Cargando…

Weighted Single-Step Genome-Wide Association Study Uncovers Known and Novel Candidate Genomic Regions for Milk Production Traits and Somatic Cell Score in Valle del Belice Dairy Sheep

SIMPLE SUMMARY: Milk production is the most economically crucial dairy sheep trait and constitutes the major genetic enhancement purpose via selective breeding. Also, mastitis is one of the most frequently encountered diseases, having a significant impact on animal welfare, milk yield, and quality....

Descripción completa

Detalles Bibliográficos
Autores principales: Mohammadi, Hossein, Farahani, Amir Hossein Khaltabadi, Moradi, Mohammad Hossein, Mastrangelo, Salvatore, Di Gerlando, Rosalia, Sardina, Maria Teresa, Scatassa, Maria Luisa, Portolano, Baldassare, Tolone, Marco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9104502/
https://www.ncbi.nlm.nih.gov/pubmed/35565582
http://dx.doi.org/10.3390/ani12091155
_version_ 1784707810061189120
author Mohammadi, Hossein
Farahani, Amir Hossein Khaltabadi
Moradi, Mohammad Hossein
Mastrangelo, Salvatore
Di Gerlando, Rosalia
Sardina, Maria Teresa
Scatassa, Maria Luisa
Portolano, Baldassare
Tolone, Marco
author_facet Mohammadi, Hossein
Farahani, Amir Hossein Khaltabadi
Moradi, Mohammad Hossein
Mastrangelo, Salvatore
Di Gerlando, Rosalia
Sardina, Maria Teresa
Scatassa, Maria Luisa
Portolano, Baldassare
Tolone, Marco
author_sort Mohammadi, Hossein
collection PubMed
description SIMPLE SUMMARY: Milk production is the most economically crucial dairy sheep trait and constitutes the major genetic enhancement purpose via selective breeding. Also, mastitis is one of the most frequently encountered diseases, having a significant impact on animal welfare, milk yield, and quality. The aim of this study was to identify genomic region(s) associated with the milk production traits and somatic cell score (SCS) in Valle del Belice sheep using single-step genome-wide association (ssGWA) and genotyping data from medium density SNP panels. We identified several genomic regions (OAR1, OAR2, OAR3, OAR4, OAR6, OAR9, and OAR25) and candidate genes implicated in milk production traits and SCS. Our findings offer new insights into the genetic basis of milk production traits and SCS in dairy sheep. ABSTRACT: The objective of this study was to uncover genomic regions explaining a substantial proportion of the genetic variance in milk production traits and somatic cell score in a Valle del Belice dairy sheep. Weighted single-step genome-wide association studies (WssGWAS) were conducted for milk yield (MY), fat yield (FY), fat percentage (FAT%), protein yield (PY), protein percentage (PROT%), and somatic cell score (SCS). In addition, our aim was also to identify candidate genes within genomic regions that explained the highest proportions of genetic variance. Overall, the full pedigree consists of 5534 animals, of which 1813 ewes had milk data (15,008 records), and 481 ewes were genotyped with a 50 K single nucleotide polymorphism (SNP) array. The effects of markers and the genomic estimated breeding values (GEBV) of the animals were obtained by five iterations of WssGBLUP. We considered the top 10 genomic regions in terms of their explained genomic variants as candidate window regions for each trait. The results showed that top ranked genomic windows (1 Mb windows) explained 3.49, 4.04, 5.37, 4.09, 3.80, and 5.24% of the genetic variances for MY, FY, FAT%, PY, PROT%, and total SCS, respectively. Among the candidate genes found, some known associations were confirmed, while several novel candidate genes were also revealed, including PPARGC1A, LYPLA1, LEP, and MYH9 for MY; CACNA1C, PTPN1, ROBO2, CHRM3, and ERCC6 for FY and FAT%; PCSK5 and ANGPT1 for PY and PROT%; and IL26, IFNG, PEX26, NEGR1, LAP3, and MED28 for SCS. These findings increase our understanding of the genetic architecture of six examined traits and provide guidance for subsequent genetic improvement through genome selection.
format Online
Article
Text
id pubmed-9104502
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-91045022022-05-14 Weighted Single-Step Genome-Wide Association Study Uncovers Known and Novel Candidate Genomic Regions for Milk Production Traits and Somatic Cell Score in Valle del Belice Dairy Sheep Mohammadi, Hossein Farahani, Amir Hossein Khaltabadi Moradi, Mohammad Hossein Mastrangelo, Salvatore Di Gerlando, Rosalia Sardina, Maria Teresa Scatassa, Maria Luisa Portolano, Baldassare Tolone, Marco Animals (Basel) Article SIMPLE SUMMARY: Milk production is the most economically crucial dairy sheep trait and constitutes the major genetic enhancement purpose via selective breeding. Also, mastitis is one of the most frequently encountered diseases, having a significant impact on animal welfare, milk yield, and quality. The aim of this study was to identify genomic region(s) associated with the milk production traits and somatic cell score (SCS) in Valle del Belice sheep using single-step genome-wide association (ssGWA) and genotyping data from medium density SNP panels. We identified several genomic regions (OAR1, OAR2, OAR3, OAR4, OAR6, OAR9, and OAR25) and candidate genes implicated in milk production traits and SCS. Our findings offer new insights into the genetic basis of