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MMiiccrroobbiioottaa yy llaa rreessppuueessttaa iimmmmuunnee 
RRoommiinnaa GGoollddsszzmmiidd,, PPhhDD
Humans have co-evolved with microbial partners 
• We are a composite of species: bacteria, 
fungi, viruses, bacteriophages 
• Microorganisms inhabit all barrier surfaces of 
the organism and outnumber the human 
cells by about 10 fold 
• The total microbial DNA in our body (the 
microbiome) contains 100 times more genes 
than our ‘own’ human genome 
• The microbiome is an integral part of our 
genetic landscape and plays a central role in 
the maintenance and control of host 
homeostasis 
• The development of the immune system is 
dependent on interactions with the 
commensal microbiota 
OOeessoopphhaagguuss 
SSttoommaacchh 
VVaaggiinn 
aa 
MMoouutthh 
SSkkiinn 
CCoolloonn 
Firmicutes 
Bacteroidetes 
Actinobacteria 
Proteobacteria 
Other phyla
Microorganisms inhabit all barrier surfaces of the organism 
Nat Immunol. 2013 Jul;14(7 
Compartmentalized and systemic control of tissue immunity by commensals. 
Belkaid Y, Naik S.
Healthy skin bacterial survey 
Grice et al., Science 2009
Development of the microbiota from the first inoculum as an infant 
through continuous change, modified by diet, genetics and the 
environment, through life 
• Changes in the last 
trimester of pregnancy 
Dominguez-Bello MG, Blaser MJ, Ley RE, Knight R. 
Development of the human gastrointestinal microbiota and insights from high-throughput sequencing. 
Gastroenterology. 2011;140:1713-9.
Changes iinn oouurr mmiiccrroobbiioottaa…… 
AAnnttiibbiioottiiccss 
LLiiffeessttyyllee NNuuttrriittiioonn HHyyggiieennee 
IInnffeeccttiioonnss 
DDyyssbbiioossiiss 
Geographical 
location 
Host 
Genetics 
PPrroobbiioottiiccss 
AAggee 
Mode of 
delivery
Microbiota-induced maturation of the mouse gastrointestinal tract 
Sommer F, Bäckhed F. 
The gut microbiota--masters of host development and physiology. 
Nat Rev Microbiol. 2013;11:227-38.
Modulation of adaptive immune responses in the gut by the 
Nadine Cerf-Bensussan and Valerie Gaboriau-Routhiau 
The immune system and the gut: friends or foes? 
Nature Reviews Immunology 10:735 (2010) 
commensal microbiota
The intestinal microbiota enhances colonization resistance to intestinal 
pathogens by both direct and indirect (immune-mediated) mechanisms of 
action. 
Charlie G. Buffie & Eric G. Pamer1 
Microbiota-mediated colonization resistance against intestinal pathogens 
Nature Reviews Immunology 13:790 (2013)
HHooww CCoommmmeennssaall BBaacctteerriiaa aaffffeecctt 
LLooccaall aanndd SSyysstteemmiicc IInnffllaammmmaattiioonn//IImmmmuunniittyy?? 
CCoommppaarrttmmeennttaalliizzeedd ccoonnttrrooll ooff bbaarrrriieerr ssiittee 
iimmmmuunniittyy bbyy rreessiiddeenntt ccoommmmeennssaallss 
SSkkiinn IImmmmuunniittyy 
IInntteessttiinnaall mmiiccrroobbiioottaa 
MMuuccoossaall IImmmmuunniittyy 
SSkkiinn mmiiccrroobbiioottaa 
IInntteessttiinnee 
SSkkiinn 
MMoouutthh 
PPhhaarryynnxx 
RReessppiirraattoorryy 
ssyysstteemm 
UUrrooggeenniittaall 
ttrraacctt
IL-17A production in skin tissue is not impacted by distinct 
gut commensal populations 
8 Taconic 
7 
6 
5 
4 
3 
2 
1 
0 Gut Skin 
Jackson 
% IL-17A+ CD45+ 
NS 
Science 337, 1115 (2012) 
Taconic 
Farms 
SFB 
Jackson Labs 
8 
7 
CD45+ 
6 
5 
17A+ 4 
3 
IL-2 
% 1 
0 Gut 
Taconic 
Jackson
Altered T cell inflammatory and regulatory 
profile in skin tissue of germ free mice. 
Skin 
12 ** 
Germ 
free 
SPF GF 
8 
4 
32 
24 
16 
8 
0 
25 ** 
SPF GF 
20 
15 
10 
5 
70 
60 
50 
40 
30 
20 
10 
0 
% IL-17A+ gd T Cells 
% IFNg+ ab T Cells 
% IL-17A+ab T Cells 
% Foxp3+ Tregs 
SPF GF 
0 
SPF GF 
0 
* ** 
SPF- Specific Pathogen Free GF- Germ Free 
4 weeks 
Oral Antibiotic 
(ATB) 
Ampicillin 
Metronidazole 
Neomycin 
Vancomycin 
GUT *** 
% IL-17A+CD45+ % IL-17A+CD45+ 
25 
20 
15 
10 
5 
0 
30 
20 
10 
0 
% IFNg+ ab T Cells % IFNg+ ab T Cells 
** 
8 
6 
4 
2 
0 
5 
4 
3 
2 
1 
0 
SKI 
N 
Vehicle 
ATB
CCoolloonn rreeccttaall ccaarrcciinnoommaa 
SSttoommaacchh ccaanncceerr 
MMaalltt llyymmpphhoommaa 
HHeeppaattoocceelllluullaarr ccaarrcciinnoommaa 
MMaammmmaarryy ccaarrcciinnoommaa 
TThhyymmiicc llyymmpphhoommaa 
Tumors
HHuummaannss aarree 
mmeettaaoorrggaanniissmmss 
((ssyymmbbiioonnttss)) 
ccoommppoosseedd ooff hhoosstt 
aanndd mmiiccrroobbiiaall cceellllss 
wwiitthh tthheeiirr oowwnn 
ggeenneess 
((mmeettaaggeennoommee)) aanndd 
sshhaarreedd mmeettaabboolliicc 
pprroocceesssseess aanndd 
pprroodduuccttss 
((mmeettaabboolloommee))..
