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Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016 Lecture 13: The Human Microbiome BIS 002C Biodiversity & the Tree of Life Spring 2016 Prof. Jonathan Eisen 1

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Page 1: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Lecture 13: The Human Microbiome

BIS 002C Biodiversity & the Tree of Life

Spring 2016

Prof. Jonathan Eisen

1

Page 2: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Where we are going and where we have been

• Previous Lecture: !12: Novelty

• Current Lecture: !13: The Human Microbiome

• Next Lecture: !14: Big Organisms

2

Page 3: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Key Concepts and Outline

• Humans are swarming with microbes

• Microbiomes are Complex Ecosystems

• Enormous Variation within & between People

• Variation is Associated with Various Health States and Phenotypes

• Possible Causes of the Variation Have Been Identified

• It May Be Possible to Alter / Restore the Microbiome

4

Page 4: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Classes of symbiosis

Organism

Class of symbiosis A B

Mutualism + +

Commensalism + 0

Parasitism + -

5

Page 5: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Classes of symbiosis

Organism

Class of symbiosis A B

Mutualism + +

Commensalism + 0

Parasitism + -

6

Page 6: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

The Human Microbiome

7

Page 7: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Summer 2012 Workshop in Biology and Multimedia for High School Teachers

Microbes are all over us

8http://commons.wikimedia.org/wiki/File:Man_shadow_-_upper.png

Thousands of different species on the skin alone

Some thrive on dry patches of the elbow, others

thrive in moist environment of armpit

There are millions of microbes

per square inch on your body

It is estimated that there are more microbes

in your intestine than there are human cells

in your body!

Page 8: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Who Are We?

9

Page 9: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Who Are We?

10

50

Page 10: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

microBIOME or microbiOME

• microbi-OME !collection of genomes of microbes from a

community (emphasis on OME)

• micro-BIOME !a community of microbes (emphasis on

BIOME)

• see http://tinyurl.com/definemicrobiome

11

Page 11: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Clicker

12

Page 12: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Clicker

Which of the following lineages contain microbes?

A: Bacteria

B: Archaea

C: Eukaryotes D: All of the above

E: None of the above

13

Page 13: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Clicker

Which of the following lineages contain microbes?

A: Bacteria

B: Archaea

C: Eukaryotes D: All of the above

E: None of the above

14

Page 14: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

The Rise of the Microbiome

15

0

350

700

1050

1400

00 01 02 03 04 05 06 07 08 09 10 11 12

Pubmed “Microbiome” Hits

Page 15: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Classes of symbiosis

Organism

Class of symbiosis A B

Mutualism + +

Commensalism + 0

Parasitism + -

16

Why All The Attention for Commensalism?

Page 16: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Classes of symbiosis

Organism

Class of symbiosis A B

Mutualism + +

Commensalism + 0

Parasitism + -

17

Is this Mutualism?

Page 17: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Classes of symbiosis

Organism

Class of symbiosis A B

Mutualism + +

Commensalism + 0

Parasitism + -

18

Is this Parasitism?

Page 18: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Classes of symbiosis

Organism

Class of symbiosis A B

Mutualism + +

Commensalism + 0

Parasitism + -

19

Some of Each

Page 19: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Why Now? Studies Like This …

20

Turnbaugh et al Nature. 2006 444(7122):1027-31.

Page 20: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Microbiome Involved in Many Functions

• Digestion

• Vitamin Production

• Protection from parasites / pathogens

• Metabolic rate

• Immune regulation

• Odor

• Behavior

21

Page 21: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016 22

Why Now II: DNA Sequencing Advances

Page 22: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Great Plate Count Anomaly

23

<<<<

Culturing Observation

CountCount

http://www.google.com/url?sa=i&rct=j&q=&esrc=s&source=images&cd=&docid=rLu5sL207WlE1M&tbnid=CRLQYP7d9d_TcM:&ved=0CAUQjRw&url=http

%3A%2F%2Fwww.biol.unt.edu%2F~jajohnson

%2FDNA_sequencing_process&ei=hFu7U_TyCtOqsQSu9YGwBg&psig=AFQjCNG-8EB

dEljE7-yHFG2KPuBZt8kIPw&ust=14048739512114

24

DNAor

RNA

Page 23: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Archaea

Woese Classification of Cultured Taxa by rRNA

24

rRNA rRNArRNA

ACUGC ACCUAU CGUUCG

ACUCC AGCUAU CGAUCG

ACCCC AGCUCU CGCUCG

Taxa Characters S ACUGCACCUAUCGUUCG R ACUCCACCUAUCGUUCG E ACUCCAGCUAUCGAUCG F ACUCCAGGUAUCGAUCG C ACCCCAGCUCUCGCUCG W ACCCCAGCUCUGGCUCG

