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Genome-Wide Association Analysis of Muscle pH in Texel Sheep × Altay Sheep F2 Resource Population
pH was one of the important meat quality traits, which was an important factor affecting the storage/shelf life and quality of meat in meat production. In order to find a way to extend the storage/shelf life, the pH values (pH45min, pH24h, pH48h and pH72h) of the longissimus dorsi muscles in F2 indi...
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Published in: | Animals (Basel) 2023-06, Vol.13 (13), p.2162 |
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description | pH was one of the important meat quality traits, which was an important factor affecting the storage/shelf life and quality of meat in meat production. In order to find a way to extend the storage/shelf life, the pH values (pH45min, pH24h, pH48h and pH72h) of the longissimus dorsi muscles in F2 individuals of 462 Texel sheep × Altay sheep were determined, genotyping was performed using Illumina Ovine SNP 600 K BeadChip and whole genome resequencing technology, a genome-wide association analysis (GWAS) was used to screen the candidate genes and molecular markers for pH values related to the quality traits of mutton, and the effects of population stratification were detected by Q–Q plots. The results showed that the pH population stratification analysis did not find significant systemic bias, and there was no obvious population stratification effect. The results of the association analysis showed that 28 SNPs significantly associated with pH reached the level of genomic significance. The candidate gene associated with pH45min was identified as the CCDC92 gene by gene annotation and a search of the literature. Candidate genes related to pH24h were KDM4C, TGFB2 and GOT2 genes. The candidate genes related to pH48h were MMP12 and MMP13 genes. The candidate genes related to pH72h were HILPDA and FAT1 genes. Further bioinformatics analyses showed 24 gene ontology terms and five signaling pathways that were significantly enriched (p ≤ 0.05). Many terms and pathways were related to cellular components, processes of protein modification, the activity of protein dimerization and hydrolase activity. These identified SNPs and genes could provide useful information about meat and the storage/shelf life of meat, thereby extending the storage/shelf life and quality of meat. |
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In order to find a way to extend the storage/shelf life, the pH values (pH45min, pH24h, pH48h and pH72h) of the longissimus dorsi muscles in F2 individuals of 462 Texel sheep × Altay sheep were determined, genotyping was performed using Illumina Ovine SNP 600 K BeadChip and whole genome resequencing technology, a genome-wide association analysis (GWAS) was used to screen the candidate genes and molecular markers for pH values related to the quality traits of mutton, and the effects of population stratification were detected by Q–Q plots. The results showed that the pH population stratification analysis did not find significant systemic bias, and there was no obvious population stratification effect. The results of the association analysis showed that 28 SNPs significantly associated with pH reached the level of genomic significance. The candidate gene associated with pH45min was identified as the CCDC92 gene by gene annotation and a search of the literature. Candidate genes related to pH24h were KDM4C, TGFB2 and GOT2 genes. The candidate genes related to pH48h were MMP12 and MMP13 genes. The candidate genes related to pH72h were HILPDA and FAT1 genes. Further bioinformatics analyses showed 24 gene ontology terms and five signaling pathways that were significantly enriched (p ≤ 0.05). Many terms and pathways were related to cellular components, processes of protein modification, the activity of protein dimerization and hydrolase activity. These identified SNPs and genes could provide useful information about meat and the storage/shelf life of meat, thereby extending the storage/shelf life and quality of meat.</description><identifier>ISSN: 2076-2615</identifier><identifier>EISSN: 2076-2615</identifier><identifier>DOI: 10.3390/ani13132162</identifier><language>eng</language><publisher>Basel: MDPI AG</publisher><subject>600 K BeadChip ; Animals ; Annotations ; Association analysis ; Bioinformatics ; Collagenase 3 ; Dimerization ; Genes ; Genetic testing ; Genomes ; Genotyping ; GWAS ; Maximum likelihood method ; Meat ; Meat production ; Meat quality ; Muscles ; Mutton ; Principal components analysis ; Proteins ; Quality control ; Sheep ; Shelf life ; Single-nucleotide polymorphism ; SNP ; Software ; Storage ; Stratification ; Tattoos ; whole genome resequencing</subject><ispartof>Animals (Basel), 2023-06, Vol.13 (13), p.2162</ispartof><rights>2023 by the authors. 