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This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


<strong>Improving</strong> <strong>feed</strong> <strong>efficiency</strong> by <br />

underst<strong>and</strong>ing the intesnal bacterial <br />

network in pigs <strong>and</strong> <strong>poultry</strong> <br />

Dr. Barbara Metzler-­‐Zebeli <br />

Mr. Andor Molnar <br />

Ms. Janine Scholz <br />

University of Veterinary Medicine <br />

Vienna <br />

Dr. Stefan G. Buzoianu <br />

Dr. Peadar G. Lawlor <br />

Ms. Ursula McCormack <br />

Moorepark Research Centre, <br />

Teagasc, Irel<strong>and</strong> <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Introducon <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


• Feb 2013 – Feb 2017 <br />

• 17 partners <br />

• 7 WPs <br />

• Overall objecves <br />

ECO-­‐FCE overview <br />

• improve food security by opmising the <strong>feed</strong> <strong>efficiency</strong> in pigs <strong>and</strong> broilers <br />

without negavely affecng animal welfare <strong>and</strong> meat quality <br />

• reduce the ecological footprint of the pig <strong>and</strong> broiler producon systems <br />

• WP 3 objecve <br />

• to examine the gut structure, funcon, microbiota <strong>and</strong> metagenomics in <br />

animals divergent for <strong>feed</strong> <strong>efficiency</strong> <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Work Package 3 <br />

Intesnal <br />

structure & <br />

funcon <br />

Genomics <br />

Genecs <br />

Low <br />

RFI <br />

Intesnal <br />

health <br />

High <br />

Medium <br />

Health & <br />

welfare <br />

Meat quality <br />

Animal <br />

performance <br />

Intesnal <br />

microbiota <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Determinaon of <strong>feed</strong> <strong>efficiency</strong> <br />

Selecon of high <strong>and</strong> low <strong>feed</strong> efficient animals -­‐ based on Residual Feed Intake <br />

Residual Feed Intake (RFI) = difference between observed <strong>and</strong> predicted <strong>feed</strong> <br />

intake, with lower RFI values indicang greater energy <strong>efficiency</strong> <br />

RFI = FI [a + b 1 * BW 0.75 + b 2 * BWG] <br />

Where a is the intercept <strong>and</strong> b 1 <strong>and</strong> b 2 are paral regression coefficients of <strong>feed</strong> intake <br />

(FI) on BW 0.75 <strong>and</strong> body weight gain (BWG), respecvely. <br />

Other measures of <strong>feed</strong> <strong>efficiency</strong> <br />

Feed <strong>efficiency</strong> = gain (g) / <strong>feed</strong> intake (g) <br />

Feed conversion rao (FCR) = <strong>feed</strong> intake <br />

(g) / gain (g) <br />

RG = BWG [a + b 1 * BW 0.75 + b 2 * FI] <br />

RIG = (RG/SD RG) -­‐ (RFI/SD RFI) <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Feed <strong>efficiency</strong> in monogastric livestock <br />

species <br />

Feed <br />

<strong>efficiency</strong> <br />

Genecs <br />

Diet <br />

Rearing <br />

environment <br />

Age <br />

Gut commensal microbiota <br />

Substanal variaon in <strong>feed</strong> <strong>efficiency</strong> between individual animals. <br />

Great variaon in gut commensal microbiota between individuals. <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Role of the intesnal microbiota <br />

Benefits to the host <br />

intesnal maturaon <br />

inhibion of pathogen growth <br />

nutrient salvaging <br />

detoxificaon <br />

producon of vitamins <br />

Costs to the host <br />

compeon for nutrients <br />

immune acvaon <br />

producon of toxins <br />

opportunisc <br />

toxin reabsorpon <br />

mucolyc acvity <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Effect of host microbiota on host metabolism <strong>and</strong> <br />

hormone secreon <br />

Intesnal microbiota can <br />

redirect energy <br />

paroning to adipose <br />

ssue <strong>and</strong> reduce fay <br />

acid oxidaon. <br />

Bäckhed (2011) Ann Nutr Metab 58(suppl 2):44 <br />

Implicaons for <strong>feed</strong> use <br />

<strong>efficiency</strong> <strong>and</strong> carcass <br />

composion in livestock <br />

animals? <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Effect of gut microbiota composion on body <br />

weight <br />

Obese humans & mice: <br />

Firmicutes á <br />

Bacteroidetes â <br />

Low-­‐calorie diet <br />

Firmicutes â <br />

Bacteroidetes á <br />

wikipedia.org <br />

Acnobacteria á <br />

Bacteroidetes â <br />

no difference in Firmicutes <br />

Changes in Lactobacillus <strong>and</strong> Bifidobacterium species <br />

Methanogenic archaea á <br />

Requena et al. (2013) Trends Food Sci Tech 34:44 <br />

Meat-­‐producing monogastric livestock species are young, fast <br />

growing <strong>and</strong> lean animals <br />

Are the key players the same as in human obesity models ? <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Chickens <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Diet-­‐related cecal microbiota <strong>and</strong> performance in <br />

male chickens <br />

Caecal microbial communies by diet Caecal microbial communies idenfied <br />

as being from birds with improved <br />

performance or poorer performance <br />

Diet is the most influencing factor affecng <strong>feed</strong> <strong>efficiency</strong>. <br />