milk production traits and SCS in dairy sheep. ABSTRACT: The objective of this study was to uncover genomic regions explaining a substantial proportion of the genetic variance in milk production traits and somatic cell score in a Valle del Belice dairy sheep. Weighted single-step genome-wide association studies (WssGWAS) were conducted for milk yield (MY), fat yield (FY), fat percentage (FAT%), protein yield (PY), protein percentage (PROT%), and somatic cell score (SCS). In addition, our aim was also to identify candidate genes within genomic regions that explained the highest proportions of genetic variance. Overall, the full pedigree consists of 5534 animals, of which 1813 ewes had milk data (15,008 records), and 481 ewes were genotyped with a 50 K single nucleotide polymorphism (SNP) array. The effects of markers and the genomic estimated breeding values (GEBV) of the animals were obtained by five iterations of WssGBLUP. We considered the top 10 genomic regions in terms of their explained genomic variants as candidate window regions for each trait. The results showed that top ranked genomic windows (1 Mb windows) explained 3.49, 4.04, 5.37, 4.09, 3.80, and 5.24% of the genetic variances for MY, FY, FAT%, PY, PROT%, and total SCS, respectively. Among the candidate genes found, some known associations were confirmed, while several novel candidate genes were also revealed, including PPARGC1A, LYPLA1, LEP, and MYH9 for MY; CACNA1C, PTPN1, ROBO2, CHRM3, and ERCC6 for FY and FAT%; PCSK5 and ANGPT1 for PY and PROT%; and IL26, IFNG, PEX26, NEGR1, LAP3, and MED28 for SCS. These findings increase our understanding of the genetic architecture of six examined traits and provide guidance for subsequent genetic improvement through genome selection. MDPI 2022-04-29 /pmc/articles/PMC9104502/ /pubmed/35565582 http://dx.doi.org/10.3390/ani12091155 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Mohammadi, Hossein
Farahani, Amir Hossein Khaltabadi
Moradi, Mohammad Hossein
Mastrangelo, Salvatore
Di Gerlando, Rosalia
Sardina, Maria Teresa
Scatassa, Maria Luisa
Portolano, Baldassare
Tolone, Marco
Weighted Single-Step Genome-Wide Association Study Uncovers Known and Novel Candidate Genomic Regions for Milk Production Traits and Somatic Cell Score in Valle del Belice Dairy Sheep
title Weighted Single-Step Genome-Wide Association Study Uncovers Known and Novel Candidate Genomic Regions for Milk Production Traits and Somatic Cell Score in Valle del Belice Dairy Sheep
title_full Weighted Single-Step Genome-Wide Association Study Uncovers Known and Novel Candidate Genomic Regions for Milk Production Traits and Somatic Cell Score in Valle del Belice Dairy Sheep
title_fullStr Weighted Single-Step Genome-Wide Association Study Uncovers Known and Novel Candidate Genomic Regions for Milk Production Traits and Somatic Cell Score in Valle del Belice Dairy Sheep
title_full_unstemmed Weighted Single-Step Genome-Wide Association Study Uncovers Known and Novel Candidate Genomic Regions for Milk Production Traits and Somatic Cell Score in Valle del Belice Dairy Sheep
title_short Weighted Single-Step Genome-Wide Association Study Uncovers Known and Novel Candidate Genomic Regions for Milk Production Traits and Somatic Cell Score in Valle del Belice Dairy Sheep
title_sort weighted single-step genome-wide association study uncovers known and novel candidate genomic regions for milk production traits and somatic cell score in valle del belice dairy sheep
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9104502/
https://www.ncbi.nlm.nih.gov/pubmed/35565582
http://dx.doi.org/10.3390/ani12091155
work_keys_str_mv AT mohammadihossein weightedsinglestepgenomewideassociationstudyuncoversknownandnovelcandidategenomicregionsformilkproductiontraitsandsomaticcellscoreinvalledelbelicedairysheep
AT farahaniamirhosseinkhaltabadi weightedsinglestepgenomewideassociationstudyuncoversknownandnovelcandidategenomicregionsformilkproductiontraitsandsomaticcellscoreinvalledelbelicedairysheep
AT moradimohammadhossein weightedsinglestepgenomewideassociationstudyuncoversknownandnovelcandidategenomicregionsformilkproductiontraitsandsomaticcellscoreinvalledelbelicedairysheep
AT mastrangelosalvatore weightedsinglestepgenomewideassociationstudyuncoversknownandnovelcandidategenomicregionsformilkproductiontraitsandsomaticcellscoreinvalledelbelicedairysheep
AT digerlandorosalia weightedsinglestepgenomewideassociationstudyuncoversknownandnovelcandidategenomicregionsformilkproductiontraitsandsomaticcellscoreinvalledelbelicedairysheep
AT sardinamariateresa weightedsinglestepgenomewideassociationstudyuncoversknownandnovelcandidategenomicregionsformilkproductiontraitsandsomaticcellscoreinvalledelbelicedairysheep
AT scatassamarialuisa weightedsinglestepgenomewideassociationstudyuncoversknownandnovelcandidategenomicregionsformilkproductiontraitsandsomaticcellscoreinvalledelbelicedairysheep
AT portolanobaldassare weightedsinglestepgenomewideassociationstudyuncoversknownandnovelcandidategenomicregionsformilkproductiontraitsandsomaticcellscoreinvalledelbelicedairysheep
AT tolonemarco weightedsinglestepgenomewideassociationstudyuncoversknownandnovelcandidategenomicregionsformilkproductiontraitsandsomaticcellscoreinvalledelbelicedairysheep