Empowering sheep breeding by identifying variants associated with growth traits using allele-specific expression

Lead Research Organisation: University of Edinburgh
Department Name: The Roslin Institute

Abstract

Sheep are a vitally important animal for global food production, providing a source of meat, milk and fibre. The UK is the largest producer of lamb and mutton and the largest exporter of sheep products in Europe. There are approximately 13.1 million breeding ewes currently being raised in the UK producing 300,000 tonnes of meat annually.

This project will use genomics to unravel the complex genetic control of characteristics (or 'traits') in sheep that are desirable to the sheep production industry.

The trait that we will focus on for this project is growth because understanding how genetics can drive growth traits can provide farmers and animal breeders with crucial information they can use in genetic improvement strategies designed to enhance the quality and quantity of sheep products.

The sheep genome is ~2.6 billion bases (or letters) in size. We are only beginning to understand which parts of the sheep genome are functional, at what time during development, and the role that they play in generating healthy and productive animals.

Gene expression is the process by which information from a gene is used in the synthesis of a functional gene product. Genetic variation is the difference in DNA sequences between individuals within a population. Genetic variation that affects gene expression has been shown to influence 'traits' (e.g. growth) in livestock. Therefore, measuring gene expression in any given tissue or cell type can provide insight into genetic variation.

We know that in Texel sheep genetic variation in a specific region of the genome affects muscling characteristics, but only when it is inherited from the sire and not from the dam. This is called a 'parent-of-origin' effect. This parent-of-origin effect in Texel sheep was discovered over many years by focusing on specific regions of the genome using classical genetics techniques. In this proposal we will use new sequencing technologies to measure gene expression across the whole genome.

In the first stage of the project we will measure gene expression in tissues that are important for growth at relevant developmental stages in crossbred Texel x Scottish Blackface sheep. This will allow us to measure gene expression at each base in the genome and identify variants where the expression is unbalanced in the direction of the sire or the dam.

In the second stage of the project we will use statistical prediction models to associate these variants exhibiting unbalanced expression with regions of the genome that are associated with growth traits in sheep. This will allow to predict how likely these variants are to be contributing to some of the growth characteristics observed in sheep.

The outcome of the project will be a set of variants associated with growth traits in sheep. Some of these will have parent-of-origin effects similar to the muscling variants in Texel sheep. In the UK these variants will be of particular economic importance as they will underlie inheritance of the desired muscling traits from the Texel which is commonly used as terminal sire in British commercial lamb production.

The variants we discover in this project can be incorporated in genetic improvement programs for sheep. The information generated by this project will be of huge value to sheep breeders and producers, who can priortise particular important variants, to enhance their breeding programmes. Genetic improvement is widely used in sheep and genomics enabled breeding schemes such as those, which have been established in New Zealand are increasingly common in the UK and across the globe.

We have focused on sheep and growth traits as an example but the outcomes of the project could be applied to other livestock and other traits of interest to improve the efficiency of animal production.

Technical Summary

This project will combine isoform and allele-specific expression analyses to identify variants associated with growth traits in sheep.

Allele-specific expression is caused by a genetic variant that effects the expression of an allele on the same gamete. It is important in animal breeding programmes because small but significant changes in allelic imbalance of expression have been linked to complex phenotypes in livestock.

In this project we will use RNA-sequencing and full-length isoform sequencing (Iso-Seq) to fully characterise allele-specific expression across multiple developmental stages in Texel x Scottish Blackface sheep. We will then associate variants with allele-specific expression with growth traits using information from Genome Wide Association Studies (GWAS).

This will allow us to identify allele-specific expression variants in genomic regions associated with growth (e.g. within the QTL associated with muscling characteristics in Texel sheep on chromosome 18). Using statistical prediction models we will determine how likely the variants with allele-specific expression are to be causal for growth traits. These variants can then be incorporated as weighted biological priors in genomic prediction strategies to improve persistency and accuracy and maximise our ability to turn genetic variation into sustainable genetic gain in sheep.

Genetic improvement is widely used in sheep and genomics enabled breeding schemes such as those which have been established in New Zealand are increasingly common in the UK. However, current genomic prediction values for most traits in sheep are low (<0.4) with considerable scope for improvement using new sources of genomic information such as those outlined in this project.

