Cargando…
Single nucleotide polymorphisms and haplotypes associated with feed efficiency in beef cattle
BACKGROUND: General, breed- and diet-dependent associations between feed efficiency in beef cattle and single nucleotide polymorphisms (SNPs) or haplotypes were identified on a population of 1321 steers using a 50 K SNP panel. Genomic associations with traditional two-step indicators of feed efficie...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2013
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3819741/ https://www.ncbi.nlm.nih.gov/pubmed/24066663 http://dx.doi.org/10.1186/1471-2156-14-94 |
_version_ | 1782290031127298048 |
---|---|
author | Serão, Nick VL González-Peña, Dianelys Beever, Jonathan E Faulkner, Dan B Southey, Bruce R Rodriguez-Zas, Sandra L |
author_facet | Serão, Nick VL González-Peña, Dianelys Beever, Jonathan E Faulkner, Dan B Southey, Bruce R Rodriguez-Zas, Sandra L |
author_sort | Serão, Nick VL |
collection | PubMed |
description | BACKGROUND: General, breed- and diet-dependent associations between feed efficiency in beef cattle and single nucleotide polymorphisms (SNPs) or haplotypes were identified on a population of 1321 steers using a 50 K SNP panel. Genomic associations with traditional two-step indicators of feed efficiency – residual feed intake (RFI), residual average daily gain (RADG), and residual intake gain (RIG) – were compared to associations with two complementary one-step indicators of feed efficiency: efficiency of intake (EI) and efficiency of gain (EG). Associations uncovered in a training data set were evaluated on independent validation data set. A multi-SNP model was developed to predict feed efficiency. Functional analysis of genes harboring SNPs significantly associated with feed efficiency and network visualization aided in the interpretation of the results. RESULTS: For the five feed efficiency indicators, the numbers of general, breed-dependent, and diet-dependent associations with SNPs (P-value < 0.0001) were 31, 40, and 25, and with haplotypes were six, ten, and nine, respectively. Of these, 20 SNP and six haplotype associations overlapped between RFI and EI, and five SNP and one haplotype associations overlapped between RADG and EG. This result confirms the complementary value of the one and two-step indicators. The multi-SNP models included 89 SNPs and offered a precise prediction of the five feed efficiency indicators. The associations of 17 SNPs and 7 haplotypes with feed efficiency were confirmed on the validation data set. Nine clusters of Gene Ontology and KEGG pathway categories (mean P-value < 0.001) including, 9nucleotide binding; ion transport, phosphorous metabolic process, and the MAPK signaling pathway were overrepresented among the genes harboring the SNPs associated with feed efficiency. CONCLUSIONS: The general SNP associations suggest that a single panel of genomic variants can be used regardless of breed and diet. The breed- and diet-dependent associations between SNPs and feed efficiency suggest that further refinement of variant panels require the consideration of the breed and management practices. The unique genomic variants associated with the one- and two-step indicators suggest that both types of indicators offer complementary description of feed efficiency that can be exploited for genome-enabled selection purposes. |
format | Online Article Text |
id | pubmed-3819741 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-38197412013-11-11 Single nucleotide polymorphisms and haplotypes associated with feed efficiency in beef cattle Serão, Nick VL González-Peña, Dianelys Beever, Jonathan E Faulkner, Dan B Southey, Bruce R Rodriguez-Zas, Sandra L BMC Genet Research Article BACKGROUND: General, breed- and diet-dependent associations between feed efficiency in beef cattle and single nucleotide polymorphisms (SNPs) or haplotypes were identified on a population of 1321 steers using a 50 K SNP panel. Genomic associations with traditional two-step indicators of feed efficiency – residual feed intake (RFI), residual average daily gain (RADG), and residual intake gain (RIG) – were compared to associations with two complementary one-step indicators of feed efficiency: efficiency of intake (EI) and efficiency of gain (EG). Associations uncovered in a training data set were evaluated on independent validation data set. A multi-SNP model was developed to predict feed efficiency. Functional analysis of genes harboring SNPs significantly associated with feed efficiency and network visualization aided in the interpretation of the results. RESULTS: For the five feed efficiency indicators, the numbers of general, breed-dependent, and diet-dependent associations with SNPs (P-value < 0.0001) were 31, 40, and 25, and with haplotypes were six, ten, and nine, respectively. Of these, 20 SNP and six haplotype associations overlapped between RFI and EI, and five SNP and one haplotype associations overlapped between RADG and EG. This result confirms the complementary value of the one and two-step indicators. The multi-SNP models included 89 SNPs and offered a precise prediction of the five feed efficiency indicators. The associations of 17 SNPs and 7 haplotypes with feed efficiency were confirmed on the validation data set. Nine clusters of Gene Ontology and KEGG pathway categories (mean P-value < 0.001) including, 9nucleotide binding; ion transport, phosphorous metabolic process, and the MAPK signaling pathway were overrepresented among the genes harboring the SNPs associated with feed efficiency. CONCLUSIONS: The general SNP associations suggest that a single panel of genomic variants can be used regardless of breed and diet. The breed- and diet-dependent associations between SNPs and feed efficiency suggest that further refinement of variant panels require the consideration of the breed and management practices. The unique genomic variants associated with the one- and two-step indicators suggest that both types of indicators offer complementary description of feed efficiency that can be exploited for genome-enabled selection purposes. BioMed Central 2013-09-25 /pmc/articles/PMC3819741/ /pubmed/24066663 http://dx.doi.org/10.1186/1471-2156-14-94 Text en Copyright © 2013 Serão et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Serão, Nick VL González-Peña, Dianelys Beever, Jonathan E Faulkner, Dan B Southey, Bruce R Rodriguez-Zas, Sandra L Single nucleotide polymorphisms and haplotypes associated with feed efficiency in beef cattle |
title | Single nucleotide polymorphisms and haplotypes associated with feed efficiency in beef cattle |
title_full | Single nucleotide polymorphisms and haplotypes associated with feed efficiency in beef cattle |
title_fullStr | Single nucleotide polymorphisms and haplotypes associated with feed efficiency in beef cattle |
title_full_unstemmed | Single nucleotide polymorphisms and haplotypes associated with feed efficiency in beef cattle |
title_short | Single nucleotide polymorphisms and haplotypes associated with feed efficiency in beef cattle |
title_sort | single nucleotide polymorphisms and haplotypes associated with feed efficiency in beef cattle |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3819741/ https://www.ncbi.nlm.nih.gov/pubmed/24066663 http://dx.doi.org/10.1186/1471-2156-14-94 |
work_keys_str_mv | AT seraonickvl singlenucleotidepolymorphismsandhaplotypesassociatedwithfeedefficiencyinbeefcattle AT gonzalezpenadianelys singlenucleotidepolymorphismsandhaplotypesassociatedwithfeedefficiencyinbeefcattle AT beeverjonathane singlenucleotidepolymorphismsandhaplotypesassociatedwithfeedefficiencyinbeefcattle AT faulknerdanb singlenucleotidepolymorphismsandhaplotypesassociatedwithfeedefficiencyinbeefcattle AT southeybrucer singlenucleotidepolymorphismsandhaplotypesassociatedwithfeedefficiencyinbeefcattle AT rodriguezzassandral singlenucleotidepolymorphismsandhaplotypesassociatedwithfeedefficiencyinbeefcattle |