Biodiversity of endophytic
bacteria which colonize red clover nodules, roots, stems and foliage and their
influence on host growth," Biology and Fertility of Soils, vol. 25, pp. 13-19,
1997.
[15] D. Egamberdieva, G. Berg, K. Lindström, and L. Räsänen, "Co-inoculation of
Pseudomonas spp. with Rhizobium improves growth and symbiotic
performance of fodder galega (Galega orientalis Lam.)," European Journal of
Soil Biology, vol. 46, pp. 269-272, 2010.
[16] L. Hiltner, "Über neuere Erfahrungen und Probleme auf dem Gebiete der
Bodenbakteriologie unter besonderer Berücksichtigung der Gründüngung und
Brache," Arbeiten der Deutschen Landwirtschaftlichen Gesellschaft, vol. 98,
pp. 59-78, 1904.
[17] D. H. McNear Jr, "The rhizosphere-roots, soil and everything in between,"
Nature Education Knowledge, vol. 4, p. 1, 2013.
[18] J. Belnap, C. V. Hawkes, and M. K. Firestone, "Boundaries in miniature: two
examples from soil," BioScience, vol. 53, pp. 739-749, 2003.
[19] F. J. Stevenson, Cycles of soils: carbon, nitrogen, phosphorus, sulfur,
micronutrients: John Wiley & Sons, 1999.
[20] M. Schloter, M. Lebuhn, T. Heulin, and A. Hartmann, "Ecology and evolution
of bacterial microdiversity," FEMS Microbiology Reviews, vol. 24, pp. 647-
660, 2000.
[21] V. Torsvik, F. L. Daae, R.-A. Sandaa, and L. Øvreås, "Novel techniques for
analysing microbial diversity in natural and perturbed environments," Journal
of Biotechnology, vol. 64, pp. 53-62, 1998.
[22] R. I. Amann, W. Ludwig, and K.-H. Schleifer, "Phylogenetic identification and
in situ detection of individual microbial cells without cultivation,"
Microbiological Reviews, vol. 59, pp. 143-169, 1995.
References
103
[23] P. H. Janssen, "Identifying the dominant soil bacterial taxa in libraries of 16S
rRNA and 16S rRNA genes," Applied and Environmental Microbiology, vol.
72, pp. 1719-1728, 2006.
[24] F. Poly, L. J. Monrozier, and R. Bally, "Improvement in the RFLP procedure
for studying the diversity of< i> nifH genes in communities of nitrogen fixers
in soil," Research in Microbiology, vol. 152, pp. 95-103, 2001.
[25] O. O. Babalola, "Beneficial bacteria of agricultural importance," Biotechnology
Letters, vol. 32, pp. 1559-1570, 2010.
[26] D. M. Penrose and B. R. Glick, "Methods for isolating and characterizing ACC
deaminase‐ containing plant growth‐ promoting rhizobacteria," Physiologia
Plantarum, vol. 118, pp. 10-15, 2003.
[27] B. R. Glick, "The enhancement of plant growth by free-living bacteria,"
Canadian Journal of Microbiology, vol. 41, pp. 109-117, 1995.
[28] R. Dixon and D. Kahn, "Genetic regulation of biological nitrogen fixation,"
Nature Reviews Microbiology, vol. 2, pp. 621-631, 2004.
[29] E. Kondorosi, P. Mergaert, and A. Kereszt, "A paradigm for endosymbiotic life:
cell differentiation of Rhizobium bacteria provoked by host plant factors,"
Annual Review of Microbiology, vol. 67, pp. 611-628, 2013.
[30] S. Hill, "How is nitrogenase regulated by oxygen?," FEMS Microbiology
Reviews, vol. 4, pp. 111-129, 1988.
[31] C. A. Appleby, "Leghemoglobin and Rhizobium respiration," Annual Review
of Plant Physiology, vol. 35, pp. 443-478, 1984.
[32] E. Oka-Kira and M. Kawaguchi, "Long-distance signaling to control root
nodule number," Current Opinion in Plant Biology, vol. 9, pp. 496-502, 2006.
[33] C. Brígido, B. R. Glick, and S. Oliveira, "Survey of Plant Growth-Promoting
Mechanisms in Native Portuguese Chickpea Mesorhizobium Isolates,"
Microbial Ecology, pp. 1-16, 2016.
[34] M. S. Mirza, S. Mehnaz, P. Normand, C. Prigent-Combaret, Y. Moënne-
Loccoz, R. Bally, et al., "Molecular characterization and PCR detection of a
nitrogen-fixing Pseudomonas strain promoting rice growth," Biology and
Fertility of Soils, vol. 43, pp. 163-170, 2006.
[35] P. Bhattacharyya and D. Jha, "Plant growth-promoting rhizobacteria (PGPR):
emergence in agriculture," World Journal of Microbiology and Biotechnology,
vol. 28, pp. 1327-1350, 2012.
[36] J. K. Vessey, "Plant growth promoting rhizobacteria as biofertilizers," Plant and
Soil, vol. 255, pp. 571-1157, 2003.