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/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>2023 by the authors. 2023</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c3262-60e36e6d693572f378a367062476ebaf601760ab2ff8c9b639c56b152fa1573b3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2836284049/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2836284049?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,25753,27924,27925,37012,37013,44590,53791,53793,75126</link.rule.ids></links><search><creatorcontrib>Zhao, Yilong</creatorcontrib><creatorcontrib>He, Sangang</creatorcontrib><creatorcontrib>Huang, Jinfeng</creatorcontrib><creatorcontrib>Liu, Mingjun</creatorcontrib><title>Genome-Wide Association Analysis of Muscle pH in Texel Sheep × Altay Sheep F2 Resource Population</title><title>Animals (Basel)</title><description>pH was one of the important meat quality traits, which was an important factor affecting the storage/shelf life and quality of meat in meat production. In order to find a way to extend the storage/shelf life, the pH values (pH45min, pH24h, pH48h and pH72h) of the longissimus dorsi muscles in F2 individuals of 462 Texel sheep × Altay sheep were determined, genotyping was performed using Illumina Ovine SNP 600 K BeadChip and whole genome resequencing technology, a genome-wide association analysis (GWAS) was used to screen the candidate genes and molecular markers for pH values related to the quality traits of mutton, and the effects of population stratification were detected by Q–Q plots. The results showed that the pH population stratification analysis did not find significant systemic bias, and there was no obvious population stratification effect. The results of the association analysis showed that 28 SNPs significantly associated with pH reached the level of genomic significance. The candidate gene associated with pH45min was identified as the CCDC92 gene by gene annotation and a search of the literature. Candidate genes related to pH24h were KDM4C, TGFB2 and GOT2 genes. The candidate genes related to pH48h were MMP12 and MMP13 genes. The candidate genes related to pH72h were HILPDA and FAT1 genes. Further bioinformatics analyses showed 24 gene ontology terms and five signaling pathways that were significantly enriched (p ≤ 0.05). Many terms and pathways were related to cellular components, processes of protein modification, the activity of protein dimerization and hydrolase activity. These identified SNPs and genes could provide useful information about meat and the storage/shelf life of meat, thereby extending the storage/shelf life and quality of meat.</description><subject>600 K BeadChip</subject><subject>Animals</subject><subject>Annotations</subject><subject>Association analysis</subject><subject>Bioinformatics</subject><subject>Collagenase 3</subject><subject>Dimerization</subject><subject>Genes</subject><subject>Genetic testing</subject><subject>Genomes</subject><subject>Genotyping</subject><subject>GWAS</subject><subject>Maximum likelihood method</subject><subject>Meat</subject><subject>Meat production</subject><subject>Meat quality</subject><subject>Muscles</subject><subject>Mutton</subject><subject>Principal components analysis</subject><subject>Proteins</subject><subject>Quality control</subject><subject>Sheep</subject><subject>Shelf life</subject><subject>Single-nucleotide polymorphism</subject><subject>SNP</subject><subject>Software</subject><subject>Storage</subject><subject>Stratification</subject><subject>Tattoos</subject><subject>whole genome resequencing</subject><issn>2076-2615</issn><issn>2076-2615</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNpdkt1qFTEQxxdRsNRe-QIBbwRZzcdmsrmSQ7EfUFG04mXIZidtDjmbNdkVz5P4QH2xbs85SOvczGTy55eZyVTVa0bfC6HpBzsEJpjgDPiz6ohTBTUHJp8_il9WJ6Ws6WJKCibZUdWd45A2WP8MPZJVKckFO4U0kNVg47aEQpInn-fiIpLxgoSBXOMfjOT7LeJI7v6SVZzs9nA84-QbljRnh-RrGue4Q72qXngbC54c_HH14-zT9elFffXl_PJ0dVU7wYHXQFEAQg9aSMW9UK0VoCjwRgF21gNlCqjtuPet0x0I7SR0THJvmVSiE8fV5Z7bJ7s2Yw4bm7cm2WB2iZRvjM1TWDoxrmu1ZyBbJrEB8NopZRtQgnOkfQML6-OeNc7dBnuHw5RtfAJ9ejOEW3OTfhtGl7_QrVoIbw-EnH7NWCazCcVhjHbANBfDW9HyplH64bE3_0nXywyX-e9UwNuGNnpRvdurXE6lZPT_qmHUPCyAebQA4h5kKaFO</recordid><startdate>20230630</startdate><enddate>20230630</enddate><creator>Zhao, Yilong</creator><creator>He, Sangang</creator><creator>Huang, Jinfeng</creator><creator>Liu, Mingjun</creator><general>MDPI