EukaryotesBacteria

CarlWoese

Page 24: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014 25

rRNA Taxa Characters B1 ACTGCACCTATCGTTCG B2 ACTCCACCTATCGTTCG E1 ACTCCAGCTATCGATCG E2 ACTCCAGGTATCGATCG A1 ACCCCAGCTCTCGCTCG A2 ACCCCAGCTCTGGCTCG New ACCCCAGCTCTGCCTCG

EukaryotesBacteria Archaea

Culture Independent Studies

ACTGC ACCTAT CGTTCG

ACTGC ACCTAT CGTTCG

ACTGC ACCTAT CGTTCG

Many sequences from one sample all point to the same branch on the tree

NormPace

Page 25: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014 26

DNA

Taxa Characters B1 ACTGCACCTATCGTTCG B2 ACTCCACCTATCGTTCG E1 ACTCCAGCTATCGATCG E2 ACTCCAGGTATCGATCG A1 ACCCCAGCTCTCGCTCG A2 ACCCCAGCTCTGGCTCG New1 ACCCCAGCTCTGCCTCG New2 AGGGGAGCTCTGCCTCG New3 ACTCCAGCTATCGATCG New4 ACTGCACCTATCGTTCG

EukaryotesBacteria Archaea

ACTGC ACCTAT CGTTCG

ACTCC AGCTAT CGATCG

ACCCC AGCTCT CGCTCG

AGGGG AGCTCT CGCTCG

AGGGG AGCTCT CGCTCG

ACTGC ACCTAT CGTTCG

Even with more taxa it still works

Culture Independent Studies

Page 26: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Metagenomics Has Many Other Purposes

27

metagenomics

ACUGC ACCUAU CGUUCG

ACUCC AGCUAU CGAUCG

ACCCC AGCUCU CGCUCG

Taxa Characters S ACUGCACCUAUCGUUCG R ACUCCACCUAUCGUUCG E ACUCCAGCUAUCGAUCG F ACUCCAGGUAUCGAUCG C ACCCCAGCUCUCGCUCG W ACCCCAGCUCUGGCUCG

inputs of fixed carbon or nitrogen from external sources. As withLeptospirillum group I, both Leptospirillum group II and III have thegenes needed to fix carbon by means of the Calvin–Benson–Bassham cycle (using type II ribulose 1,5-bisphosphate carboxy-lase–oxygenase). All genomes recovered from the AMD system

contain formate hydrogenlyase complexes. These, in combinationwith carbon monoxide dehydrogenase, may be used for carbonfixation via the reductive acetyl coenzyme A (acetyl-CoA) pathwayby some, or all, organisms. Given the large number of ABC-typesugar and amino acid transporters encoded in the Ferroplasma type

Figure 4 Cell metabolic cartoons constructed from the annotation of 2,180 ORFs

identified in the Leptospirillum group II genome (63% with putative assigned function) and

1,931 ORFs in the Ferroplasma type II genome (58% with assigned function). The cell

cartoons are shown within a biofilm that is attached to the surface of an acid mine

drainage stream (viewed in cross-section). Tight coupling between ferrous iron oxidation,

pyrite dissolution and acid generation is indicated. Rubisco, ribulose 1,5-bisphosphate

carboxylase–oxygenase. THF, tetrahydrofolate.

articles

NATURE | doi:10.1038/nature02340 | www.nature.com/nature 5© 2004 Nature Publishing Group

Page 27: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Clicker

28

Page 28: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Clicker

How could you tell if one of the rRNA genes you sequence came from a chloroplast?

A: It should group in rRNA trees with plant nuclear rRNA genes.

B: It should group in rRNA trees with proteobacteria.

C: It should group in rRNA trees with cyanobacteria.

D. It should group in rRNA trees with TACK

E: You can’t tell.29

Page 29: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Clicker

How could you tell if one of the rRNA genes you sequence came from a chloroplast?

A: It should group in rRNA trees with plant nuclear rRNA genes.

B: It should group in rRNA trees with proteobacteria.

C: It should group in rRNA trees with cyanobacteria.

D. It should group in rRNA trees with TACK

E: You can’t tell.30

Page 30: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

How could you tell if one of the rRNA genes you sequence came from a mitochondrion?

