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Identification of genomic regions and genes associated with subclinical ketosis in periparturient dairy cows
Subclinical ketosis (SCK) is a prevalent metabolic disorder that occurs during the transition to lactation period. It is defined as a high blood concentration of ketone bodies (beta-hydroxybutyric acid f ≥ 1.2 mmol/L) within the first few weeks of lactation, and often presents without clinical signs...
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Published in: | Journal of animal science and technology 2024, 66(3), , pp.567-576 |
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creator | Lee, Jihwan Cho, KwangHyeon Weigel, Kent A White, Heather M Do, ChangHee Choi, Inchul |
description | Subclinical ketosis (SCK) is a prevalent metabolic disorder that occurs during the transition to lactation period. It is defined as a high blood concentration of ketone bodies (beta-hydroxybutyric acid f ≥ 1.2 mmol/L) within the first few weeks of lactation, and often presents without clinical signs. SCK is mainly caused by negative energy balance (NEB). The objective of this study is to identify single nucleotide polymorphisms (SNPs) associated with SCK using genome-wide association studies (GWAS), and to predict the biological functions of proximal genes using gene-set enrichment analysis (GSEA). Blood samples were collected from 112 Holstein cows between 5 and 18 days postpartum to determine the incidence of SCK. Genomic DNA extracted from both SCK and healthy cows was examined using the Illumina Bovine SNP50K BeadChip for genotyping. GWAS revealed 194 putative SNPs and 163 genes associated with those SNPs. Additionally, GSEA showed that the genes retrieved by Database for Annotation, Visualization, and Integrated Discovery (DAVID) belonged to calcium signaling, starch and sucrose, immune network, and metabolic pathways. Furthermore, the proximal genes were found to be related to germ cell and early embryo development. In summary, this study proposes several feasible SNPs and genes associated with SCK through GWAS and GSEA. These candidates can be utilized in selective breeding programs to reduce the genetic risk for SCK and subfertility in high-performance dairy cows. |
doi_str_mv | 10.5187/jast.2023.e97 |
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It is defined as a high blood concentration of ketone bodies (beta-hydroxybutyric acid f ≥ 1.2 mmol/L) within the first few weeks of lactation, and often presents without clinical signs. SCK is mainly caused by negative energy balance (NEB). The objective of this study is to identify single nucleotide polymorphisms (SNPs) associated with SCK using genome-wide association studies (GWAS), and to predict the biological functions of proximal genes using gene-set enrichment analysis (GSEA). Blood samples were collected from 112 Holstein cows between 5 and 18 days postpartum to determine the incidence of SCK. Genomic DNA extracted from both SCK and healthy cows was examined using the Illumina Bovine SNP50K BeadChip for genotyping. GWAS revealed 194 putative SNPs and 163 genes associated with those SNPs. Additionally, GSEA showed that the genes retrieved by Database for Annotation, Visualization, and Integrated Discovery (DAVID) belonged to calcium signaling, starch and sucrose, immune network, and metabolic pathways. Furthermore, the proximal genes were found to be related to germ cell and early embryo development. In summary, this study proposes several feasible SNPs and genes associated with SCK through GWAS and GSEA. These candidates can be utilized in selective breeding programs to reduce the genetic risk for SCK and subfertility in high-performance dairy cows.</description><identifier>ISSN: 2055-0391</identifier><identifier>ISSN: 2672-0191</identifier><identifier>EISSN: 2055-0391</identifier><identifier>EISSN: 2093-6281</identifier><identifier>DOI: 10.5187/jast.2023.e97</identifier><identifier>PMID: 38975580</identifier><language>eng</language><publisher>Korea (South): Korean Society of Animal Sciences and Technology</publisher><subject>Biomarker ; Gene-set enrichment analysis ; Genome-wide association studies (GWAS) ; Single nucleotide polymorphism (SNP) ; Subclinical ketosis ; 축산학</subject><ispartof>한국축산학회지, 2024, 66(3), , pp.567-576</ispartof><rights>Copyright 2024 Korean Society of Animal Science and Technology.