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© Natural Resources Institute Finland © Natural Resources Institute Finland 1 12.1.2016 Johanna Vilkki Natural Resources Institute Finland (Luke) [email protected] Kevin Shingfield Aberystwyth University Host effects on rumen microbiome lessons from reindeer and twin cow studies
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Page 1: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland© Natural Resources Institute Finland1 12.1.2016

Johanna Vilkki

Natural Resources Institute Finland (Luke)

[email protected]

Kevin Shingfield

Aberystwyth University

Host effects on rumen microbiome –

lessons from reindeer and twin cow

studies

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© Natural Resources Institute Finland© Natural Resources Institute Finland2 12.1.2016

• Studies in mice and men indicate host genetic

effect on the gut microbiome

• How about the rumen microbiome?

• Ruminal bacterial community composition displays host

specificity that can re-establish itself with varying success

when challenged with a microbial community adapted to

of a different host

Rationale

Page 3: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

Hypotheses

• The host animal controls its own microbiome which

influences rumen function, enteric methane production

and nutrient digestion

• Differences in the rumen microbiome composition are

smaller between genetically similar animals compared

with genetically more distant animals

• If rumen contents are exchanged between genetically

different animals, the rumen microbiome composition will

revert towards original composition of the host

3 12.1.2016

Page 4: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

Experiments

4 12.1.2016

• Total exchange of rumen

contents

• Between cows and reindeer

• Between identical twin

cows and unrelated cows

Page 5: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

Grass silage based diet

42 d

25 d

60 d

25 d

Weekly sampling of rumen contents

Measurements Measurements

Digesta

exchange

Reindeer experimental setup

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© Natural Resources Institute Finland

Intake

Rumen fermentation

Digestibility

Urinary output

Microbial composition

metabarcoding

Microbial function

metagenomics

Microbial proteins

metaproteomics

Methane

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© Natural Resources Institute Finland

Cow Reindeer P values

Pre- Post- Pre- Post- SE Sp Trt Sp × Trt

Intake, kg/d

DM, kg/d 8.02 8.41 1.33 1.54 0.202 <0.01 <0.01 <0.01

DM, g/kg LW 11.0 11.4 16.9 19.3 0.36 <0.01 <0.01 <0.01

Digestibility

OM, g/g 0.722 0.745 0.728 0.741 0.0073 0.95 <0.01 0.36

NDF, g/g 0.634 0.650 0.639 0.658 0.0108 0.60 0.04 0.88

Methane

g/d 198 184 23.7 30.7 8.58 <0.001 0.29 <0.01

mg/kg live weight 271 249 302 384 23.0 <0.01 0.09 <0.05

g/kg DMI 24.6 21.9 17.8 19.9 1.34 <0.01 0.75 <0.05

g/kg DOMI 37.3 32.3 26.8 29.3 1.74 <0.001 0.36 <0.05

Intake, digestibility and methanogenesis

Page 8: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

0,000

0,100

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0,500

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0,800

Cow Reindeer

Pro

po

rtio

n o

f N

ex

cre

tio

n

In urine

In feces

Cow Reindeer

Before After Before After

In urine 0.66 0.68 0.59 0.56

In feces 0.34 0.32 0.41 0.44

Nitrogen excretion

Page 9: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

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Before After Before After

Cow Reindeer

mm

ol/

mo

l V

FA

Acetate

100

110

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Before After Before After

Cow Reindeer

mm

ol/

mo

l V

FA

Propionate

40

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Before After Before After

Cow Reindeer

mm

ol/

mo

l V

FA

Butyrate

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Before After Before After

Cow Reindeer

mm

ol/

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l V

FA

Isobutyrate

Page 10: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

• Rumen fermentation characteristics differ

between ruminant species

• Reindeer produce less methane per unit of

digestible organic matter intake than cows

• Reindeer excrete a higher proportion of

dietary nitrogen in faeces and less in urine

compared with cows

Emissions and ruminant species

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© Natural Resources Institute Finland

Influence of ruminant species on the

rumen bacterial microbiome

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© Natural Resources Institute Finland

The first PC: differences in rumen samples from cows (circles)

and reindeer (triangles)

The second PC: the change over time in rumen samples collected

from reindeer at weekly intervals

Page 13: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

PC

2Trend observed over time in PC 2

towards the starting point

Page 14: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

Principal coordinate analysis of microbial diversity

Bray-Curtis dissimilarities matrix

Reindeer post-

exchange

Cows pre-exchange

Reindeer pre-exchange

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© Natural Resources Institute Finland

• 22 % of OTUs were specific to reindeer (13 % to

cow)

• Reindeer OTUs could not be identified beyond

phylum level, e.g.