[37] E. Tsavkelova, S. Y. Klimova, T. Cherdyntseva, and A. Netrusov, "Microbial
producers of plant growth stimulators and their practical use: a review," Applied
Biochemistry and Microbiology, vol. 42, pp. 117-126, 2006.
References
104
[38] R. Remans, S. Beebe, M. Blair, G. Manrique, E. Tovar, I. Rao, et al.,
"Physiological and genetic analysis of root responsiveness to auxin-producing
plant growth-promoting bacteria in common bean (Phaseolus vulgaris L.),"
Plant and Soil, vol. 302, pp. 149-161, 2008.
[39] W. T. Frankenberger Jr and M. Arshad, Phytohormones in soils: microbial
production and function: Marcel Dekker Inc., 1995.
[40] F. Ahmad, I. Ahmad, and M. Khan, "Screening of free-living rhizospheric
bacteria for their multiple plant growth promoting activities," Microbiological
Research, vol. 163, pp. 173-181, 2008.
[41] V. V. Kumar, "Plant Growth-Promoting Microorganisms: Interaction with
Plants and Soil," in Plant, Soil and Microbes, ed: Springer, 2016, pp. 1-16.
[42] S. Mehnaz, M. S. Mirza, J. Haurat, R. Bally, P. Normand, A. Bano, et al.,
"Isolation and 16S rRNA sequence analysis of the beneficial bacteria from the
rhizosphere of rice," Canadian Journal of Microbiology, vol. 47, pp. 110-117,
2001.
[43] M. S. Mirza, W. Ahmad, F. Latif, J. Haurat, R. Bally, P. Normand, et al.,
"Isolation, partial characterization, and the effect of plant growth-promoting
bacteria (PGPB) on micro-propagated sugarcane in vitro," Plant and Soil, vol.
237, pp. 47-54, 2001.
[44] J. Yadav and J. P. Verma, "Effect of seed inoculation with indigenous
Rhizobium and plant growth promoting rhizobacteria on nutrients uptake and
yields of chickpea (Cicer arietinum L.)," European Journal of Soil Biology, vol.
63, pp. 70-77, 2014.
[45] A. Zaheer, B. S. Mirza, J. E. McLean, S. Yasmin, T. M. Shah, K. A. Malik, et
al., "Association of plant growth-promoting Serratia spp. with the root nodules
of chickpea," Research in Microbiology, vol. 167, pp. 510-520, 2016.
[46] S. Gopalakrishnan, V. Srinivas, B. Prakash, A. Sathya, and R. Vijayabharathi,
"Plant growth-promoting traits of Pseudomonas geniculata isolated from
chickpea nodules," 3 Biotech, vol. 5, pp. 653-661, 2015.
[47] A. Imran, M. S. Mirza, T. M. Shah, K. A. Malik, and F. Y. Hafeez, "Differential
response of kabuli and desi chickpea genotypes towards inoculation with PGPR
in different soils," Frontiers in Microbiology, vol. 6, pp. 1-14, 2015.
[48] J. P. Verma, J. Yadav, K. N. Tiwari, and D. K. Jaiswal, "Evaluation of plant
growth promoting activities of microbial strains and their effect on growth and
yield of chickpea (Cicer arietinum L.) in India," Soil Biology and Biochemistry,
vol. 70, pp. 33-37, 2014.
[49] A. Goel, S. Sindhu, and K. Dadarwal, "Stimulation of nodulation and plant
growth of chickpea (Cicer arietinum L.) by Pseudomonas spp. antagonistic to
fungal pathogens," Biology and Fertility of Soils, vol. 36, pp. 391-396, 2002.
References
105
[50] B. Joseph, R. Ranjan Patra, and R. Lawrence, "Characterization of plant growth
promoting rhizobacteria associated with chickpea (Cicer arietinum L.),"
International Journal of Plant Production, vol. 1, pp. 141-152, 2012.
[51] S. Gopalakrishnan, V. Srinivas, G. Alekhya, and B. Prakash, "Effect of plant
growth-promoting Streptomyces sp. on growth promotion and grain yield in
chickpea (Cicer arietinum L)," 3 Biotech, vol. 5, pp. 799-806, 2015.
[52] A. Ali, R. Khalid, A. Safdar, Z. Akram, and R. Hayat, "Characterization of Plant
Growth Promoting Rhizobacteria Isolated from Chickpea (Cicer arietinum),"
British Microbiology Research Journal, vol. 6, p. 32, 2015.
[53] M. Panwar, R. Tewari, A. Gulati, and H. Nayyar, "Indigenous salt-tolerant
rhizobacterium Pantoea dispersa (PSB3) reduces sodium uptake and mitigates
the effects of salt stress on growth and yield of chickpea," Acta Physiologiae
Plantarum, vol. 38, p. 278, 2016.
[54] R. A. Fierro-Coronado, F. R. Quiroz-Figueroa, L. M. García-Pérez, E. Ramírez-
Chávez, J. Molina-Torres, and I. E. Maldonado-Mendoza, "IAA-producing
rhizobacteria from chickpea (Cicer arietinum L.) induce changes in root
architecture and increase root biomass 1," Canadian Journal of Microbiology,
vol. 60, pp. 639-648, 2014.
