+ All Categories
Home > Documents > The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use...

The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use...

Date post: 16-Oct-2020
Category:
Upload: others
View: 4 times
Download: 0 times
Share this document with a friend
17
The Microbiome and Methane Elizabeth Ross / October 2013 Department of Environment and Primary Industries Victoria
Transcript
Page 1: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

The Microbiome

and Methane

Elizabeth Ross / October 2013 Department of Environment and Primary Industries Victoria

Page 2: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

You are mostly not human

and

Cows are mostly not cows

Page 3: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

Can we use the rumen metagenome

(DNA from the microbiome

community) to predict methane

emission levels from ruminants?

Page 4: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

Methods

–Illumina sequencing

–Low depth profiling

–All species

- not just methanogens

Page 5: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

Contig 1 Contig 2 Contig 3 ...

Cow A 1 0 32

Cow B 47 10 1086

Cow C 6 23 892

....

Page 6: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

Methods

–Association study?

–BLUP – metagenomic predictions

–Many small effects

Page 7: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

Methods

–Predict ‘unknowns’

–Correlate prediction with real

phenotypes

–r is accuracy ( ≤ 0 is no prediction )

Page 8: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

Methods –2 Reference populations

• GMC M + P

• FT M + P

–2 Validation populations

• FCE 1 M only

• FCE 2 M only

Page 9: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

-0.6 -0.1 0.4 0.9

Accuracy (r)

Validation N=16

Page 10: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

-0.6 -0.1 0.4 0.9

Accuracy (r)

FT

GMC

Accuracy

N=15

N=31

Validation N=16

Page 11: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission
Page 12: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission
Page 13: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

Methane emission variation in

dairy cattle can be predicted

using microbiome profiles.

Page 14: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

What’s next?

Beef data

Different references

Repeatability between years

Sex effects

Faeces based predictions

Page 15: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

Consider this:

Sample storage

Prep cost (time and $$$)

Re-analyse data

Best phenotype

Collaboration and communication

Page 16: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

Acknowledgements

– Ben Hayes

– Ben Cocks

– Peter Moate

– Leah Marett

– La Trobe University

– The Gardiner Foundation

– Dairy Futures CRC

– DEPI

Page 17: The Microbiome and Methane · You are mostly not human and Cows are mostly not cows . Can we use the rumen metagenome (DNA from the microbiome community) to predict methane emission

Elizabeth Ross

www.dairyfuturescrc.com.au


Recommended