Torok et al. (2011) AEM 77: 5868 <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Batch to batch variaon in caecal microbiota <br />

of chickens <br />

3 different batches of chickens <br />

Very different microbiota <br />

profiles across chicken batches <br />

PCA plot of caecal microbiota. The plot <br />

is based on between groups (trials) <br />

analysis. <br />

Very different <strong>feed</strong> use <br />

efficiencies across chicken <br />

batches <br />

Stanley et al. (2013) PloS ONE 8(12): e84290 <br />

High variaon in caecal microbiota partly due to lack of colonisaon of the chickens by <br />

maternally derived bacteria <br />

⇒ High hygiene levels in modern commercial hatcheries remove natural bacteria <br />

⇒ Environmental microbiota from transport boxes, first <strong>feed</strong> <strong>and</strong> staff people <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Fecal community of high <strong>and</strong> low <strong>feed</strong> efficient <br />

broiler chickens <br />

Low efficient chickens<br />

High efficient chickens<br />

12<br />

7<br />

Proteobacteria (%)<br />

18<br />

79<br />

Firmicutes (%)<br />

Bacteroidetes (%)<br />

28<br />

52<br />

Singh et al. (<strong>2014</strong>) J Appl Genet 55: 145 <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Characterisaon of differences in gut microbiota <strong>and</strong> gut <br />

funcon of chickens with good <strong>and</strong> poor <strong>feed</strong> <strong>efficiency</strong> <br />

Experimental design: <br />

2 partner instuons (AFBI & Vetmeduni) performed idencal chicken experiments <br />

with 3 batches of 50/64 chicks <br />

Similar chicken genec: Cobb 500FF <br />

Similar maize-­‐soybean meal diets (starter, grower, <strong>and</strong> finisher diets) <br />

No in-­‐<strong>feed</strong> anbiocs <strong>and</strong> any other gut health-­‐related addives <br />

Chickens were individually housed <br />

Best <strong>and</strong> worst <strong>feed</strong> efficient chickens were idenfied using Residual Feed Intake <br />

Ammonia<br />

Metagenomics Metagenomics Metagenomics<br />

emission<br />

(faeces) (faeces) (faeces)<br />

(faeces)<br />

Weighing Weighing Weighing Weighing Weighing Weighing<br />

d1 d7 d14 d21<br />

d28 d35<br />

d42<br />

Daily <strong>feed</strong> intake<br />

On day 42, samples were collected for: <br />

Ileal <strong>and</strong> caecal digesta for metagenomics <strong>and</strong> microbial metabolites <br />

Tissue of duodenum, jejunum, ileum, caeca for gut funcon <strong>and</strong> structure <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Residual <strong>feed</strong> intake of good <strong>and</strong> poor <strong>feed</strong> efficient <br />

broiler chickens <br />

300<br />

200<br />

Residual <strong>feed</strong> intake<br />

Male<br />

Female<br />

(g)<br />

100<br />

0<br />

Great variaon in residual <br />

<strong>feed</strong> intake <strong>and</strong> thus in <br />

<strong>feed</strong> use <strong>efficiency</strong>. <br />

-­‐100<br />

-­‐200<br />

-­‐300<br />

Feed <strong>efficiency</strong>, P< 0.001<br />

Batch, P>0.1<br />

Good Average Poor<br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Microbial metagenome of good <strong>and</strong> poor <strong>feed</strong> efficient <br />

chickens <br />

Shotgun sequencing using MiSeq Technology <br />

(Illumina) <br />

Under construcon <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Jejunal electrophysiological characteriscs of good <br />

<strong>and</strong> poor <strong>feed</strong> efficient broiler chickens <br />

Gut electrophysiology was performed using Ussing chamber technique. <br />

Tissue originated from the distal jejunum. <br />

200<br />

150<br />

100<br />

50<br />

0<br />

Tissue resistance (Ω/cm 2 )<br />

Females<br />

Feed <strong>efficiency</strong>, P=0.020<br />

b<br />

a<br />

Good Average Poor<br />

a<br />

14<br />

12<br />

10<br />

8<br />

6<br />

4<br />

2<br />

0<br />

Tissue conductance (mS x cm 2 )<br />

a<br />

b<br />

Females<br />

Feed <strong>efficiency</strong>, P=0.002<br />

b<br />

Good Average Poor<br />

1.6<br />

1.4<br />

1.2<br />

1.0<br />

0.8<br />

0.6<br />

0.4<br />

0.2<br />

0.0<br />

Short-­‐circuit current (I sc ; µEq/cm 2 x hour)<br />

a<br />

ab<br />

Females<br />

Feed <strong>efficiency</strong>, P=0.076<br />

Good Average Poor<br />

b<br />

Good <strong>feed</strong> efficient females showed lower ssue resistance, higher conductance <strong>and</strong> <br />

short-­‐circuit current indicang a higher ion flux <strong>and</strong> permeability of the jejunal mucosa <br />

