presentation:dr. liu, wen-tso · ast seminar in thailand, 11-12 mar 08 molecular biological tools...
TRANSCRIPT
1
Division of Environmental Science & Engineering
HOPE(s) for QantitativeEnvironmental
Microbiological Studies
Wen-Tso Liu
AST seminar in Thailand, 11-12 Mar 08
Molecular Biological Tools (MBT)
Nucleic Acid based Whole cell based
- DNA/RNA extraction- DNA/RNA quantification
- Quantitation• q-PCR• q-rt PCR
- Fingerprinting• DGGE• T-RFLP• LH-PCR• microarray
- Sequencing• Clone library• Metagenomics
- Cell fixation
- FISH• NA-based• immuno-assay
- MAR- SIP
- Detection System• Optical microscope• RAMAN scope• Flow Cytometry
sample
large volume? yes Conc.
no purification
Intact cell detection
nucleic acid/ protein/metab
olite based detection
cell lysis
Sample collection & concentration
Sample preparation/ secondary concentration
Detection/ analysis
Challenges- types of targets- QA/QC
- Reproducibility- Reliability
- Ease of use- Sensitivity/specificity
- lowest amount/conc.- 1-bp
- Quantitation- Resolution (phylogeny)- Time- Cost- Safety- lab use v.s. on-site tools
- clone library v.s. fingerprinting methods
Other “Omics”
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AST seminar in Thailand, 11-12 Mar 08
BB
AA
CC
Environmental sampleEnvironmental sample
(1) DNA extraction
Mixture of microbial DNAMixture of microbial DNA
(3) Restriction enzyme digestion
5’
3’
5’
5’
3’
3’
5’
3’
3’
5’
3’
5’
1200 bp 300 bp
1100 bp 400 bp
600 bp 800 bp
100 bp
Cut at specific siteCut at specific site
C
B
A600
1100
1200
Fluo
resc
ent i
nten
sity
(RFU
)
(4) Separation fragments by electrophoresis
Fragments on gel after Fragments on gel after electrophoresiselectrophoresis
(5) Detection of fluorescent fragments
Typical Typical electropherogramselectropherograms of of TT--RFLP fingerprintRFLP fingerprint
1200 bp1100 bp800 bp
600 bp
400 bp300 bp
100 bp
5’
5’
3’
3’
5’
5’
3’
3’
5’
5’
3’
3’
FluorescentFluorescent PCR products PCR products of a specific gene of a specific gene
(2) PCR with a fluorescently labeledforward primer
Image analysisImage analysisCluster analysisCluster analysisPrincipalPrincipal--component analysiscomponent analysisWebWeb--based database analysisbased database analysis
http://rdp.cme.eduhttp://rdp.cme.eduhttp://hermes.campus.uidaho.eduhttp://hermes.campus.uidaho.eduhttp://trflp.limnology.wisc.eduhttp://trflp.limnology.wisc.eduhttp://www.oardc.ohiohttp://www.oardc.ohio--state.edu/trflpfragsortstate.edu/trflpfragsort//
(6) Data analysis
Outline of Outline of TT--RFLPRFLP
(Liu et al., 1997)(Liu et al., 1997)
AST seminar in Thailand, 11-12 Mar 08
Novel quantitative approach
• Easy
• Fast
• Multiplexing
Constraints of current molecular quantitative techniques
The difficulty to conduct multiplexing analysis is the most severe bottleneck for launching large-scale investigation of microbial abundances.