[55] M. Sarwar, M. Arshad, D. A. Martens, and W. Frankenberger Jr, "Tryptophan-
dependent biosynthesis of auxins in soil," Plant and Soil, vol. 147, pp. 207-215,
1992.
[56] A. H. Nassar, K. A. El-Tarabily, and K. Sivasithamparam, "Promotion of plant
growth by an auxin-producing isolate of the yeast Williopsis saturnus
endophytic in maize (Zea mays L.) roots," Biology and Fertility of Soils, vol.
42, pp. 97-108, 2005.
[57] Y. Bashan, A. A. Kamnev, and L. E. de-Bashan, "Tricalcium phosphate is
inappropriate as a universal selection factor for isolating and testing phosphate-
solubilizing bacteria that enhance plant growth: a proposal for an alternative
procedure," Biology and Fertility of Soils, vol. 49, pp. 465-479, 2013.
[58] S. Savci, "An agricultural pollutant: chemical fertilizer," International Journal
of Environmental Science and Development, vol. 3, pp. 77-80, 2012.
[59] A. E. Richardson, J. P. Lynch, P. R. Ryan, E. Delhaize, F. A. Smith, S. E. Smith,
et al., "Plant and microbial strategies to improve the phosphorus efficiency of
agriculture," Plant and Soil, vol. 349, pp. 121-156, 2011.
[60] J. P. Verma, J. Yadav, K. N. Tiwari, and A. Kumar, "Effect of indigenous
Mesorhizobium spp. and plant growth promoting rhizobacteria on yields and
nutrients uptake of chickpea (Cicer arietinum L.) under sustainable agriculture,"
Ecological Engineering, vol. 51, pp. 282-286, 2013.
[61] S. B. Sharma, R. Z. Sayyed, M. H. Trivedi, and T. A. Gobi, "Phosphate
solubilizing microbes: sustainable approach for managing phosphorus
deficiency in agricultural soils," SpringerPlus, vol. 2, pp. 1-14, 2013.
References
106
[62] Y. Bashan, A. A. Kamnev, and L. E. de-Bashan, "A proposal for isolating and
testing phosphate-solubilizing bacteria that enhance plant growth," Biology and
Fertility of Soils, pp. 1-2, 2013.
[63] H. Rodrı́guez and R. Fraga, "Phosphate solubilizing bacteria and their role in
plant growth promotion," Biotechnology Advances, vol. 17, pp. 319-339, 1999.
[64] S. Wu, Z. Cao, Z. Li, K. Cheung, and M. Wong, "Effects of biofertilizer
containing N-fixer, P and K solubilizers and AM fungi on maize growth: a
greenhouse trial," Geoderma, vol. 125, pp. 155-166, 2005.
[65] O. Singh, M. Gupta, V. Mittal, S. Kiran, H. Nayyar, A. Gulati, et al., "Novel
phosphate solubilizing bacteria ‘Pantoea cypripedii PS1’along with
Enterobacter aerogenes PS16 and Rhizobium ciceri enhance the growth of
chickpea (Cicer arietinum L.)," Plant Growth Regulation, vol. 73, pp. 79-89,
2014.
[66] P. Vyas and A. Gulati, "Organic acid production in vitro and plant growth
promotion in maize under controlled environment by phosphate-solubilizing
fluorescent Pseudomonas," BMC Microbiology, vol. 9, pp. 1-15, 2009.
[67] P. Gupta and V. Kumar, "Value added phytoremediation of metal stressed soils
using phosphate solubilizing microbial consortium," World Journal of
Microbiology and Biotechnology, vol. 33, pp. 1-15, 2017.
[68] J. Brockwell and P. J. Bottomley, "Recent advances in inoculant technology and
prospects for the future," Soil Biology and Biochemistry, vol. 27, pp. 683-697,
1995.
[69] B. R. Glick, "Plant Growth-Promoting Bacteria: Mechanisms and
Applications," Scientifica, vol. 2012, pp. 1-15, 2012.
[70] M. Qureshi, M. Ahmad, M. Naveed, A. Iqbal, N. Akhtar, and K. Niazi, "Co-
inoculation with Mesorhizobium ciceri and Azotobacter chroococcum for
improving growth, nodulation and yield of chickpea (Cicer arietinum L.)," Soil
and Environment (Pakistan), vol. 28, pp. 124-129,2009.
[71] A. Biabani, L. C. Boggs, M. Katozi, and H. Saboury, "Effects of seed
deterioration and inoculation with Mesorhizobium ciceri on yield and plant
performance of chickpea," Australian Journal of Crop Science, vol. 5, p. 66,
2011.
[72] S. Perveen, M. S. Khan, and A. ZAIDI, "Effect of rhizospheric micro-organisms
on growth and yield of greengram (Phaseolus radiatus)," Indian Journal of
Agricultural Science, vol. 72, pp. 421-423, 2002.
[73] S. M. Shahzad, A. Khalid, M. S. Arif, M. Riaz, M. Ashraf, Z. Iqbal, et al., "Co-
inoculation integrated with P-enriched compost improved nodulation and
growth of Chickpea (Cicer arietinum L.) under irrigated and rainfed farming
systems," Biology and Fertility of Soils, vol. 50, pp. 1-12, 2014.