We will build on close links with the Texel Society and wider sheep sector to facilitate implementation of the results and methodology in their breeding programmes ensuring the project will have impact beyond the completion of the grant.

Planned Impact

This project will identify variants associated with growth traits in sheep by combining isoform and allele-specific expression analyses. These variants could then be incorporated in breeding programmes to improve the accuracy of genomic prediction in sheep.

The potential non-academic beneficiaries of this research include sheep breeding companies, sheep producers and ultimately the entire chain of users of sheep products, including retailers and consumers. There are also potential benefits to animal breeding companies more generally and to the wider livestock sector.

Sheep are very important to the rural and agricultural sectors providing economic value, resources including meat, milk and fibre, and utilizing grassland that may not be suitable for any other use. There are approximately 13.1 million breeding ewes currently being raised in the UK producing 300,000 tonnes of meat annually. The total value of the sheep sector in the UK is estimated at £1.15 billion nationally.

Genetic improvement is widely used in sheep and genomics enabled breeding schemes such as those which have been established in New Zealand are increasingly common in the UK and across the globe. However, genomic breeding values for most traits are low (<0.4). Defra has recently funded "The Sheep Genetic Improvement Scoping Study" to recommend innovations in sheep breeding to maximise genetics, environmental gain and flock profit. This reflects the direction of the industry in the application of genomic technologies and emphasises the benefits that the research outcomes of this project will bring to the sheep sector. By building on close links with the Texel Society and wider sheep sector we will facilitate implementation of the results and methodology in breeding programmes for sheep to ensure the project will have impact beyond the completion of the grant.

Ultimately all stakeholders in the sheep sector will benefit from efficient genomics enabled breeding programmes through sheep that are more profitable, better adapted, with improved welfare, and that use less environmental resources.

Animal breeding companies will also benefit from the project because the majority of their breeding goals are quantitative traits. The aim of their breeding programmes are to efficiently utilise genetic variation for genetic improvement. The methodology from this project could be applied as one means to accelerate genetic improvement in animal breeding programs and enable animal breeding companies to utilise genetic variation in a sustainable way. We will use sheep as an example for this project and as such the direct impact is focused on the sheep sector but the methodology we develop will be transferable to other livestock sectors using genomic selection strategies.

The academic research community, particularly researchers in animal breeding and genetics and livestock functional genomics, will benefit directly from the new knowledge, new data and new methodology generated via this project. Groups of researchers who will benefit directly include those engaged in the international collaborative efforts to characterise the genomes of farmed animals to provide a rational basis for genetic improvement through breeding. By providing functional annotation information for the expressed regions of the genome in tissues related growth at multiple developmental stages this project will benefit researchers across the globe working on sheep via an improved sheep genome annotation. Researchers working in quantitative genetics and animal breeding will also benefit as the project will contribute novel methodology and ideas for the integration of functional annotation information (i.e. variants with allele-specific expression) with GWAS and eQTL/aseQTL analysis to define the genetic basis of complex traits.

Publications

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Woolley SA (2023) Recent advances in the genomic resources for sheep. in Mammalian genome : official journal of the International Mammalian Genome Society

