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Héctor Maldonado-Pérez
Taylor Sehein
Katia Chadaideh
The ecosystem inside us
◦ The Microbiome = microbes, their
genomes, and the habitat they are
found
◦ The gut microbiome:
◦ The most diverse (over 100 trillion
bacteria)
◦ Implicated in a range of metabolic
processes
Influences on Gut Microbial Composition
Main Driver: Diet or Genetics?
Turnbaugh et al. (2009)
Main Driver: Diet or Genetics?
Goodrich et al. (2014)
Outline
• Part 1: Examining the effects of Diet vs Host Genotype
• Part 2: Evaluating Responsiveness to Diet
• Part 3: Assessing Memory associated with Past Diets
• Evaluation and Critiques
• Conclusions and Significance
Part 1: Diet vs Host Genotype
Part 1: Computational Methods
• Data generated by 16s rRNA Illumina
Sequencing
Analyses:
•Operational taxonomic unit (OTU)
relative abundance
•Bray-Curtis dissimilarity-based
principal coordinate analysis
Part 1: Diet drives gut microbial variance
Part 2: Responsiveness to Shifts in Diet
Part 2: Computational Methods
•Use of OTU relative abundance
Analysis:
•Microbial Counts Trajectories
Infinite Mixture Model Engine (MC-
TIMME) modeling
Part 2: Diet drives reproducible microbial shifts
Part 3: Memory Associated with Past Diets
• Oscillation of number
dependent or stable
abundances for OTUs
• Determination of “microbial
memory”
Part 3: Computational Methods
• Relative abundance of species-level
OTUs
Analysis:
• Normalization of specific OTU trends
per 10k reads in individual mice
Part 3: Memory trends in specific OTUs
Phylum Firmicutes:
Phylum Bacteroidetes:
Part 3: Memory trends in specific OTUs
Part 3: Memory trends in specific OTUs
A Critical Appraisal
• No reported conflicts of
interest
Sources of funding:
• the NIH
• Brigham and Women’s
• General Mills Bell Institute
Conclusions and Significance
• Dietary factors provide
greatest impact on gut
microbiome
• Reproducible
• Past-diet impacts
Future directions:
• Functional significance of
OTUs
• Public health implications
• Trends in obesity linked to
microbiome
• Cross-cultural variation
Yang, et al (2009)
References
Carmody, Rachel N., et al. "Diet dominates host genotype in shaping the murine gut microbiota." Cell
host & microbe 17.1 (2015): 72-84.
Turnbaugh, Peter J., et al. "The effect of diet on the human gut microbiome: a metagenomic analysis
in humanized gnotobiotic mice." Science translational medicine 1.6 (2009): 6ra14-6ra14.
Goodrich, Julia K., et al. "Human genetics shape the gut microbiome." Cell. 159.4 (2014): 789-799.
Yang, Xing, et al. "More than 9,000,000 unique genes in human gut bacterial community: estimating
gene numbers inside a human body." PLoS One 4.6 (2009): e6074.

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group3_slides.pptx

  • 2. The ecosystem inside us ◦ The Microbiome = microbes, their genomes, and the habitat they are found ◦ The gut microbiome: ◦ The most diverse (over 100 trillion bacteria) ◦ Implicated in a range of metabolic processes
  • 3. Influences on Gut Microbial Composition
  • 4. Main Driver: Diet or Genetics? Turnbaugh et al. (2009)
  • 5. Main Driver: Diet or Genetics? Goodrich et al. (2014)
  • 6. Outline • Part 1: Examining the effects of Diet vs Host Genotype • Part 2: Evaluating Responsiveness to Diet • Part 3: Assessing Memory associated with Past Diets • Evaluation and Critiques • Conclusions and Significance
  • 7. Part 1: Diet vs Host Genotype
  • 8. Part 1: Computational Methods • Data generated by 16s rRNA Illumina Sequencing Analyses: •Operational taxonomic unit (OTU) relative abundance •Bray-Curtis dissimilarity-based principal coordinate analysis
  • 9. Part 1: Diet drives gut microbial variance
  • 10. Part 2: Responsiveness to Shifts in Diet
  • 11. Part 2: Computational Methods •Use of OTU relative abundance Analysis: •Microbial Counts Trajectories Infinite Mixture Model Engine (MC- TIMME) modeling
  • 12. Part 2: Diet drives reproducible microbial shifts
  • 13. Part 3: Memory Associated with Past Diets • Oscillation of number dependent or stable abundances for OTUs • Determination of “microbial memory”
  • 14. Part 3: Computational Methods • Relative abundance of species-level OTUs Analysis: • Normalization of specific OTU trends per 10k reads in individual mice
  • 15. Part 3: Memory trends in specific OTUs Phylum Firmicutes: Phylum Bacteroidetes:
  • 16. Part 3: Memory trends in specific OTUs
  • 17. Part 3: Memory trends in specific OTUs
  • 18. A Critical Appraisal • No reported conflicts of interest Sources of funding: • the NIH • Brigham and Women’s • General Mills Bell Institute
  • 19. Conclusions and Significance • Dietary factors provide greatest impact on gut microbiome • Reproducible • Past-diet impacts Future directions: • Functional significance of OTUs • Public health implications • Trends in obesity linked to microbiome • Cross-cultural variation Yang, et al (2009)
  • 20. References Carmody, Rachel N., et al. "Diet dominates host genotype in shaping the murine gut microbiota." Cell host & microbe 17.1 (2015): 72-84. Turnbaugh, Peter J., et al. "The effect of diet on the human gut microbiome: a metagenomic analysis in humanized gnotobiotic mice." Science translational medicine 1.6 (2009): 6ra14-6ra14. Goodrich, Julia K., et al. "Human genetics shape the gut microbiome." Cell. 159.4 (2014): 789-799. Yang, Xing, et al. "More than 9,000,000 unique genes in human gut bacterial community: estimating gene numbers inside a human body." PLoS One 4.6 (2009): e6074.