[74] R.-F. Vivian, C. Lilia, and S. Peer, "Culture-Independent Molecular Tools for
Soil and Rhizosphere Microbiology," Diversity, vol. 5, p. 581-612, 2013.
References
107
[75] J. Handelsman, "Metagenomics: application of genomics to uncultured
microorganisms," Microbiology and Molecular Biology Reviews, vol. 68, pp.
669-685, 2004.
[76] C. Quince, A. Lanzén, T. P. Curtis, R. J. Davenport, N. Hall, I. M. Head, et al.,
"Accurate determination of microbial diversity from 454 pyrosequencing data,"
Nature Methods, vol. 6, pp. 639-641, 2009.
[77] R. M. Atlas, "Diversity of microbial communities," in Advances in microbial
ecology, ed: Springer, 1984, pp. 1-47.
[78] B. S. Mirza, C. Potisap, K. Nüsslein, B. J. Bohannan, and J. L. Rodrigues,
"Response of free-living nitrogen-fixing microorganisms to land use change in
the Amazon rainforest," Applied and Environmental Microbiology, vol. 80, pp.
281-288, 2014.
[79] D. S. Lundberg, S. L. Lebeis, S. H. Paredes, S. Yourstone, J. Gehring, S.
Malfatti, et al., "Defining the core Arabidopsis thaliana root microbiome,"
Nature, vol. 488, pp. 86-90, 2012.
[80] R. Li, E. Khafipour, D. O. Krause, M. H. Entz, T. R. Kievit, and W. G.
Fernando, "Pyrosequencing Reveals the Influence of Organic and Conventional
Farming Systems on Bacterial Communities," PLoS One, vol. 7, pp. 1-12, 2012.
[81] M. Tahir, M. S. Mirza, S. Hameed, M. R. Dimitrov, and H. Smidt, "Cultivation-
Based and Molecular Assessment of Bacterial Diversity in the Rhizosheath of
Wheat under Different Crop Rotations," PloS One, vol. 10, p. e0130030, 2015.
[82] H. Antoun and D. Prévost, "Ecology of plant growth promoting rhizobacteria,"
in PGPR: Biocontrol and biofertilization, ed: Springer, 2006, pp. 1-38.
[83] R. H. Bray and L. Kurtz, "Determination of total, organic, and available forms
of phosphorus in soils," Soil Science, vol. 59, pp. 39-46, 1945.
[84] G. Gee, J. Bauder, and A. Klute, "Particle-size analysis," in Methods of Soil
Analysis. Part 1. Physical and Mineralogical Methods, A. Klute, Ed., ed
Madison, WI, USA: Soil Science Society of America, 1986, pp. 383-411.
[85] J. Kjeldahl, "A new method for the determination of nitrogen in organic matter,"
Zeitschreft fur Analytische Chemie, vol. 22, pp. 366-382, 1883.
[86] S. R. Olsen, C. V. Cole, and F. S. Watanabe, "Estimation of available
phosphorus in soils by extraction with sodium bicarbonate," in Circular No 939,
ed. Washington, DC: United States Department of Agriculture 1954, pp. 1-18.
[87] E. McLean, "Soil pH and lime requirement," in Methods of Soil Analysis. Part
2. Chemical and Microbiological Properties, A. Page, Ed., ed Madison,
Wisconsin, USA Soil Science Society of America, Inc. , 1982, pp. 199-224.
[88] M. Sumner, W. Miller, D. Sparks, A. Page, P. Helmke, R. Loeppert,. et al,
"Cation exchange capacity and exchange coefficients," in Methods of Soil
Analysis. Part 3-chemical methods., D. L. Sparks, Ed., ed Madison, USA: Soil
Science Society of America, 1996, pp. 1201-1229.
References
108
[89] D. Knudsen, G. Peterson, and P. Pratt, "Lithium, sodium, and potassium," in
Methods of Soil Analysis. Part 2. Chemical and Microbiological Properties, A.
Page, Ed., ed Madison, Wisconsin, USA Soil Science Society of America, Inc.
, 1982, pp. 225-246.
[90] E. Fred, I. Baldwin, and E. McCoy, "Root Nodule Bacteria and Leguminous
Plants. University of Wisconsin Studies in Science, number 5," ed: University
of Wisconsin Press, Madison, 1932.
[91] J. Beringer, "R factor transfer in Rhizobium leguminosarum," Journal of General
Microbiology, vol. 84, pp. 188-198, 1974.
[92] P. Hooykaas, P. Klapwijk, M. Nuti, R. Schilperoort, and A. Rörsch, "Transfer
of the Agrobacterium tumefaciens Ti plasmid to avirulent agrobacteria and to
Rhizobium ex planta," Journal of General Microbiology, vol. 98, pp. 477-484,
1977.
[93] T. Maniatis, E. F. Fritsch, and J. Sambrook, Molecular cloning: a laboratory
manual vol. 545: Cold Spring Harbor Laboratory Cold Spring Harbor, NY,
1982.
[94] J. M. Vincent, "A manual for the practical study of the root-nodule bacteria," A
manual for the practical study of the root-nodule bacteria., 1970.