 
Description We have generated genomic information, from whole genome sequencing data, and been able to link this to gene and isoform expression information, from RNA-Seq and Iso-Seq data, for Texel x Scottish Blackface sheep at multiple stages of development. This will tell us how the genome is expressed and regulated in muscle, liver, placenta and ovary which are tissues that are important for growth in sheep. Analysis of the differential gene expression of the RNA-Seq data indicated that gene expression profiles for these tissues were highly developmental stage and tissue specific. This was reflected in the Iso-Seq data which showed that the number of isoforms per gene were greatest in muscle tissue at one week after birth and then decreased to 8 weeks of age. We have also performed analysis of allele-specific expression which showed genes involved in muscle development that had an imbalance in expression from either parent. To investigate isoform usage across tissues we have generated long read transcriptome data from PacBio Iso-Sequencing for 12 tissues, and a parallel set of CAGE libraries to provide information about the TSS that can be used to validate the 5' ends of the Iso-Seq data and with the FLAIR analysis pipeline to assess isoform usage across the developmental stages. We plan to continue the analysis beyond the end of the grant by generating individual genomes for all of the animals in the study using the whole genome sequencing information and then map the gene expression profiles onto this to identify alleles from either of the two parents that show an imbalance in expression. We will then test whether we can use this information to predict growth and muscling traits in these sheep. All of the datasets generated for this award are not publicly available with accessions in the European Nucleotide archive and BioSamples database that can be accessed via the FAANG data portal. The datasets generated for the award which include liver, placenta, ovary and muscle tissue from five developmental stages have improved the annotation of genes related to growth in the sheep transcriptome, provided a resource for the farmed animal genomic community and a foundation to link transcriptomic information with production relevant traits to enhance genomics enabled breeding programmes for sheep.
Exploitation Route The alleles that we identify that exhibit an imbalance in expression could be used to predict muscling and growth traits in sheep and will be useful to stakeholders in the sheep sector such as the Texel Society who are currently using genomic selection. In addition, genomic variation showing an imbalance of expression, during development, could be used to develop genotyping technology by sequencing companies, that can then be applied by sheep breeders and producers to improve genetic gain for growth traits. The CAGE, RNA-Seq, Iso-Seq and WGS datasets themselves will be useful to the wider livestock genomics community and functional annotation of animal genomes (FAANG) consortium who are concerned with improving the annotation of the genomes of farmed animal species.
Sectors Agriculture, Food and Drink

 
Description Developing Ovine Immune 'Omics for sheep genomic improvement
Amount £19,692 (GBP)
Funding ID 2441480 
Organisation Biotechnology and Biological Sciences Research Council (BBSRC) 
Sector Public
Country United Kingdom
Start 08/2020 
End 09/2024
 
Description USDA NIFA Sheep PanGenome Project
Amount $500,000 (USD)
Organisation U.S. Department of Agriculture USDA 
Sector Public
Country United States
Start 01/2021 
End 01/2024
 
Title PRJEB52247 WGS of 36 Texel x Scottish Blackface Sheep for ASE analysis 
Description The dataset comprises 36 whole genome sequencing (WGS) libraries (2x 150bp) with a Q30% = >88.3% and an average coverage of 32.6x (raw reads). Included in the dataset are trios of animals comprised of Texel sires, Scottish Blackface and Texel x Scottish Blackface F1 lambs. The dataset was deposited in the European Nucleotide Archive under accession PRJEB52247 on 10th April 2022. 
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
Impact This dataset will be used to generate individualised genomes for trios of Texel x Scottish blackface sheep. We will phase the haplotypes and use this information to anchor the RNA-Seq to accurately generate allele-specific expression information. 
URL https://www.ebi.ac.uk/ena/browser/view/PRJEB52247
 
Title PRJEB52253 RNA-Seq of tissues from Texel x Scottish Blackface sheep for ASE analysis 
Description This dataset includes 48 RNA-Seq libraries (2 x 150bp) with a Q30% = >92.42% and on average we have generated 126,362,804 raw reads per sample. 48 tissue samples were sequenced, including liver, muscle and ovary from five different developmental stages. The RNA-Seq libraries were generated from archived tissue samples collected from Texel x Scottish Blackface sheep at multiple developmental stages to investigate differential and allele-specific expression. In 2021 an additional 24 RNA-Seq libraries were added to this dataset from tissues from 100 day foetuses including lung, kidney cortex, ileum and the frontal lobe of the brain. The data was deposited in the European Nucleotide Archive on the 10th April 2022. The primary accession is PRJEB52253 and the secondary accession is ERP136947. 
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
Impact This dataset will be used perform analysis of differential gene expression through early development and allele-specific expression. We will be able to phase this data using corresponding whole genome sequencing dataset for these sheep, generated for this project, and generate individual transcriptomes. This approach will allow to investigate allele-specific expression and it's effect on muscling and growth traits in sheep. 
URL https://www.ebi.ac.uk/ena/browser/view/PRJEB52253
 