OTU32 Bacteroidetes

OTU295 Bacteroidetes

OTU136 Firmicutes

OTU166 Firmicutes

OTU122 Firmicutes

OTU429 Bacteroidetes

• metagenomic data will be used to explore these

enigmatic species and why they may be

associated with the reindeer

Reindeer specific OTUs

Page 16: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

• A proportion of the microbial community in the rumen

was specific to cows or reindeer

• A core microbiome was common to both species

• After digesta exchange microbial communities in the

rumen of reindeer were more similar to that of cows

than the original populations

• Evidence of changes in species specific to reindeer

over time, consistent with an effect of the host animal

Host effects on rumen

function and the microbiome

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© Natural Resources Institute Finland

Twin cow experimental design

17 12.1.2016

Measurements Measurements

Digesta exchange

42 d 42 d

Rumen sampling at exchange and in weekly intervals

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© Natural Resources Institute Finland

Milk yield Digestibility

18 1/12/2016

Unrelated Twins Twin-unrelated

Before After Before After Before After

Unrelated Twins Twin-unrelated

Before After Before After Before After

Phenotypic similarity

Page 19: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

Rumen microbiome

19 12.1.2016

Red = before exchange

Blue= six weeks after

exchange

Squares = twin pair 1

Triangles = twin pair 2

Dots = unrelated cows

Page 20: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland20 12.1.2016

Rumen-Rumen Animal-Animal

1

0

-1

Random

Rumen-Rumen

Animal-Animal

time

Calculating intraclass

correlations for time points

within individual

Page 21: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

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Bacteria

21 12.1.2016

Page 22: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

Archaea

22 12.1.2016

Page 23: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

Ciliate protozoa

23 12.1.2016

Page 24: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

Anaerobic fungi

24 12.1.2016

Page 25: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland25 12.1.2016

Intraclass correlation coefficient

(ICC) describes how strongly

individuals within a group

resemble each other in terms of a

particular trait (rumen microbiota)

Animal-effect (AA) Rumen-effect (RR)

Aft

er

rum

en e

xchan

ge

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© Natural Resources Institute Finland

ICC correlations bacteria and archaea

26 12.1.2016

Page 27: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

ICC correlations ciliate protozoa and

anaerobic fungi

27 12.1.2016

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© Natural Resources Institute Finland

Twins - conclusions

• Rumen microbial composition in identical twins was

not identical

• High between animal variation in response to

rumen content exchange

• Some microbes show interesting pattern of host

genetic control (e.g. Firmicutes)

28 12.1.2016

Page 29: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

Twin cow experiment - transcriptome studies

• Changes in rumen content may affect rumen epithelium

function and thereby nutrient absorption kinetics

• These changes may in turn be reflected in the associated

gene networks in the liver and adipose tissue

• The main objective to study the changes in the rumen

epithelium, liver and adipose transcriptomes due to total

exchange of rumen content/ change in microbial population

29 12.1.2016

Page 30: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

Sampling

30 12.1.2016

Microbes

Rumen

exchange

Papillae &

microbesPapillae &

microbesPapillae &

microbes

Papillae &

microbes

Papillae &

microbes

Papillae &

microbes

Adipose;

liver

Adipose;

liver

Rumen

fermentation

Rumen

fermentation GasesGases

Blood Blood

Page 32: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

Papillae transcriptome

• 80% of mapped reads come from top 10% genes

• Kegg pathways for these genes: Oxidative phosphorylation,

nitrogen metabolism, PPAR signaling pathway, Ubiquitin

mediated proteolysis, Protein processing in endoplasmic

reticulum, Cholesterol biosynthesis

• high number of expressed regions, where no bovine

transcripts have been annotated (50% of reads)

• checking sequences against other genomes in order to

identify possible orthologs

• characterizing these regions is highly interesting for

understanding the responses in the papillae (and to the

annotation of the bovine genome)

32 12.1.2016

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© Natural Resources Institute Finland

Clustering of animals according to papillae gene

expression changes after rumen exchange

33 12.1.2016

• 27 of 108

phenotypic

characters differ

(Anova) between

the two clusters

Page 34: Host effects on rumen microbiome lessons from reindeer and ... · © Natural Resources Institute Finland 620 640 660 680 700 720 740 760 780 Before After Before After Cow Reindeer

© Natural Resources Institute Finland

Thank you!

In Collaboration:

Luke: Ilma Tapio, Daniel Fischer, Seppo Ahvenjärvi, Alireza Bayat,

Heidi Leskinen, Kevin Shingfield

IAPG: Katerina Fliegerova

CNRS: Aurelie Bonin

PTP: Francesco Strozzi

Aberystwyth University: Chris Creevey


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