2023
DOI: 10.48550/arxiv.2302.01140
|View full text |Cite
Preprint
|
Sign up to set email alerts
|

The big challenge for livestock genomics is to make sequence data pay

Help me understand this report

Search citation statements

Order By: Relevance

Paper Sections

Select...
1
1

Citation Types

0
2
0

Year Published

2023
2023
2023
2023

Publication Types

Select...
1

Relationship

0
1

Authors

Journals

citations
Cited by 1 publication
(2 citation statements)
references
References 97 publications
0
2
0
Order By: Relevance
“…However, the majority of health, welfare and resilience traits, are polygenic and any causative variants are likely to have small effects, which makes detecting them more difficult (Georges et al, 2019). Functional genomic data can help enrich for variance in quantitative traits (reviewed in Johnsson 2023). Since most causal variants for complex traits are likely to be located in regulatory regions of the genome and will impact complex traits by changing gene expression (Tam et al, 2019) improvements in prediction accuracy could be achieved by filtering the genetic marker information, used for genomic selection, based upon whether the genetic variants reside in regulatory regions of the genome and then developing robust prediction models that can accommodate information about genome function (Georges et al, 2019).…”
Section: Genomic Selection In Sheep -Integrating Available Genomic Re...mentioning
confidence: 99%
See 1 more Smart Citation
“…However, the majority of health, welfare and resilience traits, are polygenic and any causative variants are likely to have small effects, which makes detecting them more difficult (Georges et al, 2019). Functional genomic data can help enrich for variance in quantitative traits (reviewed in Johnsson 2023). Since most causal variants for complex traits are likely to be located in regulatory regions of the genome and will impact complex traits by changing gene expression (Tam et al, 2019) improvements in prediction accuracy could be achieved by filtering the genetic marker information, used for genomic selection, based upon whether the genetic variants reside in regulatory regions of the genome and then developing robust prediction models that can accommodate information about genome function (Georges et al, 2019).…”
Section: Genomic Selection In Sheep -Integrating Available Genomic Re...mentioning
confidence: 99%
“…The primary challenge facing the sheep and wider farmed animal genomics community now is harnessing the power of a highly accurate reference genome with functional genomics data at a population scale and from there how to leverage this information to enhance genomic prediction (reviewed in Johnsson 2023). The potential to go 'beyond the genome' by using epigenetic modifications to predict genetic merit also shows significant potential (reviewed in Clarke et al, 2021).…”
Section: The Futurementioning
confidence: 99%