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AST seminar in Thailand, 11-12 Mar 08
Hierarchical Oligonucleotide Primer Extension (HOPE) (Wu and Liu, NAR, 2007)
Acknowledgement- Wu Jer-Horng- Hong Pei-Ying- NUS funding
Outline- concept- hierarchical primer design- specificity- sensitivity- multiplexing
AST seminar in Thailand, 11-12 Mar 08
Sequence specific fluorescence tag labeling by incorporating dye-terminators to 3’end of primers
Clean up dye-terminator-tagged products
PCR amplicons (e.g., 16S rRNA gene)
Purification
Dye-Terminators(Fluorophore-labeled ddNTPs)
ddATPddTTPddCTPddGTP
CT
G
APrimer: 5’ --- 3’
DNA PolymerasePol
P1P2P3
Measure labeled primers by gel-based DNA sequencer
ACTG
PolC
3’CG TA
TA
Pol
3’ GC CPol Pol
5’ Target a
5’ Target c
A
3’ CG GCPol Pol5’ Target b
GT C
Pol
Inte
nsit
y
Size
Internal standardsP1* P2*
P3*
3’ CG AT
3’ CG GC
3’ C
5’ Target b
5’ Target a
5’ Target c
30~4
5 m
in30
-70
min
40
min
Tota
l tim
e re
quire
d: 2
~3 h
r
10
min
CG
4
AST seminar in Thailand, 11-12 Mar 08
A
C
TG
GC
C3’ G 5’ Target
Dye-Terminators(Fluorophore-labeled ddNTPs)
ddATPddTTPddCTPddGTP
CT
G
AOligonucleotide
ProbeDNA
Polymerase
Hierarchical Oligonucleotide Primer Extension- mini-sequencing or single base extension
C 1st cycleC 2nd cycle
C n cycle
Inte
nsity
Size
Internal standards
Capillary Electrophoresis-Laser Induced Fluorescence (CE-LIF) Detection
AST seminar in Thailand, 11-12 Mar 08
P1
P2
P3
Hierarchical Oligonucleotide Primer Extension(HOPE)
Dye-Terminators(Fluorophore-labeled ddNTPs)
ddATPddTTPddCTPddGTP
CT
G
A
OligonucleotideProbe
DNA Polymerase
A
C
TG
GC
T A
AG T
C
G
C T
C
C
3’ G A
3’ C
5’ Target a
5’ Target c
3’ G C 5’ Target b
G
polyTs
Inte
nsity
Size
Internal standardsP1
P2
P3
Capillary Electrophoresis-Laser Induced Fluorescence (CE-LIF) Detection
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AST seminar in Thailand, 11-12 Mar 08
Principle of HOPE
C, final concentration of the extended primer, Co, the initial concentration of target templateE, the extension efficiency, a constantn, the number of thermal cyclesCp2 = Co, p2×E2×n
Cp3 = Co, p3×E3×n
E1, E2, E3, constant, but E1 ≠ E2 ≠ E3
E2 / E1 = a E3 / E1 = b
Cp1 = Co, p1×E1×n
Cp1=aCp2=bCp3
Calibrated
AST seminar in Thailand, 11-12 Mar 08
1
0.5
1.5
1
0.5
1.5
P1 P2 P3Template
Hierarchical probes
Ideal Cp1=Cp2=Cp3
ActualCp1=Cp2=Cp3
Factors to synchronize
Cp1=aCp2=bCp3
Calibrated
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AST seminar in Thailand, 11-12 Mar 08
Escherichia coli
Bacteroides fragilis
Bacteroides vulgatus
Bacteroides distasonis
Bifidobacterium
Collinsella
Eubacterium
Low GC
EUB338(79.5% for C*, 9.9% for T*)
EUB338Ia (91.6% for T*)
BAC303 (C*)
Bacteroides thetaiotaomicron
BTH584(C*)
BTH274(C*)
(T*)
Primer Design: Fecal Bacteroides as a model system
o obligate anaerobes o abundant in the faeces of warm-
blooded animalso predict recent fecal contaminationo distinguish fecal pollution sources
from human and livestock.
Indicator for fecal pollution
AST seminar in Thailand, 11-12 Mar 08
0
10000
20000
30000
40000
50000
60000
0 10 20 30 40 50 60 70 80 90
EUB
338I
a
BAC
303_
5aB
TH27
4_15
a
BTH
584_
16a
Size (nt)
Fluo
resc
ence
inte
nsity
(rfu
)
Probe name Specificity Binding length Poly dA length Total length
EUB338Ia Bacteria domain 17 0 17
BAC303 Bacteroide-Prevotella group 17 5 22
BTH274 B. thetaiotaomicron
B. fragilis 17 15 32
BTH584 B. thetaiotaomicron 20 16 36
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AST seminar in Thailand, 11-12 Mar 08
Probe-to-target molar ratio100 1000 10000
Con
vers
ion
fact
or (v
.s E
UB
338I
a)
0
2
4
6
8BAC303-5aBTH274-15a BTH584-16a
20000
Conversion factor = constant?