Title PRJEB59755 CAGE-seq data from 12 tissues from Texel x Scottish Blackface sheep for analysis of transcriptional start sites 
Description This dataset includes 12 CAGE libraries from liver, muscle and ovary tissue from Texel x Scottish Blackface sheep. The libraries were generated on the Illumina NextSeq platform using a custom barcode configuration by the Clinical Research Facility at Western General Hospital in Edinburgh. The CAGE libraries were generated from archived tissue samples collected from Texel x Scottish Blackface sheep at multiple developmental stages to investigate differential TSS and validate isoform models from Iso-Seq data (PRJEB59757) from the same samples usage across tissues and developmental stages. The data is deposited in the European Nucleotide archive under primary accession PRJEB59755, secondary accession ERP144813. The title is Sheep CAGE-seq analysis for transcriptional start sites and validation of the ISO-seq data.and the submission date was 9th Feb 2023 
Type Of Material Database/Collection of data 
Year Produced 2023 
Provided To Others? Yes  
Impact This dataset will contribute to improving the annotation of the sheep genome. There are currently few long read transcriptome datasets for sheep and this dataset will help to validate the TSS for the different isoforms captured by long read transcriptome sequencing. The data includes multiple developmental stages for production relevant tissues such as muscle and liver. 
URL https://www.ebi.ac.uk/ena/browser/view/PRJEB59755
 
Title PRJEB59757 Iso-Seq data from 12 tissues from Scottish Blackface x Texel sheep for isoform discovery 
Description This dataset includes 12 Iso-Seq libraries from liver, muscle and ovary tissue from Scottish Blackface x Texel sheep. The libraries were generated on the PacBio Sequel IIe platform by the Centre for Genomic Research in Liverpool. The Iso-Seq libraries were generated from archived tissue samples collected from Texel x Scottish Blackface sheep at multiple developmental stages to investigate differential isoform usage across tissues and developmental stages. The data is deposited in the European Nucleotide archive under primary accession PRJEB59757, secondary accession ERP144815. The title is Sheep RNA isoform analysis for growth traits using ISO-Seq (HiFi) and the submission date was 9th Feb 2023 
Type Of Material Database/Collection of data 
Year Produced 2023 
Provided To Others? Yes  
Impact This dataset will contribute to improving the annotation of the sheep genome. There are currently few long read transcriptome datasets for sheep and this dataset will contribute additional developmental stages to existing datasets and also long read transcriptome information for two additional breeds. 
URL https://www.ebi.ac.uk/ena/browser/view/PRJEB59757
 
Title Supporting data for "An improved ovine reference genome assembly to facilitate in depth functional annotation of the sheep genome" 
Description This supporting information includes a lifted over annotation for ARS-UI_Ramb_v2.0 from Oar_Rambouillet_v1.0 that we generated to facilitate genomic analysis in sheep using the most recent reference genome. 
Type Of Material Database/Collection of data 
Year Produced 2021 
Provided To Others? Yes  
Impact This supporting information includes a lifted over assembly that we generated that has helped to facilitate genomic analysis in sheep using the most recent reference genome. 
URL http://dx.doi.org/10.5524/100944
 
Description Placenta scRNA-Seq - Francis Crick Institute 
Organisation Francis Crick Institute
Country United Kingdom 
Sector Academic/University 
PI Contribution We provided collaborators at the Francis Crick Institute with samples of flash frozen placentome from two Texel x Scottish Blackface sheep at day 100 of gestation to perform single cell RNA-sequencing, as part of a broader study to understand placental dynamics and single cell resolution in mammals.
Collaborator Contribution Our collaborators at the Francis Crick Institute performed single cell sequencing of the frozen placentome samples from sheep at day 100 of gestation on the 10x Chromium platform, performed data analysis, and shared the results and data with us. They have included the data in their wider comparative analysis to better understand placental dynamics and single cell resolution in mammals.
Impact Our collaborators at the Francis Crick Institute have included the data in their wider comparative analysis to better understand placental dynamics and single cell resolution in mammals, which they are preparing for publication. They have shared the dataset with us and also plan to make the datasets for this study publicly available. We will leverage the data and preliminary analysis as part of a funding application to BBSRC in the coming year to investigate transcription during early development and through gestation in sheep at a cellular resolution.
Start Year 2022
 
