slideshare lahti-isme2014
DESCRIPTION
Presentation on alternative stable states in the human gut microbial ecosystem in ISME15 (2014) conference, Seoul, South KoreaTRANSCRIPT
Alternative stable states inhuman intestinal ecosystem
Leo Lahti, Jarkko Salojärvi, Anne Salonen, Marten Scheffer, Willem M de VosISME15 (Aug 30, 2014)
Twitter & Github: @antagomir
Ecosystem restoration with fecal transplants- van Nood et al. NEJM 2013- Fuentes et al. ISME J 2014
Enterotypes of the human gut microbiome- Arumugam et al. 2011
Mouse & Chimpanzee- Wu et al. Science 2011- Moeller et al. Nat. Comm. 2012- Wang et al. PNAS 2014
Clusters vs. gradients methodological issues:- Jeffery et al. Nat Rev. Microbiol. 2012;- Koren et al. PLoS CB 2013
Prevotella bimodality- Jeffery et al. Nat. Rev. Microbiol.
Koren et al. PLoS CB 2013
Atlas of Human Intestinal Microbiota:
>1,000 Western adults
130gen
us-lik
egroups
1,006 Western adult subjects
Human Intestinal Tract(HIT) Chip: High ResolutionPhylogenetic Microarray
RajilicStojanovic et al. Environ Microbiol 2009Rajilic–Stojanovic et al. Gastroenterology 2011
Blue: Low abundanceRed: High abundance
Characteristic 'abundance types'
in 1000 western adults:
~% indicates proportion among prevalent taxa
~50% ~20%
~10%~10%
~10%
Lahti et al. Nat. Comm. 5:4344, 2014
Quantifying bimodality with Potential analysis
CRAN: earlywarnings
Livina et al. 2011; Scheffer et al. 2012
Lahti et al. Nat. Comm. 5:4344, 2014
Stable attractors in theabundance landscape andmicrobiota composition?
78 subjects~3 months
Dialister spp.
Lahti et al. Nat. Comm. 5:4344, 2014
Bim
odalityscore
(%)
N=401
Bi-stable taxa:
Prevotella groups(oralis & melaninogenica)
Dialister spp.
Uncultured Clostridiales I-II
B. fragilis group
Clostridium groups(difficile, colinum, sensu stricto)
Uncultured Mollicutes
Lactobacillus plantarum
+ evidence in methanogenic archaea Intemediate stability (r); N=78
Confirming bistability with temporal analysis
State transitions show larger shifts> alternative attractors divided by a critical tipping point ?
Bistability and the overall ecosystem: varying scales ?
PCA +Correlation (Spearman)
Only Prevotella statesare visible at ecosystemlevel (high ~10%relative abundance;other bi-stable taxa<2% relativeabundance)
Lahti et al. Nat. Comm. 5:4344, 2014
Low (blue) and High (red)abundance Prevotellasubjects highlighted:
Lahti et al. Nat. Comm. 5:4344, 2014
'Tipping elements' of the intestinal microbiota ?
Uncorrelated state switches -> various combinations !
-> Ecosystem states asspecific combinationsof bi-stable taxa?
http://commons.wikimedia.org/wiki/File:RFremotecontroldipswitchcalculator.png
Ageing and bistability: Uncultured Clostridiales I
Lahti et al. Nat. Comm. 5:4344, 2014
Summary
Evidence for alternative stable states in specific taxa:1) Bimodal log-abundance distributions (~10% of prevalent taxa)2) Reduced stability at the intermediate abundance range
Bistable tipping elements cooccur in various combinations
Links to disease ?- UCI/II: negative association to Obesity/IBS- High Dialister spp. & B. fragilis & Low Prevotella: MetS
Causality: drivers or passengers?- Competition & mutualism- Feed-back loops
Bistable tipping elements in human intestinal microbiota(Lahti et al. Nat. Comm. 5:4344, 2014)
Data: 1,006 western adults x 130 genus-like groups + metadataIn Dryad: http://dx.doi.org/10.5061/dryad.pk75d
Code: CRAN: earlywarningsGithub: microbiome.github.com
Slides: SlideShare
Twitter & Github: @antagomir
#ISME15
Thank You!
Anne SalonenJarkko Salojärvi
Willem M de VosMarten Scheffer HITChip team
#ISME15