(Fixed probe concentration but varied template concentrations)
AST seminar in Thailand, 11-12 Mar 08
Specificity- Target vs. non-target
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AST seminar in Thailand, 11-12 Mar 08
Length
BTH584 Species 5-CAACTGACTTAACTGTCCAC C-3B. thetaiotaomicron 3-GTTGACTGAATTGACAGGTG G-5B. fragilis 3-===========G=T====== G-5B. vulgatus 3-============TGT====A G-5B. distasonis 3-=GC=========TT=C==C= G-5
BTH274Species 5-CCCCTATCCATCGAAGG T-3B. thetaiotaomicron 3-GGGGATAGGTAGCTTCC A-5B. fragilis 3-================= G-5B. vulgatus 3-================T G-5B. distasonis 3-=============AG== A-5
EUB338Species 5-GCTGCCTCCCGTAGGAGT T-3B. thetaiotaomicron 3-CGACGGAGGGCATCCTCA A-5B. fragilis 3-================== A-5B. vulgatus 3-================== A-5B. distasonis 3-================== A-5
BAC303Species 5-CCAATGTGGGGGACCTT C-3B. thetaiotaomicron 3-GGTTACACCCCCTGGAA G-5B. fragilis 3-================= G-5B. vulgatus 3-================= G-5B. distasonis 3-================= G-5
18
0
119
Primer
A tail
Allele
Total
17
5
123
Primer
A tail
Allele
Total
17
15
133
Primer
A tail
Allele
Total
20
16
137
Primer
A tail
Allele
Total
0
10000
20000
30000
40000
50000
60000
0 10 20 30 40 50 60 70 80 90
EUB
BAC
BTH
274
BTH
584
Size (nt)
B. thetaiotamicronEub338 (T) BAC303 (C)BTH274 (T)BTH584 (C)
0
2500
5000
7500
10000
12500
15000
EUB
BA
CB
TH27
4
B. fraglisEub338 (T) BAC303 (C)BTH274 (C)BTH584
B. vulgatusEub338 (T)BAC303 (C)BTH274BTH584
0
2500
5000
7500
10000
12500 EUB
BA
C
0 10 20 30 40 50 60 70 80 90
05000
10000150002000025000300003500040000
0 10 20 30 40 50 60 70 80 90
EUB
BA
C
B. distasonisEub338 (T)BAC303 (C)BTH274BTH584
BTH584
AST seminar in Thailand, 11-12 Mar 08
MM2 Allele Size ddNTP MM2 Allele Size3 ddNTP3 MM Allele Size ddNTP MM Allele Size ddNTP
1 B thetaiotaomicron BCRC10624 0 A 17.6 T 0 G 19.9 C 0 A 27.0 T 0 G 31.6 C
2 B. fragilis BCRC10619 0 A 17.5 T 0 G 20.0 C 0 G 27.3 C 2 ND ND
3 B. distasonis JCM5825 0 A 17.7 T 0 G 20.2 C 2 ND ND 6 ND ND
4 B. vulgatus BCRC12903 0 A 17.5 T 0 G 19.9 C 7 ND ND 4 ND ND
5 R. albus DSMZ20455 0 G 16.8 C 6 ND ND 7 ND ND 8 ND ND
6 C. aerofaciens JCM10188 0 G 16.9 C 6 ND ND 7 ND ND 10 ND ND
7 L. acidophilus DSMZ20079 0 A 17.5 T 5 ND ND 7 ND ND 7 ND ND
8 B. adolescentis BCRC14606 0 G 16.9 C 6 ND ND 5 ND ND 9 ND ND
9 P. productus DSM2950 0 G 16.9 C 6 ND ND 8 ND ND 9 ND ND
10 C. leptum BCRC14522 0 G 16.9 C 6 ND ND 7 ND ND 10 ND ND
11 R. bromii ATCC27255 0 G 17.0 C 6 ND ND 7 ND ND 8 ND ND
12 B. longum BCRC11847 0 G 17.0 C 6 ND ND 5 ND ND 9 ND ND
13 E. faecium BCRC10067 0 A 17.5 T 5 ND ND 6 ND ND 7 ND ND
14 C. clostridiiforme BCRC14545 0 A 17.5 T 6 ND ND 6 ND ND 8 ND ND
15 B. longum DSMZ20088 0 G 17.1 C 6 ND ND 5 ND ND 9 ND ND
16 R. obeum ATCC29174 0 G 17.0 C 6 ND ND 7 ND ND 6 ND ND
17 E. biforme DSMZ3989 0 A 17.5 T 6 ND ND 5 ND ND 9 ND ND
18 F. prausnitzii ATCC27768 0 G 17.0 C 5 ND ND 6 ND ND 6 ND ND
19 R. callidus ATCC27760 0 G 16.8 C 5 ND ND 8 ND ND 7 ND ND
20 E. coli NCIMB10083 0 G 16.4 C 6 ND ND 8 ND ND 5 ND ND
17.0 C/T 20.0 C 27.2 C/T 32.0 C
0.30 0.14 0.21 ---
# Species Source1 Eub338 (18nt) BAC303-5a(22nt) BTH274-15a(32nt) BTH584-16a(36nt)
Standard deviation:
Averaged size (nt) and Terminators:
Table 1 Muliplexing single terminator extension analysis of twenty fecal bacterial strains with one set ofhierarchical oligonucleotide probes.