Description The Ovine PanGenome Project 
Organisation AgResearch
Department Invermay Agricultural Centre
Country New Zealand 
Sector Private 
PI Contribution The Ovine Pangenome project is funded by USDA NIFA. We are co-investigators in the project and will provide expertise in analysing allele-specific expression in a set of tissues collected from F1 crosses of divergent sheep breeds. The project will generate at least 10 new long read genome assemblies for sheep and the RNA-Seq and allele-specific expression analysis will be used to generate breed specific transcriptomes and identify unique expressed variants to each of the breeds. One of the crosses we will generate new assemblies for is the Texel x Scottish Blackface which will complement ongoing UKRI grants.
Collaborator Contribution This project is led by the University of Idaho. Partners in this project are generating crosses of the divergent sheep breeds to generate tissue to use to generate the long read assemblies and the transcriptomes. They are also performing library preparation and sequencing and performing genome assembly. They will make the new assemblies publicly available by uploading them to NCBI.
Impact No impact yet the project is still ongoing.
Start Year 2021
 
Description The Ovine PanGenome Project 
Organisation U.S. Department of Agriculture USDA
Department Beltsville Agricultural Research Center
Country United States 
Sector Academic/University 
PI Contribution The Ovine Pangenome project is funded by USDA NIFA. We are co-investigators in the project and will provide expertise in analysing allele-specific expression in a set of tissues collected from F1 crosses of divergent sheep breeds. The project will generate at least 10 new long read genome assemblies for sheep and the RNA-Seq and allele-specific expression analysis will be used to generate breed specific transcriptomes and identify unique expressed variants to each of the breeds. One of the crosses we will generate new assemblies for is the Texel x Scottish Blackface which will complement ongoing UKRI grants.
Collaborator Contribution This project is led by the University of Idaho. Partners in this project are generating crosses of the divergent sheep breeds to generate tissue to use to generate the long read assemblies and the transcriptomes. They are also performing library preparation and sequencing and performing genome assembly. They will make the new assemblies publicly available by uploading them to NCBI.
Impact No impact yet the project is still ongoing.
Start Year 2021
 
Description The Ovine PanGenome Project 
Organisation U.S. Department of Agriculture USDA
Department U.S. Meat Animal Research Center
Country United States 
Sector Public 
PI Contribution The Ovine Pangenome project is funded by USDA NIFA. We are co-investigators in the project and will provide expertise in analysing allele-specific expression in a set of tissues collected from F1 crosses of divergent sheep breeds. The project will generate at least 10 new long read genome assemblies for sheep and the RNA-Seq and allele-specific expression analysis will be used to generate breed specific transcriptomes and identify unique expressed variants to each of the breeds. One of the crosses we will generate new assemblies for is the Texel x Scottish Blackface which will complement ongoing UKRI grants.
Collaborator Contribution This project is led by the University of Idaho. Partners in this project are generating crosses of the divergent sheep breeds to generate tissue to use to generate the long read assemblies and the transcriptomes. They are also performing library preparation and sequencing and performing genome assembly. They will make the new assemblies publicly available by uploading them to NCBI.
Impact No impact yet the project is still ongoing.
Start Year 2021
 
Description The Ovine PanGenome Project 
Organisation University of Idaho
Country United States 
Sector Academic/University 
PI Contribution The Ovine Pangenome project is funded by USDA NIFA. We are co-investigators in the project and will provide expertise in analysing allele-specific expression in a set of tissues collected from F1 crosses of divergent sheep breeds. The project will generate at least 10 new long read genome assemblies for sheep and the RNA-Seq and allele-specific expression analysis will be used to generate breed specific transcriptomes and identify unique expressed variants to each of the breeds. One of the crosses we will generate new assemblies for is the Texel x Scottish Blackface which will complement ongoing UKRI grants.
Collaborator Contribution This project is led by the University of Idaho. Partners in this project are generating crosses of the divergent sheep breeds to generate tissue to use to generate the long read assemblies and the transcriptomes. They are also performing library preparation and sequencing and performing genome assembly. They will make the new assemblies publicly available by uploading them to NCBI.
Impact No impact yet the project is still ongoing.
Start Year 2021
 