Influencing factors: Host genome or gut microbiota ? <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


<strong>Pigs</strong> <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Literature <br />

Lile data available in pigs <br />

↓ Bacteroidetes & ↑ Firmicutes in obese pigs (Pedersen et al., 2013) <br />

↑ Firmicutes & ↓ β-­‐Proteobacteria in ERS-­‐fed pigs (Haenen et al., 2013) <br />

Protein, CHO <strong>and</strong> lipid metabolic pathways affected by <br />

intesnal microbial profile <br />

mice (Antunes et al., 2011) <br />

pigs (Mulder et al., 2009) <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Screening on <strong>feed</strong> <strong>efficiency</strong> in pigs <br />

46 liers <br />

<strong>Pigs</strong> <br />

divergent <br />

for RFI <br />

Common <br />

protocols <br />

Teagasc × 3 <br />

AFBI <br />

Vetmeduni <br />

Common <br />

diets <br />

Common <br />

genecs <br />

Common <br />

& site-­specific<br />

<br />

boars <br />

weaning d 42 d 84 <br />

P <br />

F <br />

F <br />

P <br />

d 112 <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.<br />

<br />

F I C <br />

F – faecal <br />

I – ileal digesta <br />

C – caecal digesta <br />

P – performance


Microbiota profiling <br />

d 0 (weaning) d 42 d 84 d 126 d 139 <br />

P <br />

P <br />

P <br />

P <br />

F F F F F I C <br />

Composional analysis <br />

<strong>16</strong>S rRNA gene sequencing <br />

Illumina <br />

Funconality <br />

Shotgun metagenomics <br />

F – faecal; I – ileal digesta; C – caecal digesta; P – performance <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Progress on microbiota profiling <br />

Samples collected <br />

DNA extracted <br />

<strong>16</strong>S rRNA gene sequencing – results being analysed <br />

Shotgun metagenomics <br />

samples being prepared <br />

results ~ Oct <strong>2014</strong> <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Manipulaon of GIT microbial profile <br />

Addives <br />

Microbial <br />

inoculaon <br />

Low RFI <br />

Management <br />

Nutrion <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Inoculaon with faecal inoculum from good <strong>feed</strong> <br />

converters <br />

Anaerobically processed <br />

diluted 1:6 <br />

strained <br />

centrifuged (6000 × G for 15 minutes) <br />

frozen at -­‐80°C in 10% glycerol <br />

No <br />

inoculum <br />

Sows <br />

Inoculum <br />

No <br />

inoculum <br />

Single <br />

inoculaon <br />

Mulple <br />

inoculaon <br />

Offspring <br />

No <br />

inoculum <br />

Single <br />

inoculaon <br />

Mulple <br />

inoculaon <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Nutrional intervenon <br />

Opmum strategy – inoculum <br />

Prebiocs – alone or in combinaon <br />

Monitoring <strong>and</strong> sampling of offspring through their lifeme <br />

performance <br />

health <br />

intesnal microbiota <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Acknowledgements <br />

ECO-­‐FCE has received funding from the European Union’s <br />

Seventh Framework Programme for research, technological <br />

development <strong>and</strong> demonstraon (FP7 2007/2013) under grant <br />

agreement No. 311794 <br />

Teagasc Walsh Fellowship Programme <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Thank you <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


ECO-­‐FCE <br />

Gut structure, funcon, microbiota <strong>and</strong> metagenomics <br />

Hypothesis: <br />

It is assumed that the gut microbiome of pigs <strong>and</strong> broiler chickens with good <strong>and</strong> <br />

poor <strong>feed</strong> use <strong>efficiency</strong> differs in key members, thereby influencing the <br />

intesnal <strong>and</strong> metabolic host response, producon <strong>efficiency</strong> <strong>and</strong> host health. <br />

Objecves: <br />

1. To enhance our underst<strong>and</strong>ing of the interacons between gut microbiome <strong>and</strong> host <br />

genome in pigs <strong>and</strong> chickens. This task will be achieved by employing cung-­‐edge <br />

<strong>16</strong>S rRNA-­‐specific <strong>and</strong> shotgun metagenomics. <br />

2. Using this improved underst<strong>and</strong>ing, strategies to improve <strong>feed</strong> conversion <strong>efficiency</strong> <br />

through gut microbiome manipulaon in embryonic <strong>and</strong> subsequent developmental <br />

stages will be developed. <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.


Interacons between gut microbiome <strong>and</strong> host <br />

physiology <strong>and</strong> health <br />

NF-­‐κB <br />

This project has received funding from the European Union‘s Seventh Framework Programme for <br />

research, technological development <strong>and</strong> demonstraon under grant agreement No. 311794.<br />

<br />

Bäckhed (2011) Ann Nutr Metab 58(suppl 2): 44; Twarziok et al. (<strong>2014</strong>) Mol Inf 33: 171

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