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AST seminar in Thailand, 11-12 Mar 08
Multiplexing
- 4 Plexing- 6 Plexing- 7 Plexing- Multiple tube approach
AST seminar in Thailand, 11-12 Mar 08
Multiplexing – theoreticaln (length type) x m (fluorescence type)
ATGCGGGCGCTTGCATGCCGTCCATGCGGGAGTGCGCGCG
ATGCGGGCGCGCCTTGCATGCCGTTATCCATGCGGGTGGAGTGCGCGCGAAT
ATGCGGGCGATCTTTTGCATGCCGGGCGTCCATGCGGGAATTAGTGCGCGCGCCAT
ATGC
ATGC
ATGC
11 14 17
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AST seminar in Thailand, 11-12 Mar 08
Escherichia coli
Bacteroides fragilis
Bacteroides vulgatus
Bacteroides distasonis
Bifidobacterium
Collinsella
Eubacterium
Low GC
EUB338(79.5% for C*, 9.9% for T*)
EUB338Ia (91.6% for T*)
BAC303 (C*)
Bacteroides thetaiotaomicron
BTH584(C*)
BTH274(C*)
(T*)
Primer Design: Fecal Bacteroides as a model system
o obligate anaerobes o abundant in the faeces of warm-
blooded animalso predict recent fecal contaminationo distinguish fecal pollution sources
from human and livestock.
Indicator for fecal pollution
AST seminar in Thailand, 11-12 Mar 08
Model microbial communities.
15.3 ± 1.221.817.4 ± 0.421.853.1 ± 2.946.2AC2 + M. barkeri (12.8 fmol/µl)
3.4 ± 1.05.22.8 ± 0.35.29.7 ± 0.811.1AC2 + E. coli(15.8 fmol/µl)
14.9 ± 1.021.514.4 ± 0.921.514.8 ± 1.021.53AC3
18.1 ± 1.421.817.6 ± 0.721.849.2 ± 3.646.22AC2
18.5 ± 1.222.118.4 ± 0.722.177.0 ± 3.972.71AC1
ObservedTheoreticalObservedTheoreticalObservedTheoretical
BTH584-16a(for B. thetaiotaomicron)
BTH274-15a(for B. thetaiotaomicron)
BAC303-5a(for Bacteroides)
% of the probes for specific groups with respect to probe EUB338Ia for domain Bacteria (mean ± sd, n=6)
Artificial communities
1AC1 contained 16S rRNA gene amplicons of B. thetaiotaomicron (2.2 fmol/µl), B. distasonis (2.5 fmol/µl), B. vulgatus (2.5 fmol/µl) and L. acidophilus (2.7 fmol/µl).
2AC2 contained 16S rRNA gene amplicons of B. thetaiotaomicron (2.2 fmol/µl), B. distasonis (2.5 fmol/µl), L. acidophilus (2.7 fmol/µl) and E. faecium (2.7 fmol/µl).
3AC3 contained 16S rRNA gene amplicons of B. thetaiotaomicron (2.2 fmol/µl), L. acidophilus (2.7 fmol/µl) and E. faecium (2.7 fmol/µl), P. productus (2.7 fmol/µl).