[95] Y. Okon, S. L. Albrecht, and R. Burris, "Methods for growing Spirillum
lipoferum and for counting it in pure culture and in association with plants,"
Applied and Environmental Microbiology, vol. 33, pp. 85-88, 1977.
[96] R. Pikovskaya, "Mobilization of phosphorus in soil in connection with vital
activity of some microbial species," Mikrobiologiya, vol. 17, pp. 362-370, 1948.
[97] P. Somasegaran and H. J. Hoben, "Counting rhizobia by a plant infection
method," in Handbook for Rhizobia, ed: Springer, 1994, pp. 58-64.
[98] K. Wilson, "Preparation of Genomic DNA from Bacteria," in Current Protocols
in Molecular Biology, F. M. Ausubel, Ed., ed New York, United States: John
Wiley & Sons, Inc., 2001, p. unit 2.4.
[99] U. Edwards, T. Rogall, H. Blöcker, M. Emde, and E. C. Böttger, "Isolation and
direct complete nucleotide determination of entire genes. Characterization of a
gene coding for 16S ribosomal RNA," Nucleic Acids Research, vol. 17, pp.
7843-7853, 1989.
[100] J. D. Thompson, T. J. Gibson, F. Plewniak, F. Jeanmougin, and D. G. Higgins,
"The CLUSTAL_X windows interface: flexible strategies for multiple sequence
alignment aided by quality analysis tools," Nucleic Acids Research, vol. 25, pp.
4876-82, Dec 15 1997.
[101] S. Kumar, G. Stecher, and K. Tamura, "MEGA7: Molecular Evolutionary
Genetics Analysis version 7.0 for bigger datasets," Molecular Biology and
Evolution, vol. 33, pp. 1-5, 2016.
[102] S. A. Gordon and R. P. Weber, "Colorimetric estimation of indoleacetic acid,"
Plant Physiology, vol. 26, pp. 192-195, 1951.
References
109
[103] T. Tien, M. Gaskins, and D. Hubbell, "Plant Growth Substances Produced by
Azospirillum brasilense and Their Effect on the Growth of Pearl Millet
(Pennisetum americanum L.)," Applied and Environmental Microbiology, vol.
37, pp. 1016-1024, 1979.
[104] G. Rasul, M. S. Mirza, F. Latif, and K. Malik, "Identification of plant growth
hormones produced by bacterial isolates from rice, wheat and kallar grass," in
Nitrogen Fixation with Non-Legumes. vol. 79, K. A. Malik, M. S. Mirza, and J.
K. Ladha, Eds., ed: Springer Netherlands, 1998, pp. 25-37.
[105] M. Tahir, M. S. Mirza, A. Zaheer, M. R. Dimitrov, H. Smidt, and S. Hameed,
"Isolation and identification of phosphate solubilizer Azospirillum, Bacillus and
Enterobacter strains by 16S rRNA sequence analysis and their effect on growth
of wheat (Triticum aestivum L.)," Australian Journal of Crop Science, vol. 7,
pp. 1284-1292, 2013.
[106] F. Watanabe and S. Olsen, "Test of an ascorbic acid method for determining
phosphorus in water and NaHCO3 extracts from soil," Soil Science Society of
America Journal, vol. 29, pp. 677-678, 1965.
[107] K. Ayyaz, A. Zaheer, G. Rasul, and M. S. Mirza, "Isolation and identification
by 16S rRNA sequence analysis of plant growth-promoting azospirilla from the
rhizosphere of wheat," Brazilian Journal of Microbiology, vol. 47, pp. 542-550,
2016.
[108] M. Aslam, H. K. Ahmad, Himayatullah, M. Ayaz, E. Ahmad, A. G. Sagoo, et
al., "Nodulation, grain yield and grain protein contents as affected by Rhizobium
inoculation and fertilizer placement in chickpea cultivar bittle-98," Sarhad
Journal of Agriculture, vol. 26, pp. 467-475, 2010.
[109] B. S. Mirza, S. Muruganandam, X. Meng, D. L. Sorensen, R. R. Dupont, and J.
E. McLean, "Arsenic (V) reduction in relation to iron (III) transformation and
molecular characterization of the structural and functional microbial community
in sediments of a basin-fill aquifer in Northern Utah," Applied and
Environmental Microbiology, vol. 80, pp. 3198-3208, 2014.
[110] Q. Wang, G. M. Garrity, J. M. Tiedje, and J. R. Cole, "Naive Bayesian classifier
for rapid assignment of rRNA sequences into the new bacterial taxonomy,"
Applied and Environmental Microbiology, vol. 73, pp. 5261-5267, 2007.
[111] P. D. Schloss, S. L. Westcott, T. Ryabin, J. R. Hall, M. Hartmann, E. B.
Hollister, et al., "Introducing mothur: open-source, platform-independent,
community-supported software for describing and comparing microbial
communities," Applied and Environmental Microbiology, vol. 75, pp. 7537-
7541, 2009.
[112] R. C. Edgar, "MUSCLE: a multiple sequence alignment method with reduced
time and space complexity," BMC Bioinformatics, vol. 5, p. 113, 2004.