MMeettaabboolliissmm 
CCaarrddiioovvaassccuullaarr,, 
EExxccrreettoorryy,, 
MMuussccuulloosskkeelleettaall,, 
aanndd AAddiippoossee ttiissssuuee 
ffuunnccttiioonnss 
NNeeuurroollooggiiccaall.. 
bbeehhaavviioorraall 
aanndd ccooggnniittiivvee 
ffuunnccttiioonnss 
AAggiinngg 
HHeemmaattooppooiieessiiss 
CCiirrccaaddiiaann rrhhyytthhmm 
IInnffllaammmmaattiioonn aanndd 
IImmmmuunniittyy 
CCaanncceerr iinniittiiaattiioonn,, 
pprrooggrreessssiioonn aanndd 
rreessppoonnssee ttoo 
tthheerraappyy 
TThhee hhuummaann 
mmeettaaoorrggaanniissmm 
BBootthh mmiiccrroobbiiaall aanndd 
hhuummaann cceellllss aacctt aass 
sseennssoorrss ffoorr 
eennvviirroonnmmeennttaall cchhaannggeess 
ccoommmmuunniiccaattiinngg 
rreecciipprrooccaallllyy vviiaa ssiiggnnaalliinngg 
ppaatthhwwaayyss tthhaatt,, iinn ppaarrtt,, 
uuttiilliizzee iinnnnaattee iimmmmuunniittyy 
mmeecchhaanniissmmss.. 
EEnnvviirroonnmmeennttaall 
ffaaccttoorrss 
FFoooodd 
CChheemmiiccaallss 
TTeemmppeerraattuurree 
RRaaddiiaattiioonn 
PPhhyyssiiccaall aanndd 
ppssyyccoollooggiiccaall 
ssttrreessss 
PPaatthhooggeennss 
………………
TTHHEE CCHHAALLLLEENNGGEE:: 
To uunnddeerrssttaanndd tthhee pprreecciissee mmeecchhaanniissmmss tthhaatt aaffffeecctt 
hheeaalltthh aanndd ddiisseeaassee aanndd ttoo ttaarrggeett tthheemm ffoorr ddiisseeaassee 
pprreevveennttiioonn aanndd ccuurree
GGuutt mmiiccrroobbiioottaa ccoonnttrrooll ooff 
ssyysstteemmiicc iimmmmuunniittyy//iinnffllaammmmaattiioonn
MMiiccrroobbiioottaa MMiiccrroobbiioottaa 
PPaatthhoobbiioonnttss 
PPaatthhooggeennss 
Mets 
GGeennoommiicc 
mmuuttaattiioonnss 
TTuummoorr 
pprroommoottiioonn 
CChhrroonniicc 
iinnffllaammmmaattiioonn 
((iinnffeeccttiioonnss,, 
aasseeppttiicc)) 
IInnttrriinnssiicc // 
oonnccooggeennee 
iinndduucceedd 
iinnffllaammmmaattiioonn 
PPrreeddiissppoossiinngg ccoonnddiittiioonnss 
((oobbeessiittyy,, mmeettaabboolliicc ssyynnddrroommee)) 
CCaanncceerr 
aassssoocciiaatteedd 
iinnffllaammmmaattiioonn 
TTuummoorr ggrroowwtthh 
AAnnggiiooggeenneessiiss 
TTiissssuuee rreemmooddeelliinngg 
IInnffiillttrraattiioonn aanndd 
MMeettaassttaassiiss 
IImmmmuunnoo 
eevvaassiioonn 
CCoo--mmoorrbbiiddiittiieess 
RReessppoonnssee ttoo 
tthheerraappyy 
AAnnttii--ccaanncceerr 
iimmmmuunnee 
rreessppoonnssee 
PPrriimmaarryy 
ttuummoorr 
MMiiccrroobbiioottaa 
A Dzutsev, RS Goldszmid, S Viaud, L Zitvogel, G 
Trinchieri. The role of the microbiota in 
inflammation, carcinogenesis and cancer 
therapy. Eur J Immunol 2014 Oct 18 DOI: 
10.1002/eji.201444972
Is the response to cancer therapy regulated by the 
commensal bacteria? 
SSyysstteemmiicc aannttii--IILL--1100RR ++ IInnttrraattuummoorr CCppGG--OOGGNN iimmmmuunnootthheerraappyy 
PPllaattiinnuumm ccoommppoouunndd ((ooxxaalliippllaattiinn,, cciissppllaattiinn)) cchheemmootthheerraappyy 
IInntteessttiinnaall mmiiccrroobbiioottaa 
SStteerriillee ssuubbccuuttaanneeoouuss 
ttrraannssppllaanntteedd 
ttuummoorr 
AANNTTIIBBIIOOTTIICCSS 
NNeeoommyycciinn 
VVaannccoommyycciinn 
IImmiippeenneemm 
oorr GGeerrmm--ffrreeee mmiiccee 
Noriho Iida, Amiran Dzutsev, C. Andrew Stewart, ……… Giorgio 
Trinchieri, Romina S. Goldszmid 
Commensal bacteria control cancer response to therapy by 
modulating the tumor microenvironment 
Science, 2013; 342:967-70
CTX, oxaliplatin aanndd CCppGG ((++//-- aannttii--IILL-- 
1100RR)) bbuutt nnoott cciissppllaattiinn iinndduuccee 
IImmmmuunnooggeenniicc CCeellll DDeeaatthh 
Direct toxicity 
(Innate) (0-48h) Adaptive (>7 days) 
IInnttrraattuummoorraall CCppGG ++ ssyysstteemmiicc aannttii--IILL--1100RR 
SSyysstteemmiicc ooxxaalliippllaattiinn oorr cciissppllaattiinn 
CCyycclloopphhoosspphhaammiiddee ((CCTTXX))
Response to Cancer Immunotherapy and Chemotherapy 
Requires the Commensal Microbiota 
CpG-CyclophosphamidCpG-OGN Oxaliplatin Cisplatin Cyclophosphamidee 
Days after treatment 
Tx 
Tx + Antibiotics 
Untreated 
Noriho Iida, Amiran Dzutsev, C. Andrew Stewart, ……… 
Giorgio Trinchieri, Romina S. Goldszmid 
Commensal bacteria control cancer response to therapy by 
modulating the tumor microenvironment 
Science, 2013; 342:967-70 
Sophie Viaud, ……….and Laurence Zitvogel 
The intestinal microbiota modulates the anticancer 
immune effects of cyclophosphamide 
Science, 2013, 342:9671-74 
Sterile subcutaneous mouse 
transplantable tumors
Antibiotics (ABX) suppress TNF-mediated early necrosis of the tumor and 
decrease inflammatory cytokine production following anti-IL-10R/CpG 
WT (BL6Ncr) TNFKO 
H2O 
untreated 
H2O 
aIL-10R 
CpG 
ABX 
aIL-10R 
CpG 
1 cm 
1 ABX decrease TNF and IL-122 pprroodduuccttiioonn bbyy ttuummoorr-- 
iinnffiillttrraattiinngg mmyyeellooiidd cceellllss ffoolllloowwiinngg aaIILL--1100RR//CCppGG 
H2O aIL-10R/CpG 
ABX aIL-10R/CpG 
ABX untreated 
H2O untreated 
Most inflammatory but not anti-inflammatory (e.g. IL10) 