Description The Ovine PanGenome Project 
Organisation Utah State University
Country United States 
Sector Academic/University 
PI Contribution The Ovine Pangenome project is funded by USDA NIFA. We are co-investigators in the project and will provide expertise in analysing allele-specific expression in a set of tissues collected from F1 crosses of divergent sheep breeds. The project will generate at least 10 new long read genome assemblies for sheep and the RNA-Seq and allele-specific expression analysis will be used to generate breed specific transcriptomes and identify unique expressed variants to each of the breeds. One of the crosses we will generate new assemblies for is the Texel x Scottish Blackface which will complement ongoing UKRI grants.
Collaborator Contribution This project is led by the University of Idaho. Partners in this project are generating crosses of the divergent sheep breeds to generate tissue to use to generate the long read assemblies and the transcriptomes. They are also performing library preparation and sequencing and performing genome assembly. They will make the new assemblies publicly available by uploading them to NCBI.
Impact No impact yet the project is still ongoing.
Start Year 2021
 
Description The Ovine PanGenome Project 
Organisation Washington State University
Department Washington State University Spokane
Country United States 
Sector Academic/University 
PI Contribution The Ovine Pangenome project is funded by USDA NIFA. We are co-investigators in the project and will provide expertise in analysing allele-specific expression in a set of tissues collected from F1 crosses of divergent sheep breeds. The project will generate at least 10 new long read genome assemblies for sheep and the RNA-Seq and allele-specific expression analysis will be used to generate breed specific transcriptomes and identify unique expressed variants to each of the breeds. One of the crosses we will generate new assemblies for is the Texel x Scottish Blackface which will complement ongoing UKRI grants.
Collaborator Contribution This project is led by the University of Idaho. Partners in this project are generating crosses of the divergent sheep breeds to generate tissue to use to generate the long read assemblies and the transcriptomes. They are also performing library preparation and sequencing and performing genome assembly. They will make the new assemblies publicly available by uploading them to NCBI.
Impact No impact yet the project is still ongoing.
Start Year 2021
 
Description USDA Iso-Seq analysis of White Dorper x Romanov sheep 
Organisation U.S. Department of Agriculture USDA
Department Beltsville Agricultural Research Center
Country United States 
Sector Academic/University 
PI Contribution We have employed a pipeline for the analysis of Iso-Seq data using TAMA suite of analysis tools for Iso-Seq data. TAMA tools was developed at The Roslin Institute. Using this pipeline we have analysed isoform usage across tissues from a White Dorper x Romanov 100 day sheep foetus. We performed this analysis in order to establish the analysis pipeline prior to our own Iso-Seq data becoming available. In parallel we have analyses allele-specific expression in these tissues to look at parent of origin effects and links allele and isoform specific expression information.
Collaborator Contribution Our collaborators at the USDA generated the Iso-Seq data from 36 tissues from a White Dorper x Romanov 100 day sheep foetus on the PacBio Sequel II platform and then transferred this to us. In parallel they generated Ilumunia RNA-Seq on the same tissues and transferred this data to us to analyse in paralell. These datasets were generated to annotate new long read assemblies they were generated for these two breeds of sheep using a trio-binning approach.
Impact No outcomes to report to date.
Start Year 2021
 
Description USDA ONT sequencing of sheep and goat genomes 
Organisation U.S. Department of Agriculture USDA
Department Beltsville Agricultural Research Center
Country United States 
Sector Academic/University 
PI Contribution We are working to generate long read genome assemblies for breeds of sheep and goats from across the globe to generate a pan genome. We plan to use Oxford Nanopore technologies and are extracting DNA, preparing sequencing libraries and sequencing ONT libraries at Roslin for this purpose. We plan to use a trio-binning approach and start with the Texel x Scottish Blackface cross. To this end we have brought up ovine embryonic fibroblasts from this cross and frozen cell pellets ready for DNA extraction.
Collaborator Contribution The USDA are coordinating sheep and goat long read genome assembly sequencing efforts and plan to send us flow cells to generate some of these assemblies at Roslin. They are also providing their expertise in the generation of trio-binned assemblies and are facilitating acquiring some of the samples from other partners for sequencing.
Impact No outputs or outcomes to report to date.
Start Year 2021
 