31

Page 31: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

How could you tell if one of the rRNA genes you sequence came from a fungus?

32

Page 32: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Key Concepts and Outline

• Humans are swarming with microbes

• Microbiomes are Complex Ecosystems

• Enormous Variation within & between People

• Variation is Associated with Various Health States and Phenotypes

• Possible Causes of the Variation Have Been Identified

• It May Be Possible to Alter / Restore the Microbiome

33

Page 33: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

The Human Microbiome

34

Page 34: BIS2C: Lecture 13: The Human Microbiome

Microbiomes as Ecosystems

!35

Page 35: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Key Concepts and Outline

• Humans are swarming with microbes

• Microbiomes are Complex Ecosystems

• Enormous Variation within & between People

• Variation is Associated with Various Health States and Phenotypes

• Possible Causes of the Variation Have Been Identified

• It May Be Possible to Alter / Restore the Microbiome

36

Page 36: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014 37

Page 37: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014 38

Page 38: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014 39

Page 39: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Variation Between Countries: Gut

40

The ISME Journal (2013) 7, 85–95; doi:10.1038/ismej.2012.81MJ Blaser et al. ISMEJ 2012 US Amerindian

Actinobacteria (Propionibacteria)

Firmicutes (Staphylococcus)

Rela

tive

abun

danc

e Actinobacteria dominates in the US

Boulder NY Platanillal A Platanillal B

Proteobacteria

Page 40: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Variation Between Countries: Gut

41

The ISME Journal (2013) 7, 85–95; doi:10.1038/ismej.2012.81MJ Blaser et al. ISMEJ 2012 US Amerindian

Actinobacteria (Propionibacteria)

Firmicutes (Staphylococcus)

Rela

tive

abun

danc

e Actinobacteria dominates in the US

Boulder NY Platanillal A Platanillal B

Proteobacteria

Page 41: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Variability Across People

42Huttenhower et al. 2012.

Page 42: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Key Concepts and Outline

• Humans are swarming with microbes

• Microbiomes are Complex Ecosystems

• Enormous Variation within & between People

• Variation is Associated with Various Health States and Phenotypes

• Possible Causes of the Variation Have Been Identified

• It May Be Possible to Alter / Restore the Microbiome

43

Page 43: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Variability is Correlated to Many Health States

• Microbial community different in many disease states compared to healthy individuals

• Unclear if this is cause or effect in most cases

44

Page 44: BIS2C: Lecture 13: The Human Microbiome

!45Morgan et al. Genome Biology 2012 13:R79 doi:10.1186/gb-2012-13-9-r79

Page 45: BIS2C: Lecture 13: The Human Microbiome

!46Morgan et al. Genome Biology 2012 13:R79 doi:10.1186/gb-2012-13-9-r79

Age Diet Location

Many disease states

ExposurePregnant?

Breast fed? Obese

Page 46: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Microbiome Involved in Many Functions

• Digestion

• Vitamin Production

• Protection from parasites / pathogens

• Metabolic rate

• Immune regulation

• Odor

• Behavior

47

Page 47: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Key Concepts and Outline

• Humans are swarming with microbes

• Microbiomes are Complex Ecosystems

• Enormous Variation within & between People

• Variation is Associated with Various Health States and Phenotypes

• Possible Causes of the Variation Have Been Identified

• It May Be Possible to Alter / Restore the Microbiome

48

Page 48: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Infant Microbiome, Birth, and Milk

49

David Mills

Page 49: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Other Sources

50

Page 50: BIS2C: Lecture 13: The Human Microbiome

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Disturbing the Microbiome

51

Antibiotics

Diet Changes

Hygiene Hypothesis

C-sections

Page 51: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

C-Sections Alter “Normal” Colonization

52

Maria Gloria Dominguez-Bello

Page 52: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Diet Changes Alter Microbiome

53

Switch to solid foods

Page 53: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Response to Antibiotics

54

by L. iners during menses, which then reverted to a communitydominated by L. crispatus at the end of menses. Similarly, in subject24 (Fig. 2A), a community dominated by L. crispatus is replaced by acommunity dominated by Streptococcus during menses. Communitiesof class LI (14 women, fig. S5) were typically dominated by L. iners,but varied widely in terms of species composition and stability. This isillustrated by the communities of subjects 14, 15, 16, 18, and 19 thatappeared to be comparatively stable over time, whereas others such assubjects 11 and 27 commonly shifted to different community types thatwere more often associated with higher Nugent scores. The underlying

reasons for these differences are unknown but might reflect genomicheterogeneity in the dominating Lactobacillus sp. Heatmaps depictingthe dynamics of vaginal communities in a few selected subjects areshown in Fig. 2; those for all 32 subjects are shown in fig. S5.