genes are lower in ABX treated mice 
MC38 tumor, 72 h after CpG treatment
Oral LPS partially restores the TNF production impaired 
by ABX and TLR4 signaling is required for the effective 
Cytokine production by tumor 
infiltrating myeloid cells 
** P=0.05 
anti-tumor response 
aIL-10R/CpG 
25mg/kg BW of LPS was orally administered 3 times/week, 
2 weeks prior and 1week after tumor injection 
Tlr4-/- mice fail to respond to aIL-10R/CpG
Composition of fecal microbiota can be used to segregate mice 
with high and low intratumoral TNF in response to CpG 
High TNF 
Low TNF 
Unweighted Unifrac 
H2O- drinking mice 
PCA1 
PCA2 
PCA3 
PCA1 
16S rDNA analysis using 454 pyrosequencing
Identification of bacterial genera positively correlating with intratumoral 
TNF levels after CpG in microbiota perturbation experiments 
AA.. sshhaahhiiii 
SSiinnggllee 
uunnccllaassssiiffiieedd 
OOTTUU 
Alistipes (Gram-) 
Ruminococcus (Gram+)
Identification of bacterial genera negatively correlating with intratumoral 
TNF levels after CpG in microbiota perturbation experiments 
L. murinum 
L. intestinalis 
LL.. ffeerrmmeennttuumm
ABX treatment blocks oxaliplatin-induced gene espression changes 
Oxaliplatin: 
ROS production Nox1 
Cybb 
Sod1 
Sod2 
microarray analysis ooff ttoottaall EELL44 ttuummoorrss
Antibiotics (ABX) impair oxaliplatin chemotherapy bbyy pprreevveennttiinngg RROOSS 
pprroodduuccttiioonn ffrroomm NNOOXX22 ((CCyybbbb)) eexxpprreessssiinngg mmyyeellooiidd cceellllss 
Oxaliplatin induces ROS 
production in tumors of control 
but not ABX-treated mice 
EL4 tumors-bearing B6 mice were treated with 10mg/kg 
oxaliplatin 
ROS-induced bioluminescence using the L-012 probe was 
analyzed 24 hours after oxaliplatin injection 
MFI ROS x 10-3 
80 
60 
40 
20 
0 
Oxaliplatin induces NOX2 (Cybb)- 
mediated ROS production in 
tumor-associated myeloid cells 
WT Cybb-/- 
Ctrl Oxp Ctrl Oxp 
H2O 
ABX 
Ctrl Oxp 
H2O 
ROS+ Gr1hi 
(neutrophils) 
60 
40 
20 
0 
ROS+ Ly6C+F4/80+ 
(monocyte-derived) 
WT Cybb-/- 
Ctrl Oxp Ctrl Oxp 
H2O 
ABX 
Ctrl Oxp 
ROS- production analyzed by flow cytofluorimetry in EL-4 tumor-infiltrating 
H2O 
myeloid cells ex-vivo 24 hours after oxaliplatin injection
Cyclophosphamide (CTX) induces mucosal bacterial translocation 
that is required for anti-tumor Th17 response 
Sophie Viaud, ……….and Laurence Zitvogel 
The intestinal microbiota modulates the 
anticancer immune effects of cyclophosphamide 
Science, 2013, in press
Microbial translocation following total body irradiation augments the 
function of adoptively transferred tumor-specific CD8+ T cells 
Paulos CM …..Restifo NP. 
Microbial translocation augments the function of adoptively 
transferred self/tumor-specific CD8+ T cells via TLR4 signaling. 
Adoptive transfer of pmel-1 tumor reactive CD8+ T 
cells into animal bearing established B16F10 
melanoma tumors 
TBI leads to: Destruction of 
established 
tumors 
Enhanced autoimmune 
vitiligo 
Increased pmel-1 T 
cells cytokine 
production 5 days after 
transfer
Microbial translocation following total body irradiation augments the 
function of adoptively transferred tumor-specific CD8+ T cells 
Paulos CM …..Restifo NP. 
Microbial translocation augments the function of adoptively 
TBI causes mucosal barrier injury resulting in 
bacteria translocation, increased serum LPS and 
activation of innate immune response. 
ABX leads to: Reduced systemic 
LPS level 
Impairedactivation of 
antigen presenting cells 
Reduced effectiveness 
of adoptive cell 
transfer therapy
CpG-ODN + 
anti-IL-10R TNF 
MyD88, Cybb 
TBI and 
adoptive T cell 
transfer 
Myeloid cell Tumor 
CTL 
CTX 
Th17 CTL 
Gut 
microbiota 
TBI or CTX induced transmucosal 
bacterial translocation 
ROS 
Oxaliplatin 
Iida N, Dzutsev A, Stewart CA ……, Trinchieri G, 
Goldszmid RS. 
Commensal bacteria control cancer response to 
therapy by modulating the tumor microenvironment. 
Science. 2013;342:967-70 
Paulos CM …..Restifo NP. 
Microbial translocation augments the function 
of adoptively transferred self/tumor-specific 
CD8+ T cells via TLR4 signaling. 
J Clin Invest. 2007;117:2197-204 
Viaud S …….. Zitvogel L. 
The intestinal microbiota modulates the anticancer 
immune effects of cyclophosphamide. 
Science. 2013;342:971-6 
Modified from: 
Goldszmid R.S., Dzutsev A., Trinchieri G. 
Host immune response to infection and 
cancer: unexpected commonalities 
Cell Host & Microbe, 15, 295-305, 2014 
TLR4 
TLR4 
MyD88
IImmmmuunnootthheerraappyy 
CChheemmootthheerraappyy 
RReessoolluuttiioonn ooff 
IInnffeeccttiioonn,, 
IInnffllaammmmaattiioonn 
aanndd IImmmmuunniittyy 
IInnffeeccttiioonn 
((aaccuuttee 
iinnffllaammmmaattiioonn)) 
TTuummoorr 
((cchhrroonniicc 
iinnffllaammmmaattiioonn)) 
Modified from: 
Goldszmid R.S., Dzutsev A., Trinchieri G. 