[113] P. Gaur, C. Gowda, E. Knights, T. Warkentin, N. Acikgoz, S. Yadav, et al.,
"Breeding achievements," Chickpea Breeding and Management, pp. 391-416,
2007.
References
110
[114] S. E. De Meyer, K. Van Hoorde, B. Vekeman, T. Braeckman, and A. Willems,
"Genetic diversity of rhizobia associated with indigenous legumes in different
regions of Flanders (Belgium)," Soil Biology and Biochemistry, vol. 43, pp.
2384-2396, 2011.
[115] M. E. Trujillo, A. Willems, A. Abril, A.-M. Planchuelo, R. Rivas, D. Ludena,
et al., "Nodulation of Lupinus albus by Strains of Ochrobactrum lupini sp. nov,"
Applied and Environmental Microbiology, vol. 71, pp. 1318-1327, 2005.
[116] Y. Anzai, H. Kim, J.-Y. Park, H. Wakabayashi, and H. Oyaizu, "Phylogenetic
affiliation of the Pseudomonads based on 16S rRNA sequence," International
Journal of Systematic and Evolutionary Microbiology, vol. 50, pp. 1563-1589,
2000.
[117] M. M. Qaisrani, M. S. Mirza, A. Zaheer, and K. A. Malik, "Isolation and
identification by 16S rRNA sequence analysis of Achromobacter, Azospirillum
and Rhodococcus strains from the rhizosphere of maize and screening for the
beneficial effect on plant growth," Pakistan Journal of Agricultural Sciences,
vol. 51, pp. 91-99, 2014.
[118] A. Basheer, A. Zaheer, M. M. Qaisrani, G. Rasul, S. Yasmin, and M. S. Mirza.,
"Development of DNA markers for detection of inoculated plant growth
promoting bacteria in the rhizosphere of wheat (Triticum aestivum L.),"
Pakistan Journal of Agricultural Sciences, vol. 53, pp. 135-142, 2016.
[119] G. Selvakumar, M. Mohan, S. Kundu, A. Gupta, P. Joshi, S. Nazim, et al., "Cold
tolerance and plant growth promotion potential of Serratia marcescens strain
SRM (MTCC 8708) isolated from flowers of summer squash (Cucurbita
pepo)," Letters in Applied Microbiology, vol. 46, pp. 171-175, 2008.
[120] B. Hameeda, G. Harini, O. P. Rupela, S. P. Wani, and G. Reddy, "Growth
promotion of maize by phosphate-solubilizing bacteria isolated from composts
and macrofauna," Microbiological Research, vol. 163, pp. 234-242, 2008.
[121] G. Tagore, S. Namdeo, S. Sharma, and N. Kumar, "Effect of Rhizobium and
Phosphate Solubilizing Bacterial Inoculants on Symbiotic Traits, Nodule
Leghemoglobin, and Yield of Chickpea Genotypes," International Journal of
Agronomy, vol. 2013, pp. 1-8, 2013.
[122] P. George, A. Gupta, M. Gopal, L. Thomas, and G. V. Thomas, "Multifarious
beneficial traits and plant growth promoting potential of Serratia marcescens
KiSII and Enterobacter sp. RNF 267 isolated from the rhizosphere of coconut
palms (Cocos nucifera L.)," World Journal of Microbiology and Biotechnology,
vol. 29, pp. 109-117, 2013.
[123] A. Soltani, F. Khooie, K. Ghassemi-Golezani, and M. Moghaddam, "A
simulation study of chickpea crop response to limited irrigation in a semiarid
environment," Agricultural Water Management, vol. 49, pp. 225-237, 2001.
[124] V. Devasirvatham, D. K. Y. Tan, P. M. Gaur, T. N. Raju, and R. M. Trethowan,
"High temperature tolerance in chickpea and its implications for plant
improvement," Crop and Pasture Science, vol. 63, pp. 419-428, 2012.
References
111
[125] V. Saini, S. Bhandari, and J. Tarafdar, "Comparison of crop yield, soil microbial
C, N and P, N-fixation, nodulation and mycorrhizal infection in inoculated and
non-inoculated sorghum and chickpea crops," Field Crops Research, vol. 89,
pp. 39-47, 2004.
[126] J. J. Zhang, T. Yu, K. Lou, P. H. Mao, E. T. Wang, W. F. Chen, et al.,
"Genotypic alteration and competitive nodulation of Mesorhizobium muleiense
against exotic chickpea rhizobia in alkaline soils," Systematic and Applied
Microbiology, vol. 37, pp. 520-524, 2014.
[127] M. Laranjo, R. Rodrigues, L. Alho, and S. Oliveira, "Rhizobia of chickpea from
southern Portugal: symbiotic efficiency and genetic diversity," Journal of
Applied Microbiology, vol. 90, pp. 662-669, 2001.
[128] M. Laranjo, J. Machado, J. P. W. Young, and S. Oliveira, "High diversity of
chickpea Mesorhizobium species isolated in a Portuguese agricultural region,"
FEMS Microbiology Ecology, vol. 48, pp. 101-107, 2006.