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AST seminar in Thailand, 11-12 Mar 08
●B
TT12
50(T
*)
Bacteroides tectus (tRF 496)Bacteroides pyogenes (tRF 496)Bacteroides suis (tRF 496)Bacteroides denticanum (tRF 494)
Bacteroides nordii (tRF 161)Bacteroides salyersiae (tRF 59)Bacteroides thataiotaomicron (tRF 167)
Bacteroides finegoldii (tRF 495)Bacteroides finegoldii (tRF 495)Bacteroides ovatus (tRF 495)
Bacteroides fragilis (tRF 165)Bacteroides caccae (tRF 166)
Bacteroides acidifaciens (tRF 495)Bacteroides acidifaciens (tRF 167) Bacteroides intestinalis (tRF 489)Bacteroides intestinalis (tRF 489)
Bacteroides helcogenesBacteroides uniformis (tRF 165/493)Bacteroides gallinarum (tRF 165)Bacteroides gallinarum (tRF 165)Bacteroides stercoris (tRF 165)Bacteroides eggerthii (tRF 165)
Bacteroides eggerthii (tRF 165)Bacteroides vulgatus (tRF 165)
Bacteroides vulgatus (tRF 165)Bacteroides dorei (tRF 161)Bacteroides dorei (tRF 161)
Bacteroides massiliensis (tRF 494)Bacteroides massiliensis (tRF 494)Bacteroides coprocola (tRF 494)
Bacteroides plebeius (tRF 494)
Bacteroides barnesiae (tRF 107)
Parabacteroides distasonis (tRF 141)Parabacteroides merdae (tRF 165)Parabacteroides merdae (tRF 165)Parabacteroides johnsonii (tRF 165)
Bacteroides merdae (tRF 165)Parabacteroides goldsteinii
Bacteroides splanchnicus (tRF 489)0.10
○●
EUB
338I
a(T*
)
○●
BA
C30
3(C
*)
●■
BFR
G60
2(C
*)
○●■
BTH
274(
T*)
■BUFM1018(T*)
■BFG1024(C*)
○BTH584(C*)
■BADF1037(G*)
■BITT141(T*)
4-plex ○
6-plex ●
7-plex ■
○●■BTH274(C*)
○●■BTH274(C*)
AST seminar in Thailand, 11-12 Mar 08
(a)
BTH
274-
15a
EU
B33
8Ia-
23a
BFR
G60
2-19
a
C*T* G*
0
500
1000
1500
2000
2500
3000
3500
4000
4500
0 10 20 30 50 60 70 80 90
Size (nt)
Dye
inte
nsity
(rfu
)
BTT
1250
BA
C30
3-5a
BTH
274-
15a
40
● 6plex tube
(b)
0
2500
5000
7500
10000
12500
15000
17500
0 10 20 30 50
BIT
T141
BFG
1024
BA
DF1
037-
9a
BTH
274-
15a
BFR
G60
2-19
a
BU
FM10
18-1
8a
40
Dye
inte
nsity
(rfu
)
■ 7plex tube
Size (nt)
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AST seminar in Thailand, 11-12 Mar 08
Quantifying relative abundance of specific targets in the influent and effluent from sewage treatment plant.
NDNDNDNDB. acidifaciens
NDNDNDNDB. intestinalis
NDND21.6±1.119.7±1.0B. uniformis
NDND5.1±1.24.9±0.7
BFRG602-related group
B. fragilis
NDNDNDNDBTT1250-related group
NDND0.3±0.30.5±0.1BTH274t-related group2
NDND0.8±0.21.1±0.1BTH274c-related group1
0.1±0.1ND3.6±0.54.5±0.4BFRG602-related group
1.1±0.91.6±0.110.0±0.311.1±1.4
Bacteria(EUB338Ia-23a)
Bacteroidales
Sample 2(n=3)
Sample 1(n=3)
Sample 2(n=3)
Sample 1(n=3)groupTarget
Effluent (%)Influent (%)Target abundance within a group
1 The group detected by primer extension with ddCTP of BTH274-15a.2 The group detected by primer extension with ddTTP of BTH274-15a.Calibration factors obtained for the 6-plexing, EUB338Ia-23a: BAC303-5a: BFRG602-19a: BTH274-15a(C): BTH274-15a(T): BTT1250=1: 6.1: 11.2: 14.4: 3.1: 2.4, and 7-plexing, BFRG602-19a: BUFM1018-18a: BTH274-15a(C): BTH274-15a(T): BFG1024: BITT141= 1: 0.8: 1.2: 0.4: 1.7: 0.1. Bacterial strains used include B. thetaiotaomicron, B. fragilis, B. acidifaciens (JCM10556), B. intestinalis (JCM13266), B. uniformis (JCM5828), Bacteroides. tectus (JCM10003), and Bacteroides pyogenes (JCM6294).ND, not detected.