Host immune response to infection and cancer: 
unexpected commonalities 
Cell Host & Microbe, 15, 295-305, 2014
Commensal bacteria calibrate the activation threshold of innate antiviral immunity. 
Abt MC, Osborne LC, Monticelli LA, Doering TA, Alenghat T, Sonnenberg GF, Paley MA, 
Antenus M, Williams KL, Erikson J, Wherry EJ, Artis D. 
Priming of natural killer cells by nonmucosal mononuclear 
phagocytes requires instructive signals from commensal microbiota. 
Ganal SC, Sanos SL, Kallfass C, Oberle K, Johner C, Kirschning C, 
Lienenklaus S, Weiss S, Staeheli P, Aichele P, Diefenbach A. 
IImmmmuunniittyy 
JJuullyy 22001122 
Resistance to 
respiratory viral 
infection 
Gut microbiota
Intestinal microbiota regulates granulocytosis, neutrophil 
homeostasis and resistance to sepsis in neonates 
Ajitha Thanabalasuriar & Paul Kubes 
Neonates, antibiotics and the microbiome 
Nature Medicine 20, 469–470 (2014) 
Hitesh S Deshmukh, Yuhong Liu, Ogechukwu R Menkiti, 
Junjie Mei, Ning Dai, Claire E O'Leary,Paula M Oliver, Jay K 
Kolls, Jeffrey N Weiser & G Scott Worthen 
The microbiota regulates neutrophil homeostasis and host 
resistance to Escherichia coli K1 sepsis in neonatal mice
Gut microbes impact myelopoiesis and promote host resistance to 
systemic bacterial infection 
Gut Microbiota Promote Hematopoiesis to Control Bacterial Infection. 
Arya Khosravi , Alberto Yáñez , Jeremy G. Price , Andrew Chow , Miriam Merad , 
Helen S. Goodridge , Sarkis K. Mazmanian. 
Cell Host & Microbe, Volume 15, Issue 3, 2014, 374 - 381
Role of the microbiome in GVHD 
The primary target organs of acute GVHD (i.e. G.I. tract, skin, lung and 
liver) are in constant interaction with commensal and pathogenic bacteria 
TBI and/or chemotherapy
The effects of intestinal tract bacterial diversity on mortality following 
allogeneic hematopoietic stem cell transplantation 
Taur Y, Jenq RR, Perales MA, Littmann ER, Morjaria S, Ling L, No D, Gobourne A, 
Viale A, Dahi PB, Ponce DM, Barker JN, Giralt S, van den Brink M, Pamer EG.Ying 
Blood, 2014. 
Key Points 
Intestinal diversity is predictive of mortality in allo-HSCT. 
Abstract 
Highly diverse bacterial populations inhabit the gastrointestinal tract and modulate host inflammation and 
promote immune tolerance. In allogeneic hematopoietic stem cell transplantation (allo-HSCT), the 
gastrointestinal mucosa is damaged, and colonizing bacteria are impacted, leading to an impaired intestinal 
microbiota with reduced diversity. We examined the impact of intestinal diversity on subsequent mortality 
outcomes following transplantation. Fecal specimens were collected from 80 recipients of allo-HSCT at the 
time of stem cell engraftment. Bacterial 16S rRNA gene sequences were characterized, and microbial diversity 
was estimated using the inverse Simpson index. Subjects were classified into high, intermediate, and low 
diversity groups and assessed for differences in outcomes. Mortality outcomes were significantly worse in 
patients with lower intestinal diversity; overall survival at 3 years was 36%, 60%, and 67% for low, 
intermediate, and high diversity groups, respectively (P = .019, log-rank test). Low diversity showed a strong 
effect on mortality after multivariate adjustment for other clinical predictors (transplant related mortality: 
adjusted hazard ratio, 5.25; P = .014). In conclusion, the diversity of the intestinal microbiota at engraftment is 
an independent predictor of mortality in allo-HSCT recipients. These results indicate that the intestinal 
microbiota may be an important factor in the success or failure in allo-HSCT.
GGiioorrggiioo TTrriinncchhiieerrii 
AAmmiirraann DDzzuuttsseevv 
NNoorriihhoo IIiiddaa 
AAnnddyy SStteewwaarrtt 
SSaarraahh CCrraammeerr 
LLoorreettttaa SSmmiitthh 
RRoossii SSaallcceeddoo 
MMiinn--RReenn DDaaii 
JJeessssiiee KKiiuu 
CCaanncceerr aanndd IInnffllaammmmaattiioonn 
PPrrooggrraamm,, 
CCCCRR,, NNCCII,, FFrreeddeerriicckk,, MMDD 
YYaassmmiinnee BBeellkkaaiidd 
SShhrruuttii NNaaiikk 
NNiiccoollaass BBoouullaaddoouuxx 
FFrraannccoo MMaarriinnccoollaa 
Ennaa WWaanngg 
KKaarreenn FFrraannkk 
RReebbeeccccaa Weingarten 
NNIIHH,, BBeetthheessddaa,, MMDD 
TTHHAANNKKSS ttoo:: 
DDaann SSooppppeett 
TTeerrii PPlloonnaa,, 
KKrriisstteenn PPiikkee 
AAnniill PPaattrrii 
AATTRRFF,, SSAAIICC,, FFrreeddeerriicckk 
Daniel A Molina 
TRI, Inc.

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Microbiota y la respuesta immune - Dra Romina Goldszmid

  • 1. MMiiccrroobbiioottaa yy llaa rreessppuueessttaa iimmmmuunnee RRoommiinnaa GGoollddsszzmmiidd,, PPhhDD
  • 2. Humans have co-evolved with microbial partners • We are a composite of species: bacteria, fungi, viruses, bacteriophages • Microorganisms inhabit all barrier surfaces of the organism and outnumber the human cells by about 10 fold • The total microbial DNA in our body (the microbiome) contains 100 times more genes than our ‘own’ human genome • The microbiome is an integral part of our genetic landscape and plays a central role in the maintenance and control of host homeostasis • The development of the immune system is dependent on interactions with the commensal microbiota OOeessoopphhaagguuss SSttoommaacchh VVaaggiinn aa MMoouutthh SSkkiinn CCoolloonn Firmicutes Bacteroidetes Actinobacteria Proteobacteria Other phyla
  • 3. Microorganisms inhabit all barrier surfaces of the organism Nat Immunol. 2013 Jul;14(7 Compartmentalized and systemic control of tissue immunity by commensals. Belkaid Y, Naik S.