[129] J. J. Zhang, T. Y. Liu, W. F. Chen, E. T. Wang, X. H. Sui, X. X. Zhang, et al.,
"Mesorhizobium muleiense sp. nov., nodulating with Cicer arietinum L,"
International Journal of Systematic and Evolutionary Microbiology, vol. 62, pp.
2737-2742, 2012.
[130] S. Nour, M. Fernandez, P. Normand, and J. Cleyet-Marel, "Rhizobium ciceri sp.
nov., consisting of strains that nodulate chickpeas (Cicer arietinum L.),"
International Journal of Systematic Bacteriology, vol. 44, pp. 511-533, 1994.
[131] S. M. Nour, J.-C. Cleyet-Marel, P. Normand, and M. P. Fernandez, "Genomic
heterogeneity of strains nodulating chickpeas (Cicer arietinum L.) and
description of Rhizobium mediterraneum sp. nov," International Journal of
Systematic and Evolutionary Microbiology, vol. 45, pp. 640-648, 1995.
[132] X. M. Martin, C. S. Sumathi, and V. R. Kannan, "Influence of agrochemicals
and Azotobacter sp. application on soil fertility in relation to maize growth
under nursery conditions," EurAsian Journal of Biosciences, vol. 5, pp. 19-28,
2011.
[133] P. Normand, S. Orso, B. Cournoyer, P. Jeannin, C. Chapelon, J. Dawson, et al.,
"Molecular phylogeny of the genus Frankia and related genera and emendation
of the family Frankiaceae," International Journal of Systematic and
Evolutionary Microbiology, vol. 46, pp. 1-9, 1996.
[134] A. B. Dohrmann, M. Küting, S. Jünemann, S. Jaenicke, A. Schlüter, and C. C.
Tebbe, "Importance of rare taxa for bacterial diversity in the rhizosphere of Bt-
and conventional maize varieties," The ISME Journal, vol. 7, pp. 37-49, 2013.
[135] L. J. Rothschild and R. L. Mancinelli, "Life in extreme environments," Nature,
vol. 409, pp. 1092-1101, 2001.
[136] N. A. Shah, K. M. Aujla, M. Abbas, and K. Mahmood, "Economics of chickpea
production in the Thal Desert of Pakistan," Pakistan Journal of Life and Social
Sciences, vol. 5, pp. 6-12, 2007.
References
112
[137] G. Bonito, H. Reynolds, M. S. Robeson, J. Nelson, B. P. Hodkinson, G. Tuskan,
et al., "Plant host and soil origin influence fungal and bacterial assemblages in
the roots of woody plants," Molecular Ecology, vol. 23, pp. 3356-3370, 2014.
[138] C. T. Rachid, A. L. Santos, M. C. Piccolo, F. C. Balieiro, H. L. Coutinho, R. S.
Peixoto, et al., "Effect of sugarcane burning or green harvest methods on the
Brazilian Cerrado soil bacterial community structure," PloS One, vol. 8, p.
e59342, 2013.
[139] A. N. Yadav, S. G. Sachan, P. Verma, and A. K. Saxena, "Prospecting cold
deserts of north western Himalayas for microbial diversity and plant growth
promoting attributes," Journal of Bioscience and Bioengineering, vol. 119, pp.
683-693, 2015.
[140] S. Khamna, A. Yokota, and S. Lumyong, "Actinomycetes isolated from
medicinal plant rhizosphere soils: diversity and screening of antifungal
compounds, indole-3-acetic acid and siderophore production," World Journal
of Microbiology and Biotechnology, vol. 25, pp. 649-655, 2009.
[141] G. C. Zhou, Y. Wang, Y. Ma, S. Zhai, L. Y. Zhou, Y. J. Dai, et al., "The
metabolism of neonicotinoid insecticide thiamethoxam by soil enrichment
cultures, and the bacterial diversity and plant growth‐ promoting properties of
the cultured isolates," Journal of Environmental Science and Health, Part B, vol.
49, pp. 381-390, 2014.
[142] C. Vicente, F. Nascimento, M. Espada, P. Barbosa, M. Mota, B. Glick, et al.,
"Characterization of bacteria associated with pinewood nematode
Bursaphelenchus xylophilus," PloS One, vol. 7, p. e46661, 2012.
[143] H. Kumar, R. Dubey, and D. Maheshwari, "Effect of plant growth promoting
rhizobia on seed germination, growth promotion and suppression of Fusarium
wilt of fenugreek (Trigonella foenum-graecum L.)," Crop Protection, vol. 30,
pp. 1396-1403, 2011.
[144] S. G. Dastager and S. Damare, "Marine actinobacteria showing phosphate-
solubilizing efficiency in Chorao Island, Goa, India," Current Microbiology,
vol. 66, pp. 421-427, 2013.
[145] B. Sashidhar and A. R. Podile, "Mineral phosphate solubilization by rhizosphere
bacteria and scope for manipulation of the direct oxidation pathway involving
glucose dehydrogenase," Journal of Applied Microbiology, vol. 109, pp. 1-12,
Jul 2010.
[146] A. Muangthong, S. Youpensuk, and B. Rerkasem, "Isolation and
Characterisation of Endophytic Nitrogen Fixing Bacteria in Sugarcane,"
Tropical Life Sciences Research, vol. 26, pp. 41-51, 2015.