Description AGGB Webinar - CTLGH Small Ruminants 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact On the 23rd November 2022 Emily Clark was invited to give a webinar by the Animal Genetics, Genomics and Breeding Forum (AGGB) entitled 'Highly annotated genomes as a resource to improve farmed animal production in the UK and the tropics'. The webinar was attended by researchers from across West and Central Africa including, Uganda, Nigeria and Ghana. There were many questions around applying functional annotation projects in tropical farmed animal systems and requests for further information.
Year(s) Of Engagement Activity 2022
 
Description EFFAB Breeders Talk Green Webinar FAANG to Fork 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Emily Clark gave a webinar on the 6th of December 2021 entitled 'From FAANG to Fork: How more will knowledge of the genetic code of farmed animals benefit animal breeding?'. The session of the 'Breeders Talk Green' webinar series was entitled 'What's Next in Animal Breeding'. EFFAB & FABRE-TP run the Webinar Series #BreederstalkGreen and the audience includes policy makers, industry representatives and scientists working in the fields of animal breeding, genetics and genomics. The webinar was watched by a large audience and recorded.
Year(s) Of Engagement Activity 2021
URL https://www.youtube.com/watch?v=MgW4EP_fFCM
 
Description EFFAB Breeders Talk Green Webinar Panel Discussion What's Next in Animal Breeding? 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact On the 6th of December Emily Clark took part in a panel discussion entitled 'What's Next in Animal Breeding?' as part of the Breeders Talk Green webinar series run by EFFAB and FABRE-TP. The panel were asked questions about the usefulness of genomic information for estimating breeding values, will it eventually replace phenotypic selection entirely and several questions about genome editing. The audience included animal breeders, research scientists in the fields of animal breeding, genetics and genomics, policy makers and industry representatives.
Year(s) Of Engagement Activity 2021
URL https://www.effab.info/uploads/2/3/1/3/23133976/programme_final.pdf
 
Description EasyCare Sheep Society AGM June 2022 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact On the 18th of June Emily Clark was invited to attend the EasyCare Sheep Society's Annual General Meeting in Leeds. The AGM was attended by over 60 farmers, producers and members of the general public. Primarily attendees at the meeting were members of the EasyCare Sheep Society but there were also some none members and other stakeholders in attendance. Emily gave a presentation on the opportunities presented to the sheep sector by genome editing technology and answered questions about many aspects of genetics and production including editing the polled locus in Wiltshire sheep and the current genetic tests that are available for myostatin. The discussion was very interesting and though the focus was genome editing the society were interested in the potential of genetics and genomics more broadly as well. As such it was an excellent opportunity to talk about the BBSRC funded work we have done looking at gene expression in developing muscle as well as talking about new ideas for Innovate UK funding.
Year(s) Of Engagement Activity 2022
 
Description ISAG Virtual Meeting 2021 Sheep Transcriptome Poster 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Shernae Woolley presented a poster at the International Society for Animal Genetics 26th - 30th July 2021 Virtual conference entitled 'Investigating gene and allele-specific expression in early development in sheep to identify functional variants associated with growth traits'. This was pre-recorded and presented to a large audience of predominantly of academic researchers, but also including representatives from industry.
Year(s) Of Engagement Activity 2021
URL https://www.isag.us/2021/
 
Description Invited Talk UKCBCB Conference FAANG to Fork 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Emily Clark gave an invited talk at the UK Conference of Bioinformatics and Computational Biology on the 30th September 2021 entitled 'Highly Annotated Genomes as a Resource to Improve Farmed Animal Production'. The conference was held virtually by the Earlham Institute and attendees were from a range of research backgrounds with a bioinformatics or computational biology focus. The session was entitled 'Bridging the genotype to phenotype gap'. In the talk Emily presented the FAANG to Fork concept as well as work from her own research group including using allele-specific expression to predict growth traits in sheep.
Year(s) Of Engagement Activity 2021
URL https://www.earlham.ac.uk/uk-conference-bioinformatics-and-computational-biology-21
 