  • 4. Healthy skin bacterial survey Grice et al., Science 2009
  • 5. Development of the microbiota from the first inoculum as an infant through continuous change, modified by diet, genetics and the environment, through life • Changes in the last trimester of pregnancy Dominguez-Bello MG, Blaser MJ, Ley RE, Knight R. Development of the human gastrointestinal microbiota and insights from high-throughput sequencing. Gastroenterology. 2011;140:1713-9.
  • 6. Changes iinn oouurr mmiiccrroobbiioottaa…… AAnnttiibbiioottiiccss LLiiffeessttyyllee NNuuttrriittiioonn HHyyggiieennee IInnffeeccttiioonnss DDyyssbbiioossiiss Geographical location Host Genetics PPrroobbiioottiiccss AAggee Mode of delivery
  • 7. Microbiota-induced maturation of the mouse gastrointestinal tract Sommer F, Bäckhed F. The gut microbiota--masters of host development and physiology. Nat Rev Microbiol. 2013;11:227-38.
  • 8. Modulation of adaptive immune responses in the gut by the Nadine Cerf-Bensussan and Valerie Gaboriau-Routhiau The immune system and the gut: friends or foes? Nature Reviews Immunology 10:735 (2010) commensal microbiota
  • 9. The intestinal microbiota enhances colonization resistance to intestinal pathogens by both direct and indirect (immune-mediated) mechanisms of action. Charlie G. Buffie & Eric G. Pamer1 Microbiota-mediated colonization resistance against intestinal pathogens Nature Reviews Immunology 13:790 (2013)
  • 10. HHooww CCoommmmeennssaall BBaacctteerriiaa aaffffeecctt LLooccaall aanndd SSyysstteemmiicc IInnffllaammmmaattiioonn//IImmmmuunniittyy?? CCoommppaarrttmmeennttaalliizzeedd ccoonnttrrooll ooff bbaarrrriieerr ssiittee iimmmmuunniittyy bbyy rreessiiddeenntt ccoommmmeennssaallss SSkkiinn IImmmmuunniittyy IInntteessttiinnaall mmiiccrroobbiioottaa MMuuccoossaall IImmmmuunniittyy SSkkiinn mmiiccrroobbiioottaa IInntteessttiinnee SSkkiinn MMoouutthh PPhhaarryynnxx RReessppiirraattoorryy ssyysstteemm UUrrooggeenniittaall ttrraacctt
  • 11. IL-17A production in skin tissue is not impacted by distinct gut commensal populations 8 Taconic 7 6 5 4 3 2 1 0 Gut Skin Jackson % IL-17A+ CD45+ NS Science 337, 1115 (2012) Taconic Farms SFB Jackson Labs 8 7 CD45+ 6 5 17A+ 4 3 IL-2 % 1 0 Gut Taconic Jackson
  • 12. Altered T cell inflammatory and regulatory profile in skin tissue of germ free mice. Skin 12 ** Germ free SPF GF 8 4 32 24 16 8 0 25 ** SPF GF 20 15 10 5 70 60 50 40 30 20 10 0 % IL-17A+ gd T Cells % IFNg+ ab T Cells % IL-17A+ab T Cells % Foxp3+ Tregs SPF GF 0 SPF GF 0 * ** SPF- Specific Pathogen Free GF- Germ Free 4 weeks Oral Antibiotic (ATB) Ampicillin Metronidazole Neomycin Vancomycin GUT *** % IL-17A+CD45+ % IL-17A+CD45+ 25 20 15 10 5 0 30 20 10 0 % IFNg+ ab T Cells % IFNg+ ab T Cells ** 8 6 4 2 0 5 4 3 2 1 0 SKI N Vehicle ATB
  • 13. CCoolloonn rreeccttaall ccaarrcciinnoommaa SSttoommaacchh ccaanncceerr MMaalltt llyymmpphhoommaa HHeeppaattoocceelllluullaarr ccaarrcciinnoommaa MMaammmmaarryy ccaarrcciinnoommaa TThhyymmiicc llyymmpphhoommaa Tumors
  • 14. HHuummaannss aarree mmeettaaoorrggaanniissmmss ((ssyymmbbiioonnttss)) ccoommppoosseedd ooff hhoosstt aanndd mmiiccrroobbiiaall cceellllss wwiitthh tthheeiirr oowwnn ggeenneess ((mmeettaaggeennoommee)) aanndd sshhaarreedd mmeettaabboolliicc pprroocceesssseess aanndd pprroodduuccttss ((mmeettaabboolloommee))..
