2014 04-beiko-biology
DESCRIPTION
April 2014 seminar presented to Department of Biology, Dalhousie UniversityTRANSCRIPT
Gènes sans frontièresin the evolving human
microbiome
Robert Beiko
Faculty of Computer Science
Dalhousie University
Thursday, April 17, 2014
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SlideShare: http://www.slideshare.net/beiko/[email protected] / @rob_beiko
FRAGILIS
BACTEROIDES
14 APRIL 2014
A DISTAL COLON
POO8675309
15 APR 2014
17 APR 2014Source Molecular Corporation
The micro-
what?
www.futuretimeline.net
Lateral gene transfer
The Breakfast Organisms
"Bacon Fields" Author: Michael DeForge
Microbial ecology and biogeography
More
hypotheses!The story
so far
Hypotheses!
www.discovercreation.org
“Micro-biome”
“Microbi-ome”
As assessed through sequencing
and other techniques
3
Why does the microbiome matter?
5Qin et al., Nature (2010)
The human microbiome is complex
The human microbiome can reflect healthy or diseased states
6
The human microbiome is essential during development
7Koenig et al., PNAS 2011
“My First Microbiome”
Yatsunenko et al., Nature 2012 8
The human microbiome offersnew routes of intervention
van Nood et al. (2013) NEJM
Administered via nasojejunal tube
Irritable bowel syndrome?Inflammatory bowel disease?
(e.g., Crohn’s)Neurological conditions?…
Woese et al., PNAS (1990)
The dream of a Tree of Life
Holy moley!
Rinke et al., Nature (2013)
E
T
A
P
A
T
EP
Wu and Eisen, Genome Biol (2008)
But wait!
Wu … Eisen, Nature (2009)
T
AE
P
But continueto wait!
(Rob) Eveleigh et al. (2013) Genme Biol Evol
A
E
TP
244 taxa40,631 trees= Bacterial SPR supertree
LGT patterns for Clostridium
(Chris) Whidden et al. (2014) Syst Biol
How important is LGT?
Not at all
Useful in some cases
A central mode of microbial innovation
Microbial ecology storieswho is therewhat are they doinghow will they respond
FredericClements
Henry Gleason
Communities? Assemblages?
Human host
Microbes Environment
And if the bugs in you start playing a different tune…
TAXONOMY
Lacnhnospiraceae
Lactobacillaceae
You get the idea
Fecal microbiome samples from young, middle-aged and old mice(Morgan) Langille et al., in preparation
Qualitative β-diversity= presence / absence of different groups
Quantitative β-diversity= relative abundance of different groups
Phylogenetic β-diversity= either of the above, but related groups contribute less to diversity
Comparing samples
Outcome: 0 = identical1 = maximally different
Dissimilarity matrices
and ordination
S1 S2
S2 0.8 ---
S3 0.7 0.3
Langille et al., in preparation
Jessie NingData from the Human Microbiome Project
What is the key assumptionof phylogenetic -diversity
measures?
FUNCTION
Baumann et al. (2007) Plant Cell
Larsbrink et al. (2014) Nature
Can we predict function, based on taxonomy?
PICRUSt
Langille et al. (2013) Nat Biotechnol
Sequenced genomes(known function)
Reference phylogeny(known function +unknown function)
= FUNCTIONALPREDICTIONS
It workssurprisingly well!
Langille et al. (2013) Nat Biotechnol
The microbiome:Functional similarities,taxonomic differences
Huttenhower et al. (2012) Nature
So, function is conserved in spite of major differences in
taxonomy
Huh?
Huttenhower et al. (2012) Nature
!!!!
!!!!
Growth on xyloglucans
Red: YES
Blue: NO
Green: MAYBE
Larsbrink et al. (2014) NatureDysgonomonas (termites!)
And…
Functional summary of Bacteroides thetaiotaomicron geneshttp://meta.microbesonline.org
Poorly understood
VERY poorly understood
Not even *in* the analysis!
Metabolism?
Interactions?
Key messages?
1. Taxonomic diversity can be useful
2. And is somewhat predictive of function
3. Even though the basic assumption is often violated
4. To really get a handle on function, you need to drill down, both taxonomically and functionally
5. And what about hypotheticals?
Putting it all together:The variable, evolving
microbiome
Smillie et al. (2011) Science
LGT by habitat type
~5% of all compared
genes?
Hehemann et al. (2010) Nature
Lachnospiraceae – Gut / mouth enthusiasts
(Conor) Meehan and Beiko (2014) GBE
“Good” strains ..?
“Not so good” strains ..?
Oral
Gut
Sediment (farm runoff)
Rumen
Butyrate production – a crucial
function, subject to LGT
Different candidate “species” trees -All REJECTED!!
“Nickel / peptides transport system“ – poorly characterized!
Meehan and Beiko (2012) BMC Microbiol
More LGT and the microbiome
“…not only the bacterial taxa, but also their plasmids, are defined by the ecological niche.”
PN
AS, 2
01
3
PN
AS, 2
01
2
“…pathogen-driven inflammatory responses in the gut can generate transient enterobacterialblooms in which conjugative transfer occurs at unprecedented rates.”
PLo
SB
iol, 2
00
7
“…lateral gene transfer, mobile elements, and gene amplification have played important roles in affecting the ability of gut-dwelling Bacteroidetes to vary their cell surface, sense their environment, and harvest nutrient resources present in the distal intestine.”
What does it all mean?
© Lucasfilmen.wikipedia.org
Brooding Commensal Evil Pathogen Lord Redeemed Mutualist
Enabled by LGT, gene loss, and mutation
The Role Transformation Hypothesis
Acknowledgments
Beiko lab• Morgan Langille• Conor Meehan• Jeremy Koenig• Jessie Ning• Chris Whidden• Rob Eveleigh• Dennis Wong
Mouse Frailty• Susan Howlett• Rob Rose
LGT Algorithms / Communities• Norbert Zeh• John Archibald• Eva Boon
PICRUSt• Jesse Zaneveld• Rob Knight• Curtis Huttenhower• Greg Caporaso• Dan Knights• Daniel MacDonald• Josh Reyes• Jose Clemente