[147] S. G. Pueppke and W. J. Broughton, "Rhizobium sp. strain NGR234 and R. fredii
USDA257 share exceptionally broad, nested host ranges," Molecular Plant-
Microbe Interactions, vol. 12, pp. 293-318, 1999.
References
113
[148] D. J. Gage, "Infection and invasion of roots by symbiotic, nitrogen-fixing
rhizobia during nodulation of temperate legumes," Microbiology and Molecular
Biology Reviews, vol. 68, pp. 280-300, 2004.
[149] A. Sellstedt and K. H. Richau, "Aspects of nitrogen-fixing Actinobacteria, in
particular free-living and symbiotic Frankia," FEMS Microbiology Letters, vol.
342, pp. 179-186, 2013.
[150] L. Van Loon, "Plant responses to plant growth-promoting rhizobacteria,"
European Journal of Plant Pathology, vol. 119, pp. 243-254, 2007.
[151] J. M. Whipps, "Microbial interactions and biocontrol in the rhizosphere,"
Journal of Experimental Botany, vol. 52, pp. 487-511, 2001.
[152] Z. A. Zahir, M. Zafar-ul-Hye, S. Sajjad, and M. Naveed, "Comparative
effectiveness of Pseudomonas and Serratia sp. containing ACC-deaminase for
coinoculation with Rhizobium leguminosarum to improve growth, nodulation,
and yield of lentil," Biology and Fertility of Soils, vol. 47, pp. 457-465, 2011.
[153] J. Musarrat and M. S. Khan, "Factors Affecting Phosphate-Solubilizing Activity
of Microbes: Current Status," in Phosphate Solubilizing Microorganisms, M. S.
Khan, A. Zaidi, and J. Musarrat, Eds., ed Switzerland: Springer, 2014, pp. 63-
85.
[154] D. J. Weese, K. D. Heath, B. Dentinger, and J. A. Lau, "Long‐ term nitrogen
addition causes the evolution of less‐ cooperative mutualists," Evolution, vol.
69, pp. 631-642, 2015.
[155] N. R. Gottel, H. F. Castro, M. Kerley, Z. Yang, D. A. Pelletier, M. Podar, et al.,
"Distinct microbial communities within the endosphere and rhizosphere of
Populus deltoides roots across contrasting soil types," Applied and
Environmental Microbiology, vol. 77, pp. 5934-5944, 2011.
[156] L. M. Petersen and L. S. Tisa, "Friend or foe? A review of the mechanisms that
drive Serratia towards diverse lifestyles," Canadian Journal of Microbiology,
vol. 59, pp. 627-640, 2013.
[157] S. Hanif, T. Anjum, S. Fatima, A. Ali, A. Mahboob, and W. Akram, "Potential
Of Some Native Bacillus Strains To Promote Growth Of Tomato," Pakistan
Journal of Biotechnology, vol. 11, pp. 153-162, 2014.
[158] D. Goswami, S. Pithwa, P. Dhandhukia, and J. N. Thakker, "Delineating
Kocuria turfanensis 2M4 as a credible PGPR: a novel IAA-producing bacteria
isolated from saline desert," Journal of Plant Interactions, vol. 9, pp. 566-576,
2014.
[159] P. M. D. Jaramillo, A. A. Guimarães, L. A. Florentino, K. B. Silva, R. S. A.
Nóbrega, and F. M. d. S. Moreira, "Symbiotic nitrogen-fixing bacterial
populations trapped from soils under agroforestry systems in the Western
Amazon," Scientia Agricola, vol. 70, pp. 397-404, 2013.
[160] C. Appunu, N. Sasirekha, V. R. Prabavathy, and S. Nair, "A significant
proportion of indigenous rhizobia from India associated with soybean (Glycine
References
114
max L.) distinctly belong to Bradyrhizobium and Ensifer genera," Biology and
fertility of soils, vol. 46, pp. 57-63, 2009.
[161] J. Ladha, W. Barraquio, and I. Watanabe, "Isolation and identification of
nitrogen-fixing Enterobacter cloacae and Klebsiella planticola associated with
rice plants," Canadian Journal of Microbiology, vol. 29, pp. 1301-1308, 1983.
[162] C. S. Nautiyal, "Rhizosphere competence of Pseudomonas sp. NBRI9926 and
Rhizobium sp. NBRI9513 involved in the suppression of chickpea (Cicer
arietinum L.) pathogenic fungi," FEMS Microbiology Ecology, vol. 23, pp.
145-158, 1997.
[163] L. Molina, C. Ramos, E. Duque, M. C. Ronchel, J. M. Garcı́a, L. Wyke, et al.,
"Survival of Pseudomonas putida KT2440 in soil and in the rhizosphere of
plants under greenhouse and environmental conditions," Soil Biology and
Biochemistry, vol. 32, pp. 315-321, 2000.
[164] C. S. Nautiyal, "An efficient microbiological growth medium for screening
phosphate solubilizing microorganisms," FEMS Microbiology Letters, vol. 170,
pp. 265-70, Jan 1 1999.