  • 15. MMeettaabboolliissmm CCaarrddiioovvaassccuullaarr,, EExxccrreettoorryy,, MMuussccuulloosskkeelleettaall,, aanndd AAddiippoossee ttiissssuuee ffuunnccttiioonnss NNeeuurroollooggiiccaall.. bbeehhaavviioorraall aanndd ccooggnniittiivvee ffuunnccttiioonnss AAggiinngg HHeemmaattooppooiieessiiss CCiirrccaaddiiaann rrhhyytthhmm IInnffllaammmmaattiioonn aanndd IImmmmuunniittyy CCaanncceerr iinniittiiaattiioonn,, pprrooggrreessssiioonn aanndd rreessppoonnssee ttoo tthheerraappyy TThhee hhuummaann mmeettaaoorrggaanniissmm BBootthh mmiiccrroobbiiaall aanndd hhuummaann cceellllss aacctt aass sseennssoorrss ffoorr eennvviirroonnmmeennttaall cchhaannggeess ccoommmmuunniiccaattiinngg rreecciipprrooccaallllyy vviiaa ssiiggnnaalliinngg ppaatthhwwaayyss tthhaatt,, iinn ppaarrtt,, uuttiilliizzee iinnnnaattee iimmmmuunniittyy mmeecchhaanniissmmss.. EEnnvviirroonnmmeennttaall ffaaccttoorrss FFoooodd CChheemmiiccaallss TTeemmppeerraattuurree RRaaddiiaattiioonn PPhhyyssiiccaall aanndd ppssyyccoollooggiiccaall ssttrreessss PPaatthhooggeennss ………………
  • 16. TTHHEE CCHHAALLLLEENNGGEE:: To uunnddeerrssttaanndd tthhee pprreecciissee mmeecchhaanniissmmss tthhaatt aaffffeecctt hheeaalltthh aanndd ddiisseeaassee aanndd ttoo ttaarrggeett tthheemm ffoorr ddiisseeaassee pprreevveennttiioonn aanndd ccuurree
  • 17. GGuutt mmiiccrroobbiioottaa ccoonnttrrooll ooff ssyysstteemmiicc iimmmmuunniittyy//iinnffllaammmmaattiioonn
  • 18. MMiiccrroobbiioottaa MMiiccrroobbiioottaa PPaatthhoobbiioonnttss PPaatthhooggeennss Mets GGeennoommiicc mmuuttaattiioonnss TTuummoorr pprroommoottiioonn CChhrroonniicc iinnffllaammmmaattiioonn ((iinnffeeccttiioonnss,, aasseeppttiicc)) IInnttrriinnssiicc // oonnccooggeennee iinndduucceedd iinnffllaammmmaattiioonn PPrreeddiissppoossiinngg ccoonnddiittiioonnss ((oobbeessiittyy,, mmeettaabboolliicc ssyynnddrroommee)) CCaanncceerr aassssoocciiaatteedd iinnffllaammmmaattiioonn TTuummoorr ggrroowwtthh AAnnggiiooggeenneessiiss TTiissssuuee rreemmooddeelliinngg IInnffiillttrraattiioonn aanndd MMeettaassttaassiiss IImmmmuunnoo eevvaassiioonn CCoo--mmoorrbbiiddiittiieess RReessppoonnssee ttoo tthheerraappyy AAnnttii--ccaanncceerr iimmmmuunnee rreessppoonnssee PPrriimmaarryy ttuummoorr MMiiccrroobbiioottaa A Dzutsev, RS Goldszmid, S Viaud, L Zitvogel, G Trinchieri. The role of the microbiota in inflammation, carcinogenesis and cancer therapy. Eur J Immunol 2014 Oct 18 DOI: 10.1002/eji.201444972
  • 19. Is the response to cancer therapy regulated by the commensal bacteria? SSyysstteemmiicc aannttii--IILL--1100RR ++ IInnttrraattuummoorr CCppGG--OOGGNN iimmmmuunnootthheerraappyy PPllaattiinnuumm ccoommppoouunndd ((ooxxaalliippllaattiinn,, cciissppllaattiinn)) cchheemmootthheerraappyy IInntteessttiinnaall mmiiccrroobbiioottaa SStteerriillee ssuubbccuuttaanneeoouuss ttrraannssppllaanntteedd ttuummoorr AANNTTIIBBIIOOTTIICCSS NNeeoommyycciinn VVaannccoommyycciinn IImmiippeenneemm oorr GGeerrmm--ffrreeee mmiiccee Noriho Iida, Amiran Dzutsev, C. Andrew Stewart, ……… Giorgio Trinchieri, Romina S. Goldszmid Commensal bacteria control cancer response to therapy by modulating the tumor microenvironment Science, 2013; 342:967-70
  • 20. CTX, oxaliplatin aanndd CCppGG ((++//-- aannttii--IILL-- 1100RR)) bbuutt nnoott cciissppllaattiinn iinndduuccee IImmmmuunnooggeenniicc CCeellll DDeeaatthh Direct toxicity (Innate) (0-48h) Adaptive (>7 days) IInnttrraattuummoorraall CCppGG ++ ssyysstteemmiicc aannttii--IILL--1100RR SSyysstteemmiicc ooxxaalliippllaattiinn oorr cciissppllaattiinn CCyycclloopphhoosspphhaammiiddee ((CCTTXX))
  • 21. Response to Cancer Immunotherapy and Chemotherapy Requires the Commensal Microbiota CpG-CyclophosphamidCpG-OGN Oxaliplatin Cisplatin Cyclophosphamidee Days after treatment Tx Tx + Antibiotics Untreated Noriho Iida, Amiran Dzutsev, C. Andrew Stewart, ……… Giorgio Trinchieri, Romina S. Goldszmid Commensal bacteria control cancer response to therapy by modulating the tumor microenvironment Science, 2013; 342:967-70 Sophie Viaud, ……….and Laurence Zitvogel The intestinal microbiota modulates the anticancer immune effects of cyclophosphamide Science, 2013, 342:9671-74 Sterile subcutaneous mouse transplantable tumors
  • 22. Antibiotics (ABX) suppress TNF-mediated early necrosis of the tumor and decrease inflammatory cytokine production following anti-IL-10R/CpG WT (BL6Ncr) TNFKO H2O untreated H2O aIL-10R CpG ABX aIL-10R CpG 1 cm 1 ABX decrease TNF and IL-122 pprroodduuccttiioonn bbyy ttuummoorr-- iinnffiillttrraattiinngg mmyyeellooiidd cceellllss ffoolllloowwiinngg aaIILL--1100RR//CCppGG H2O aIL-10R/CpG ABX aIL-10R/CpG ABX untreated H2O untreated Most inflammatory but not anti-inflammatory (e.g. IL10) genes are lower in ABX treated mice MC38 tumor, 72 h after CpG treatment
  • 23. Oral LPS partially restores the TNF production impaired by ABX and TLR4 signaling is required for the effective Cytokine production by tumor infiltrating myeloid cells ** P=0.05 anti-tumor response aIL-10R/CpG 25mg/kg BW of LPS was orally administered 3 times/week, 2 weeks prior and 1week after tumor injection Tlr4-/- mice fail to respond to aIL-10R/CpG
  • 24. Composition of fecal microbiota can be used to segregate mice with high and low intratumoral TNF in response to CpG High TNF Low TNF Unweighted Unifrac H2O- drinking mice PCA1 PCA2 PCA3 PCA1 16S rDNA analysis using 454 pyrosequencing
  • 25. Identification of bacterial genera positively correlating with intratumoral TNF levels after CpG in microbiota perturbation experiments AA.. sshhaahhiiii SSiinnggllee uunnccllaassssiiffiieedd OOTTUU Alistipes (Gram-) Ruminococcus (Gram+)