AG</general><general>MDPI</general><scope>AAYXX</scope><scope>CITATION</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope></search><sort><creationdate>20230630</creationdate><title>Genome-Wide Association Analysis of Muscle pH in Texel Sheep × Altay Sheep F2 Resource Population</title><author>Zhao, Yilong ; He, Sangang ; Huang, Jinfeng ; Liu, Mingjun</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3262-60e36e6d693572f378a367062476ebaf601760ab2ff8c9b639c56b152fa1573b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>600 K BeadChip</topic><topic>Animals</topic><topic>Annotations</topic><topic>Association analysis</topic><topic>Bioinformatics</topic><topic>Collagenase 3</topic><topic>Dimerization</topic><topic>Genes</topic><topic>Genetic testing</topic><topic>Genomes</topic><topic>Genotyping</topic><topic>GWAS</topic><topic>Maximum likelihood method</topic><topic>Meat</topic><topic>Meat production</topic><topic>Meat quality</topic><topic>Muscles</topic><topic>Mutton</topic><topic>Principal components analysis</topic><topic>Proteins</topic><topic>Quality control</topic><topic>Sheep</topic><topic>Shelf life</topic><topic>Single-nucleotide polymorphism</topic><topic>SNP</topic><topic>Software</topic><topic>Storage</topic><topic>Stratification</topic><topic>Tattoos</topic><topic>whole genome resequencing</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Zhao, Yilong</creatorcontrib><creatorcontrib>He, Sangang</creatorcontrib><creatorcontrib>Huang, Jinfeng</creatorcontrib><creatorcontrib>Liu, Mingjun</creatorcontrib><collection>CrossRef</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>Animals (Basel)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Zhao, Yilong</au><au>He, Sangang</au><au>Huang, Jinfeng</au><au>Liu, Mingjun</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Genome-Wide Association Analysis of Muscle pH in Texel Sheep × Altay Sheep F2 Resource Population</atitle><jtitle>Animals (Basel)</jtitle><date>2023-06-30</date><risdate>2023</risdate><volume>13</volume><issue>13</issue><spage>2162</spage><pages>2162-</pages><issn>2076-2615</issn><eissn>2076-2615</eissn><abstract>pH was one of the important meat quality traits, which was an important factor affecting the storage/shelf life and quality of meat in meat production. In order to find a way to extend the storage/shelf life, the pH values (pH45min, pH24h, pH48h and pH72h) of the longissimus dorsi muscles in F2 individuals of 462 Texel sheep × Altay sheep were determined, genotyping was performed using Illumina Ovine SNP 600 K BeadChip and whole genome resequencing technology, a genome-wide association analysis (GWAS) was used to screen the candidate genes and molecular markers for pH values related to the quality traits of mutton, and the effects of population stratification were detected by Q–Q plots. The results showed that the pH population stratification analysis did not find significant systemic bias, and there was no obvious population stratification effect. The results of the association analysis showed that 28 SNPs significantly associated with pH reached the level of genomic significance. The candidate gene associated with pH45min was identified as the CCDC92 gene by gene annotation and a search of the literature. Candidate genes related to pH24h were KDM4C, TGFB2 and GOT2 genes. The candidate genes related to pH48h were MMP12 and MMP13 genes. The candidate genes related to pH72h were HILPDA and FAT1 genes. Further bioinformatics analyses showed 24 gene ontology terms and five signaling pathways that were significantly enriched (p ≤ 0.05). Many terms and pathways were related to cellular components, processes of protein modification, the activity of protein dimerization and hydrolase activity. These identified SNPs and genes could provide useful information about meat and the storage/shelf life of meat, thereby extending the storage/shelf life and quality of meat.</abstract><cop>Basel</cop><pub>MDPI AG</pub><doi>10.3390/ani13132162</doi><oa>free_for_read</oa></addata></record> |
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subjects | 600 K BeadChip Animals Annotations Association analysis Bioinformatics Collagenase 3 Dimerization Genes Genetic testing Genomes Genotyping GWAS Maximum likelihood method Meat Meat production Meat quality Muscles Mutton Principal components analysis Proteins Quality control Sheep Shelf life Single-nucleotide polymorphism SNP Software Storage Stratification Tattoos whole genome resequencing |
title | Genome-Wide Association Analysis of Muscle pH in Texel Sheep × Altay Sheep F2 Resource Population |
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