</rights><rights>Copyright 2024 Korean Society of Animal Science and Technology 2024</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c375t-1b3cbdb585e577ba0c92a63e09c3563d1356021ad6495517e01aaebd43b8a333</cites><orcidid>0000-0002-0040-3104 ; 0000-0001-5449-2811 ; 0000-0003-0573-5519 ; 0000-0002-2391-6260 ; 0000-0001-5011-2658 ; 0000-0003-1564-5656</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC11222121/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC11222121/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,27924,27925,53791,53793</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38975580$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://www.kci.go.kr/kciportal/ci/sereArticleSearch/ciSereArtiView.kci?sereArticleSearchBean.artiId=ART003085384$$DAccess content in National Research Foundation of Korea (NRF)$$Hfree_for_read</backlink></links><search><creatorcontrib>Lee, Jihwan</creatorcontrib><creatorcontrib>Cho, KwangHyeon</creatorcontrib><creatorcontrib>Weigel, Kent A</creatorcontrib><creatorcontrib>White, Heather M</creatorcontrib><creatorcontrib>Do, ChangHee</creatorcontrib><creatorcontrib>Choi, Inchul</creatorcontrib><title>Identification of genomic regions and genes associated with subclinical ketosis in periparturient dairy cows</title><title>Journal of animal science and technology</title><addtitle>J Anim Sci Technol</addtitle><description>Subclinical ketosis (SCK) is a prevalent metabolic disorder that occurs during the transition to lactation period. It is defined as a high blood concentration of ketone bodies (beta-hydroxybutyric acid f ≥ 1.2 mmol/L) within the first few weeks of lactation, and often presents without clinical signs. SCK is mainly caused by negative energy balance (NEB). The objective of this study is to identify single nucleotide polymorphisms (SNPs) associated with SCK using genome-wide association studies (GWAS), and to predict the biological functions of proximal genes using gene-set enrichment analysis (GSEA). Blood samples were collected from 112 Holstein cows between 5 and 18 days postpartum to determine the incidence of SCK. Genomic DNA extracted from both SCK and healthy cows was examined using the Illumina Bovine SNP50K BeadChip for genotyping. GWAS revealed 194 putative SNPs and 163 genes associated with those SNPs. Additionally, GSEA showed that the genes retrieved by Database for Annotation, Visualization, and Integrated Discovery (DAVID) belonged to calcium signaling, starch and sucrose, immune network, and metabolic pathways. Furthermore, the proximal genes were found to be related to germ cell and early embryo development. In summary, this study proposes several feasible SNPs and genes associated with SCK through GWAS and GSEA. These candidates can be utilized in selective breeding programs to reduce the genetic risk for SCK and subfertility in high-performance dairy cows.</description><subject>Biomarker</subject><subject>Gene-set enrichment analysis</subject><subject>Genome-wide association studies (GWAS)</subject><subject>Single nucleotide polymorphism (SNP)</subject><subject>Subclinical ketosis</subject><subject>축산학</subject><issn>2055-0391</issn><issn>2672-0191</issn><issn>2055-0391</issn><issn>2093-6281</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>DOA</sourceid><recordid>eNpVUk1rGzEQFaWlCWmOvRYdS2FdfaxWu6cSQpoYAoXiuxhJs47s9cqVdhvy7yvbaUgk0Ayj997MwCPkM2cLxVv9fQN5Wggm5AI7_Y6cC6ZUxWTH37_Kz8hlzhtWjiokwT-SM9l2WqmWnZNh6XGcQh8cTCGONPZ0jWPcBUcTrkslUxj9oYYlyzm6ABN6-himB5pn64YwFu5AtzjFHDINI91jCntI05xC0aYeQnqiLj7mT-RDD0PGy-d4QVY_b1bXd9X9r9vl9dV95aRWU8WtdNZb1SpUWltgrhPQSGSdk6qRnpeXCQ6-qbuykkbGAdD6WtoWpJQX5NtJdky92bpgIoRjXEezTebq92ppOFNMcs4KeHkC-wgbs09hB-npyDgWYlqbskpwAxqBFrxUdV3a1Ew1VmkleAOK6d51DRatHyet_Wx36F3ZPsHwRvTtzxgeylB_DedCCC54Ufj6rJDinxnzZHYhOxwGGDHO2Uimm3KFqAu0OkFdijkn7F_6cGYO7jAHd5iDO0xxR8F_eT3cC_q_F-Q_zcy3tQ</recordid><startdate>20240501</startdate><enddate>20240501</enddate><creator>Lee, Jihwan</creator><creator>Cho, KwangHyeon</creator><creator>Weigel, Kent