2014 04-beiko-biology

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Gènes sans frontières in the evolving human microbiome Robert Beiko Faculty of Computer Science Dalhousie University Thursday, April 17, 2014 è SlideShare: http://www.slideshare.net/beiko/2014-04beikobiology [email protected] / @rob_beiko FRAGILIS BACTEROIDES 14 APRIL 2014 A DISTAL COLON POO8675309 15 APR 2014 17 APR 2014 Source Molecular Corporation

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April 2014 seminar presented to Department of Biology, Dalhousie University

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Page 1: 2014 04-beiko-biology

Gènes sans frontièresin the evolving human

microbiome

Robert Beiko

Faculty of Computer Science

Dalhousie University

Thursday, April 17, 2014

è

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

Page 2: 2014 04-beiko-biology

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

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“Micro-biome”

“Microbi-ome”

As assessed through sequencing

and other techniques

3

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Why does the microbiome matter?

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5Qin et al., Nature (2010)

The human microbiome is complex

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The human microbiome can reflect healthy or diseased states

6

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The human microbiome is essential during development

7Koenig et al., PNAS 2011

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“My First Microbiome”

Yatsunenko et al., Nature 2012 8

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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?…

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Woese et al., PNAS (1990)

The dream of a Tree of Life

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Holy moley!

Rinke et al., Nature (2013)

E

T

A

P

Page 13: 2014 04-beiko-biology

A

T

EP

Wu and Eisen, Genome Biol (2008)

But wait!

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Wu … Eisen, Nature (2009)

T

AE

P

But continueto wait!

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(Rob) Eveleigh et al. (2013) Genme Biol Evol

A

E

TP

Page 17: 2014 04-beiko-biology

244 taxa40,631 trees= Bacterial SPR supertree

LGT patterns for Clostridium

(Chris) Whidden et al. (2014) Syst Biol

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How important is LGT?

Not at all

Useful in some cases

A central mode of microbial innovation

Page 19: 2014 04-beiko-biology

Microbial ecology storieswho is therewhat are they doinghow will they respond

FredericClements

Henry Gleason

Communities? Assemblages?

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Human host

Microbes Environment

And if the bugs in you start playing a different tune…

Page 21: 2014 04-beiko-biology

TAXONOMY

Lacnhnospiraceae

Lactobacillaceae

You get the idea

Fecal microbiome samples from young, middle-aged and old mice(Morgan) Langille et al., in preparation

Page 22: 2014 04-beiko-biology

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

Page 23: 2014 04-beiko-biology

Dissimilarity matrices

and ordination

S1 S2

S2 0.8 ---

S3 0.7 0.3

Langille et al., in preparation

Page 24: 2014 04-beiko-biology

Jessie NingData from the Human Microbiome Project

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What is the key assumptionof phylogenetic -diversity

measures?

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FUNCTION

Baumann et al. (2007) Plant Cell

Larsbrink et al. (2014) Nature

Page 27: 2014 04-beiko-biology

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

Page 28: 2014 04-beiko-biology

It workssurprisingly well!

Langille et al. (2013) Nat Biotechnol

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The microbiome:Functional similarities,taxonomic differences

Huttenhower et al. (2012) Nature

Page 30: 2014 04-beiko-biology

So, function is conserved in spite of major differences in

taxonomy

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Huh?

Huttenhower et al. (2012) Nature

!!!!

!!!!

Page 32: 2014 04-beiko-biology

Growth on xyloglucans

Red: YES

Blue: NO

Green: MAYBE

Larsbrink et al. (2014) NatureDysgonomonas (termites!)

Page 33: 2014 04-beiko-biology

And…

Functional summary of Bacteroides thetaiotaomicron geneshttp://meta.microbesonline.org

Poorly understood

VERY poorly understood

Not even *in* the analysis!

Metabolism?

Interactions?

Page 34: 2014 04-beiko-biology

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?

Page 35: 2014 04-beiko-biology

Putting it all together:The variable, evolving

microbiome

Page 36: 2014 04-beiko-biology

Smillie et al. (2011) Science

LGT by habitat type

~5% of all compared

genes?

Page 37: 2014 04-beiko-biology

Hehemann et al. (2010) Nature

Page 38: 2014 04-beiko-biology

Lachnospiraceae – Gut / mouth enthusiasts

(Conor) Meehan and Beiko (2014) GBE

“Good” strains ..?

“Not so good” strains ..?

Oral

Gut

Sediment (farm runoff)

Rumen

Page 39: 2014 04-beiko-biology

Butyrate production – a crucial

function, subject to LGT

Different candidate “species” trees -All REJECTED!!

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“Nickel / peptides transport system“ – poorly characterized!

Meehan and Beiko (2012) BMC Microbiol

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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.”

Page 42: 2014 04-beiko-biology

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

Page 43: 2014 04-beiko-biology

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

Page 44: 2014 04-beiko-biology