AST seminar in Thailand, 11-12 Mar 08
Future (of) HOPE(s)
Targets- HOPE for RNA- HOPE for genomic DNA
Applications- HOPE for Bacteroides spp. (gut flora study)- HOPE for microbial source tracking- HOPE for quantification of nitrifying populations- many others more…
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AST seminar in Thailand, 11-12 Mar 08
Gut flora
∆ Reaction one:Bth274 [T]_15dAPg_dtc732_20dABsls1016_10dABnd136Bth584_16dA
■ Reaction two:Bfrg602_19dABth274_15dABfrg1026_20dA
O Reaction three:Bfrg602_19dABcc1066_15dABadf1009Bitt141
● Reaction four:Bfrg602_19dABufm1018_20dABegt999Bhcg171_8dA
Reaction five:Bfrg602_19dABvg1016Bmsl1000_19dABcpc1015_24dA
# Reaction six:U1390_17dABac303_5dABfrg602_19dABdts_ gp980Bth274 [C]_15dABth274 [T]_15dA
Bovine-specific uncultivated Bacteroidales
Swine-specific uncultivated BacteroidalesCanines/Felines-specific uncultivated Bacteroidales0.02
∆ Pg_dtc732∆ Bsls1016∆ Bnd136
∆ Bth584
■ Bfrg1026
O Bcc1066O Badf1009
O Bitt141
● Bufm1018● Begt999
● Bhcg171
Bvg1016Bmsl1000
Bcpc1015
∆, # B
th274 [T]
■,O, ●,
, # Bfrg602
# Bac303
# U1390
# Bdts_gp980
Bacteroides tectusBacteroides pyogenesBacteroides salyersiaeBacteroides nordii
B. thetaiotaomicron
Bacteroides fragilis
Bacteroides caccaeBacteroides acidifaciens
Bacteroides intestinalis
Bacteroides uniformisBacteroides eggerthii
Bacteroides helcogenes
Bacteroides vulgatusBacteroides massiliensis
Parabacteroides goldsteiniiParabacteroides distasonisParabacteroides merdae
Bacteroides coprocola
Other functionally important bacterial targets?Bifidobacterium spp.Clostridium leptum subgroupButyrate producing Firmicutes
Bacteroides and Parabacteroides spp.
AST seminar in Thailand, 11-12 Mar 08
H1
H2H3
P1, P2, P3Swine WW
C1, C2, C3
Municipal WW
Stress: 0
Human Pig CowLegend:
0 10 20 30 40 50 60
OthersB. fragilisB. caccae
B. acidifaciensB. intestinalisB. uniformisB. eggerthii
B. helcogenesB. vulgatus
B. massiliensisB. coprocola
Relative abundance (%)
B. fragilis cluster
Hong et al. AEM, 2008 (in press)
-10
0
10
20
30
40
50
MunicipalW
W
Sw
ine W
W
Pig
Cow
Hum
an
Others
B. fragilis clusterP. distasonis clusterB. fragilis subcluster [extends with ddCTP]
B. fragilis subcluster [extends wtih ddTTP]
Rel
ativ
e ab
unda
nce
(%)
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AST seminar in Thailand, 11-12 Mar 08
Fecal source tracking
Fecal contamination in drinking water sources and recreational bodies
○Adverse health effects and liability issues
Conventional monitoring and detection○24 - 48h FC test ○Cultivation bias○Not able to pinpoint the fecal
origin
AST seminar in Thailand, 11-12 Mar 08
Human? Cow? Pig? Dog?
Host-specific primersPredominantly in human fecesBacteroides caccae (Bcc1066)Bacteroides fragilis (Bfrg1024)Bacteroides vulgatus (Bvg1016)Bacteroides uniformis (Bufm1018)
Bovine-specificUncultivated bovine-specificBacteroidales (C367)
Swine-specificUncultivated swine-specificBacteroidales (P163)
Canine-specificUncultivated canine-specificBacteroidales (D475)
1. Presence and absence of extended host-specific primer (library-independent)2. Relative abundance of each microbial target (library-dependent)
HOPE for microbial source tracking
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AST seminar in Thailand, 11-12 Mar 08
Cow Pig Human Dog
C2C3C4C6C7C8
C9C10
C11
C12
C13C15C16C17C18C19
P1P2P3
P4 P5
P9P10 P11
P12
P13
P14
P16P17P18P19
H4H8
H10
H11
H12H13
H15H16
H17
H18
H19
H22
H23 H24
H25
H15N
D1
D2D4D5D6
D7
D8
D9
D10
D12
D13
D14
D18
c1
c2
c3c4
c5c6
c7
c8 c9
c10c11
p1p2
p3
p4p5p6p7
p8
h1
h2h3
h4
h5h6h7
h8
d1 d2d3
d4d5d6
d7
d8
Stress: 0.15
By establishing a HOPE-based library obtained from feces of known origin, a new sample contaminated with unknown sources can potentially be identified based on its location on this plot.
Hong et al. (unpublished)
Decide based on which type of host-specific primer extended
AST seminar in Thailand, 11-12 Mar 08
Thank You!
More HOPEs…