A</creator><creator>White, Heather M</creator><creator>Do, ChangHee</creator><creator>Choi, Inchul</creator><general>Korean Society of Animal Sciences and Technology</general><general>한국축산학회</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope><scope>ACYCR</scope><orcidid>https://orcid.org/0000-0002-0040-3104</orcidid><orcidid>https://orcid.org/0000-0001-5449-2811</orcidid><orcidid>https://orcid.org/0000-0003-0573-5519</orcidid><orcidid>https://orcid.org/0000-0002-2391-6260</orcidid><orcidid>https://orcid.org/0000-0001-5011-2658</orcidid><orcidid>https://orcid.org/0000-0003-1564-5656</orcidid></search><sort><creationdate>20240501</creationdate><title>Identification of genomic regions and genes associated with subclinical ketosis in periparturient dairy cows</title><author>Lee, Jihwan ; Cho, KwangHyeon ; Weigel, Kent A ; White, Heather M ; Do, ChangHee ; Choi, Inchul</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c375t-1b3cbdb585e577ba0c92a63e09c3563d1356021ad6495517e01aaebd43b8a333</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Biomarker</topic><topic>Gene-set enrichment analysis</topic><topic>Genome-wide association studies (GWAS)</topic><topic>Single nucleotide polymorphism (SNP)</topic><topic>Subclinical ketosis</topic><topic>축산학</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Lee, Jihwan</creatorcontrib><creatorcontrib>Cho, KwangHyeon</creatorcontrib><creatorcontrib>Weigel, Kent A</creatorcontrib><creatorcontrib>White, Heather M</creatorcontrib><creatorcontrib>Do, ChangHee</creatorcontrib><creatorcontrib>Choi, Inchul</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>Directory of Open Access Journals</collection><collection>Korean Citation Index</collection><jtitle>Journal of animal science and technology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Lee, Jihwan</au><au>Cho, KwangHyeon</au><au>Weigel, Kent A</au><au>White, Heather M</au><au>Do, ChangHee</au><au>Choi, Inchul</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Identification of genomic regions and genes associated with subclinical ketosis in periparturient dairy cows</atitle><jtitle>Journal of animal science and technology</jtitle><addtitle>J Anim Sci Technol</addtitle><date>2024-05-01</date><risdate>2024</risdate><volume>66</volume><issue>3</issue><spage>567</spage><epage>576</epage><pages>567-576</pages><issn>2055-0391</issn><issn>2672-0191</issn><eissn>2055-0391</eissn><eissn>2093-6281</eissn><abstract>Subclinical ketosis (SCK) is a prevalent metabolic disorder that occurs during the transition to lactation period. It is defined as a high blood concentration of ketone bodies (beta-hydroxybutyric acid f ≥ 1.2 mmol/L) within the first few weeks of lactation, and often presents without clinical signs. SCK is mainly caused by negative energy balance (NEB). The objective of this study is to identify single nucleotide polymorphisms (SNPs) associated with SCK using genome-wide association studies (GWAS), and to predict the biological functions of proximal genes using gene-set enrichment analysis (GSEA). Blood samples were collected from 112 Holstein cows between 5 and 18 days postpartum to determine the incidence of SCK. Genomic DNA extracted from both SCK and healthy cows was examined using the Illumina Bovine SNP50K BeadChip for genotyping. GWAS revealed 194 putative SNPs and 163 genes associated with those SNPs. Additionally, GSEA showed that the genes retrieved by Database for Annotation, Visualization, and Integrated Discovery (DAVID) belonged to calcium signaling, starch and sucrose, immune network, and metabolic pathways. Furthermore, the proximal genes were found to be related to germ cell and early embryo development. In summary, this study proposes several feasible SNPs and genes associated with SCK through GWAS and GSEA. 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subjects | Biomarker Gene-set enrichment analysis Genome-wide association studies (GWAS) Single nucleotide polymorphism (SNP) Subclinical ketosis 축산학 |
title | Identification of genomic regions and genes associated with subclinical ketosis in periparturient dairy cows |
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