  • 26. Identification of bacterial genera negatively correlating with intratumoral TNF levels after CpG in microbiota perturbation experiments L. murinum L. intestinalis LL.. ffeerrmmeennttuumm
  • 27. ABX treatment blocks oxaliplatin-induced gene espression changes Oxaliplatin: ROS production Nox1 Cybb Sod1 Sod2 microarray analysis ooff ttoottaall EELL44 ttuummoorrss
  • 28. Antibiotics (ABX) impair oxaliplatin chemotherapy bbyy pprreevveennttiinngg RROOSS pprroodduuccttiioonn ffrroomm NNOOXX22 ((CCyybbbb)) eexxpprreessssiinngg mmyyeellooiidd cceellllss Oxaliplatin induces ROS production in tumors of control but not ABX-treated mice EL4 tumors-bearing B6 mice were treated with 10mg/kg oxaliplatin ROS-induced bioluminescence using the L-012 probe was analyzed 24 hours after oxaliplatin injection MFI ROS x 10-3 80 60 40 20 0 Oxaliplatin induces NOX2 (Cybb)- mediated ROS production in tumor-associated myeloid cells WT Cybb-/- Ctrl Oxp Ctrl Oxp H2O ABX Ctrl Oxp H2O ROS+ Gr1hi (neutrophils) 60 40 20 0 ROS+ Ly6C+F4/80+ (monocyte-derived) WT Cybb-/- Ctrl Oxp Ctrl Oxp H2O ABX Ctrl Oxp ROS- production analyzed by flow cytofluorimetry in EL-4 tumor-infiltrating H2O myeloid cells ex-vivo 24 hours after oxaliplatin injection
  • 29. Cyclophosphamide (CTX) induces mucosal bacterial translocation that is required for anti-tumor Th17 response Sophie Viaud, ……….and Laurence Zitvogel The intestinal microbiota modulates the anticancer immune effects of cyclophosphamide Science, 2013, in press
  • 30. Microbial translocation following total body irradiation augments the function of adoptively transferred tumor-specific CD8+ T cells Paulos CM …..Restifo NP. Microbial translocation augments the function of adoptively transferred self/tumor-specific CD8+ T cells via TLR4 signaling. Adoptive transfer of pmel-1 tumor reactive CD8+ T cells into animal bearing established B16F10 melanoma tumors TBI leads to: Destruction of established tumors Enhanced autoimmune vitiligo Increased pmel-1 T cells cytokine production 5 days after transfer
  • 31. Microbial translocation following total body irradiation augments the function of adoptively transferred tumor-specific CD8+ T cells Paulos CM …..Restifo NP. Microbial translocation augments the function of adoptively TBI causes mucosal barrier injury resulting in bacteria translocation, increased serum LPS and activation of innate immune response. ABX leads to: Reduced systemic LPS level Impairedactivation of antigen presenting cells Reduced effectiveness of adoptive cell transfer therapy
  • 32. CpG-ODN + anti-IL-10R TNF MyD88, Cybb TBI and adoptive T cell transfer Myeloid cell Tumor CTL CTX Th17 CTL Gut microbiota TBI or CTX induced transmucosal bacterial translocation ROS Oxaliplatin Iida N, Dzutsev A, Stewart CA ……, Trinchieri G, Goldszmid RS. Commensal bacteria control cancer response to therapy by modulating the tumor microenvironment. Science. 2013;342:967-70 Paulos CM …..Restifo NP. Microbial translocation augments the function of adoptively transferred self/tumor-specific CD8+ T cells via TLR4 signaling. J Clin Invest. 2007;117:2197-204 Viaud S …….. Zitvogel L. The intestinal microbiota modulates the anticancer immune effects of cyclophosphamide. Science. 2013;342:971-6 Modified from: Goldszmid R.S., Dzutsev A., Trinchieri G. Host immune response to infection and cancer: unexpected commonalities Cell Host & Microbe, 15, 295-305, 2014 TLR4 TLR4 MyD88
  • 33. IImmmmuunnootthheerraappyy CChheemmootthheerraappyy RReessoolluuttiioonn ooff IInnffeeccttiioonn,, IInnffllaammmmaattiioonn aanndd IImmmmuunniittyy IInnffeeccttiioonn ((aaccuuttee iinnffllaammmmaattiioonn)) TTuummoorr ((cchhrroonniicc iinnffllaammmmaattiioonn)) Modified from: Goldszmid R.S., Dzutsev A., Trinchieri G. Host immune response to infection and cancer: unexpected commonalities Cell Host & Microbe, 15, 295-305, 2014
  • 34. Commensal bacteria calibrate the activation threshold of innate antiviral immunity. Abt MC, Osborne LC, Monticelli LA, Doering TA, Alenghat T, Sonnenberg GF, Paley MA, Antenus M, Williams KL, Erikson J, Wherry EJ, Artis D. Priming of natural killer cells by nonmucosal mononuclear phagocytes requires instructive signals from commensal microbiota. Ganal SC, Sanos SL, Kallfass C, Oberle K, Johner C, Kirschning C, Lienenklaus S, Weiss S, Staeheli P, Aichele P, Diefenbach A. IImmmmuunniittyy JJuullyy 22001122 Resistance to respiratory viral infection Gut microbiota
  • 35. Intestinal microbiota regulates granulocytosis, neutrophil homeostasis and resistance to sepsis in neonates Ajitha Thanabalasuriar & Paul Kubes Neonates, antibiotics and the microbiome Nature Medicine 20, 469–470 (2014) Hitesh S Deshmukh, Yuhong Liu, Ogechukwu R Menkiti, Junjie Mei, Ning Dai, Claire E O'Leary,Paula M Oliver, Jay K Kolls, Jeffrey N Weiser & G Scott Worthen The microbiota regulates neutrophil homeostasis and host resistance to Escherichia coli K1 sepsis in neonatal mice
  • 36. Gut microbes impact myelopoiesis and promote host resistance to systemic bacterial infection Gut Microbiota Promote Hematopoiesis to Control Bacterial Infection. Arya Khosravi , Alberto Yáñez , Jeremy G. Price , Andrew Chow , Miriam Merad , Helen S. Goodridge , Sarkis K. Mazmanian. Cell Host & Microbe, Volume 15, Issue 3, 2014, 374 - 381
  • 37. Role of the microbiome in GVHD The primary target organs of acute GVHD (i.e. G.I. tract, skin, lung and liver) are in constant interaction with commensal and pathogenic bacteria TBI and/or chemotherapy
  • 38.