Dynamics of the vaginal microbiotaThe rapid and sometimes extensive turnover of human vaginal bacte-rial communities was visualized by mapping temporal changes incommunity composition onto the three-dimensional (3D) communityspace defined previously in a cross-sectional study by Ravel et al. of

A B

DC

Subject 24

0

20

40

60

80

100

Phyl

otyp

e re

lativ

e ab

unda

nce

(%)

L. crispatusL. inersL. jenseniiStaphylococcusL. gasseriCorynebacteriumClostridiumLactobacillales 2L. vaginalisL. otu5

Subject 29

0

20

40

60

80

100

Phyl

otyp

e re

lativ

e ab

unda

nce

(%)

Subject 6

0

20

40

60

80

100

Phyl

otyp

e re

lativ

e ab

unda

nce

(%)

L. inersAtopobiumSneathiaCorynebacteriumGemellaFinegoldiaPrevotellaPeptostreptococcusPeptoniphilusAnaerococcusStreptococcusParvimonasStaphylococcus

Subject 12

0

20

40

60

80

100

Phyl

otyp

e re

lativ

e ab

unda

nce

(%)

Time (weeks)0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15

Time (weeks)0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15

Time (weeks)0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15

Time (weeks)0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15

PhylotypesL. crispatus L. iners L. gasseri StaphylococcusL. jensenii Atopobium

Prevotella

Aerococcus

Anaerococcus

Streptococcus

Clostridium

ParvimonasGardnerella Mobiluncus Corynebacterium

Gemella

Finegoldia Peptostreptococcus Peptoniphilus

L. otu5Lactobacillales 2 L. otu3 L. vaginalis L. otu4Sneathia 80 100

Phylotype percentrelative abundance

0 20 40 60

L. crispatusStreptococcusL. reuteriBifidobacteriumAnaerococcusPrevotellaFinegoldiaPeptostreptococcusEscherichiaAlloscardovia

AtopobiumPrevotellaParvimonasPeptoniphilusSneathiaMobiluncusLachnospiraceae 10Ruminococcaceae 3GardnerellaLachnospiraceae 11AerococcusMoryellaPeptococcusLachnospiraceae 2AnaerococcusAllisonellaPeptostreptococcusMegasphaera

Lachnospiraceae 10 Ruminococcaceae 3

Lachnospiraceae 11Moryella PeptococcusLachnospiraceae 2

Allisonella

Megasphaera

L. reuteri Bifidobacterium

Escherichia Alloscardovia

Fig. 2. (A to D) Heatmaps (top) and interpolated bar plots (bottom) ofphylotype relative abundance observed in four selected subjects over 16weeks (heatmap color key is indicated in the lower right corner). Color codes

for each phylotype represented in the interpolated bar plots are shown belowthe figure. See fig. S5 for heatmaps and interpolated bar plots for all subjects.Red dots below the interpolated bar graphs represent menstruation days.

R E S EARCH ART I C L E

www.ScienceTranslationalMedicine.org 2 May 2012 Vol 4 Issue 132 132ra52 4

on

May

2, 2

012

stm

.sci

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.org

Dow

nloa

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from

Page 54: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Hygiene Hypothesis

55

Susan Lynch

Dogs, Dust, Microbiomes and Asthma

Page 55: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2016

Key Concepts and Outline

• Humans are swarming with microbes

• Microbiomes are Complex Ecosystems

• Enormous Variation within & between People

• Variation is Associated with Various Health States and Phenotypes

• Possible Causes of the Variation Have Been Identified

• It May Be Possible to Alter / Restore the Microbiome

56

Page 56: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Microbiome Transplant

57

Page 57: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Restoring the Microbiome: Probiotics and Prebiotics

58

Page 58: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Intestinal Transplant

59Hartman et al. PNAS 2009

Page 59: BIS2C: Lecture 13: The Human Microbiome

Slides by Jonathan Eisen for BIS2C at UC Davis Spring 2014

Coprophagia

60

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Transfaunation

61

Page 61: BIS2C: Lecture 13: The Human Microbiome

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Fecal “transplants”

62

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Openbiome

63

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DIY Fecal Transplant

64

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DIY Fecal Transplant

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Get Involved

67

Kitty Microbiome