Description Lightning Talk at ISGC/IGGC joint virtual meeting 2021 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Shernae Woolley gave a 6 minute 'lightening talk' at the International Sheep Goat Genomics Consortia combined virtual annual meeting which was held virtually from the 9th-10th June 2021. The title of her talk was "Determining developmental transcriptome differences in tissues related to growth traits in sheep using RNA-sequencing". The audience included predominantly members of scientific community but also representatives from industry. She described gene expression during early development in sheep in liver and muscle tissue.
Year(s) Of Engagement Activity 2021
URL https://www.sheephapmap.org/ISGCIGGCvirtual2021.php
 
Description National Sheep Association Breakfast Club Seminar 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact Emily Clark and Simon Lillico provided an overview of the subject including relevant technology and how Gene Editing may or may not be applicable to the UK Sheep Industry. The webinar was held virtually and 51 participants attended from across the sheep sector.

Thomas Carrick (NSA Northern region Chair) then hosted a Q&A session, with panellists including representatives from SRUC, FAnGR committee, Aberystwyth University and Sheep Vet Society. Attendees were encouraged to submit questions prior to the event and during the event via the Q&A function in Zoom.

The audience asked many questions and reported that they found the webinar interesting and informative. The webinar was timely as the NSA will use the content presented to help formulate their feedback to the current DEFRA consultation on gene editing in England.
Year(s) Of Engagement Activity 2021
URL https://www.nationalsheep.org.uk/events/diary/30870/nsa-breakfast-club-the-return-of-dolly-an-early-...
 
Description PAG30 Poster Presentation Sheep Muscle ASE 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact The Plant and Animal Genomes conference (PAG30) was held in January 2023 in San Diego USA. Shernae Woolley and Emily Clark attended and Shernae Woolley gave a poster presentation in the sheep session entitled "Isoform Discovery and Transcriptomic Control of Growth Traits in Sheep Across Developmental Stages" where she presented Iso-Seq data generated for liver and muscle tissue from multiple developmental stages to investigate differential isoform usage through development.
Year(s) Of Engagement Activity 2023
URL https://plan.core-apps.com/pag_2023/abstract/963d7d6c9252da3647857a6b5d0d37d4
 
Description Sheep Surrogate Sires Scoping Meeting 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact On the 15th of December 2020 Emily Clark organised a scoping meeting with local experts and representatives from the sheep sector. The remit for the meeting was to discuss surrogate sires technology and it's application to the UK sheep sector. Simon Lillico introduced the technology and Mike Coffey presented a potential model to deploy surrogate sires in the UK. Emily Clark chaired the meeting which was attended by EasyRams and the Texel Society. There were 26 participants and considerable discussion between attendees. The outcome was a plan for future related activity to model gene flow and perform cost/benefit analysis based on the model that Mike Coffey presented.
Year(s) Of Engagement Activity 2020
 
Description University of Florida FAANG to Fork Research Seminar 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact On the 2nd of February Emily Clark was invited by Raluca Mateescu to give a research seminar describing how highly annotated genomes can provide a resource to improve farmed animal production. Emily described the research priorities outlined in the FAANG to Fork framework recently published in Genome Biology and presented some of the ongoing projects in her own research group. Including the sheep gene expression atlas and empowering sheep breeding using allele-specific expression. The seminar was attended by undergraduate and postgraduate students, teaching faculty and researchers in the livestock genomics space at the University of Florida.
Year(s) Of Engagement Activity 2021
 
Description WCGALP Allele-Specific Expression in Sheep Muscle Presentation 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact The 12th World Congress in Genetics Applied to Livestock Production took place in Rotterdam in July 2022 and was attended by Shernae Woolley and Emily Clark. The focus of the congress which occurs every 4 years is to promote technical and species orientated innovations in animal breeding, and the contribution of genetics to solving societal challenges. Shernae Woolley gave a presentation in the 'Epigenetics, structural variants and exploiting transcriptome' session entitled 'Unravelling the transcriptomic control of growth traits in sheep during prenatal and postnatal development' where she described analysis of differential gene expression and allele-specific expression in liver and muscle tissue from sheep through early development. The session was well attended and there were over 100 people in the audience.
Year(s) Of Engagement Activity 2022
URL https://www.wageningenacademic.com/pb-assets/wagen/WCGALP2022/33_011.pdf