  • 39. The effects of intestinal tract bacterial diversity on mortality following allogeneic hematopoietic stem cell transplantation Taur Y, Jenq RR, Perales MA, Littmann ER, Morjaria S, Ling L, No D, Gobourne A, Viale A, Dahi PB, Ponce DM, Barker JN, Giralt S, van den Brink M, Pamer EG.Ying Blood, 2014. Key Points Intestinal diversity is predictive of mortality in allo-HSCT. Abstract Highly diverse bacterial populations inhabit the gastrointestinal tract and modulate host inflammation and promote immune tolerance. In allogeneic hematopoietic stem cell transplantation (allo-HSCT), the gastrointestinal mucosa is damaged, and colonizing bacteria are impacted, leading to an impaired intestinal microbiota with reduced diversity. We examined the impact of intestinal diversity on subsequent mortality outcomes following transplantation. Fecal specimens were collected from 80 recipients of allo-HSCT at the time of stem cell engraftment. Bacterial 16S rRNA gene sequences were characterized, and microbial diversity was estimated using the inverse Simpson index. Subjects were classified into high, intermediate, and low diversity groups and assessed for differences in outcomes. Mortality outcomes were significantly worse in patients with lower intestinal diversity; overall survival at 3 years was 36%, 60%, and 67% for low, intermediate, and high diversity groups, respectively (P = .019, log-rank test). Low diversity showed a strong effect on mortality after multivariate adjustment for other clinical predictors (transplant related mortality: adjusted hazard ratio, 5.25; P = .014). In conclusion, the diversity of the intestinal microbiota at engraftment is an independent predictor of mortality in allo-HSCT recipients. These results indicate that the intestinal microbiota may be an important factor in the success or failure in allo-HSCT.
  • 40. GGiioorrggiioo TTrriinncchhiieerrii AAmmiirraann DDzzuuttsseevv NNoorriihhoo IIiiddaa AAnnddyy SStteewwaarrtt SSaarraahh CCrraammeerr LLoorreettttaa SSmmiitthh RRoossii SSaallcceeddoo MMiinn--RReenn DDaaii JJeessssiiee KKiiuu CCaanncceerr aanndd IInnffllaammmmaattiioonn PPrrooggrraamm,, CCCCRR,, NNCCII,, FFrreeddeerriicckk,, MMDD YYaassmmiinnee BBeellkkaaiidd SShhrruuttii NNaaiikk NNiiccoollaass BBoouullaaddoouuxx FFrraannccoo MMaarriinnccoollaa Ennaa WWaanngg KKaarreenn FFrraannkk RReebbeeccccaa Weingarten NNIIHH,, BBeetthheessddaa,, MMDD TTHHAANNKKSS ttoo:: DDaann SSooppppeett TTeerrii PPlloonnaa,, KKrriisstteenn PPiikkee AAnniill PPaattrrii AATTRRFF,, SSAAIICC,, FFrreeddeerriicckk Daniel A Molina TRI, Inc.

Notes de l'éditeur

  1. The area of the chart for each site represents the average number of distinct phylotypes (approximate species-level taxa, based on 16S rRNA gene-sequence analysis) per individual. (The mean number of phylotypes per individual is shown in parentheses; 3–11 individuals were studied per habitat.) The coloured wedges represent the proportion of phylotypes belonging to different phyla. More than 50 bacteria phyla exist, but human microbial communities are overwhelmingly dominated by the 4 that are shown. The relative abundance of these phyla at most sites tends to be consistent across individuals: for example, in almost all humans studied so far, Bacteroidetes and Firmicutes predominate in the colon. By contrast, the composition of the vaginal microbiota is more variable; most women have a preponderance of Firmicutes with few other representatives, whereas a minority of women have a preponderance of Actinobacteria with few other representatives. An estimated 20–80% of human-associated phylotypes (depending on habitat) are thought to have eluded cultivation so far. Data taken from refs 1, 2, 3, 4, 5, 6, 7.
  2. Figure 1 Tissue-specific modes of host-commensal interactions at distinct barrier sites. The gastrointestinal tract has the most abundant commensal niches in the body. A thick mucus layer separates the intestinal epithelium from resident microbes. Certain commensal species such as segmented filamentous bacteria (SFB) can penetrate the intestinal mucosal layer and reside in intimate contact with epithelial cells and in Peyer’s patches. By virtue of their localization, these species are uniquely poised to influence immune functions. Commensal microorganisms reside on the surface of the skin and appendages, such as hair follicles, sebaceous glands and sweat glands. These appendages may be critical sites of interactions between immune cells and commensals in the skin. The oral cavity contains several microenvironments that house commensal microbes including buccal mucosa, saliva, teeth and gingiva. Individual teeth house bacteria, both above and below the gumline, that have been shown to modulate immunity in the surrounding gingiva; additionally, commensal bacteria constitutively form biofilm at this tissue site. In the respiratory tract, the composition of commensals is conserved across different geographical locations but the density of commensals is greatest in the upper airways and is less in the lower airways. The vaginal mucosa is dominantly colonized by Lactobacillus spp., but little is known about the precise localization of commensals in this niche and how fluctuations associated with sexual activity, menstrual cycle and pregnancy impact the microbiota in this site.
  3. We speculated that some bacteria would be more important in regulating the response to therapy than other, due to close proximity to the surface of the gut or some other factors. Therefore we performed sequencing of the gut microbiota of fecal sample collected prior to the immunotherapy treatment. Interestingly, in several independent experiment we kept observing that composition of high and low producers of TNF is different. 16S rDNA data obtained from sequencing fecal samples from H2O-drinking mice collected prior to anti-IL-10R/CpG-ODN therapy was analyzed using unweighted Unifrac analysis and visualized using Principal Component Analysis (PCA). A gradient from blue to red represents relative mRNA Tnf levels from low to high respectively, Tnf levels were estimated using RT-PCR. Left panel shows PCA axis 1 vs axis 2 and right panel axis 1 vs axis 3. One representative of 3 experiments is shown.
  4. Family level- p <0.05 Bacteria count normalized # bacteria (16S) per gram of feces Correlation is Genus We identified some species of Lacto (Lactobacillus plantarum, Lactobacillus johnsonii, Lactobacillus fermentum, Weissella confuse, Lactococcus raffinolactis, Lactococcus lactis)   and first relative to Ruminococcaceae (same genus). It is unclassified Rumino. Lachnospiracae Phylum Class Order Family Genus Species Strain
  5. Family level- p <0.05 Bacteria count normalized # bacteria (16S) per gram of feces Correlation is Genus We identified some species of Lacto (Lactobacillus plantarum, Lactobacillus johnsonii, Lactobacillus fermentum, Weissella confuse, Lactococcus raffinolactis, Lactococcus lactis)   and first relative to Ruminococcaceae (same genus). It is unclassified Rumino. Lachnospiracae Phylum Class Order Family Genus Species Strain