Mating allocations in Holstein combining genomic information and linear programming optimization at the herd level
In this study, we explored mating allocation in Holstein using genomic information for 24,333 Holstein females born in Denmark, Finland, and Sweden. We used 2 data sets of bulls: the top 50 genotyped bulls and the top 25 polled genotyped bulls on the Nordic total merit scale. We used linear programm...
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description | In this study, we explored mating allocation in Holstein using genomic information for 24,333 Holstein females born in Denmark, Finland, and Sweden. We used 2 data sets of bulls: the top 50 genotyped bulls and the top 25 polled genotyped bulls on the Nordic total merit scale. We used linear programming to optimize economic scores within each herd, considering genetic level, genetic relationship, semen cost, the economic impact of genetic defects, polledness, and β-casein. We found that it was possible to reduce genetic relationships and eliminate expression of genetic defects with minimal effect on the genetic level in total merit index. Compared with maximizing only Nordic total merit index, the relative frequency of polled offspring increased from 13.5 to 22.5%, and that of offspring homozygous for β-casein (A2A2) from 66.7 to 75.0% in one generation, without any substantial negative impact on other comparison criteria. Using only semen from polled bulls, which might become necessary if dehorning is banned, considerably reduced the genetic level. We also found that animals carrying the polled allele were less likely to be homozygous for β-casein (A2A2) and more likely to be carriers of the genetic defect HH1. Hence, adding economic value to a monogenic trait in the economic score used for mating allocation sometimes negatively affected another monogenetic trait. We recommend that the comparison criteria used in this study be monitored in a modern genomic mating program. |
doi_str_mv | 10.3168/jds.2022-22926 |
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We used 2 data sets of bulls: the top 50 genotyped bulls and the top 25 polled genotyped bulls on the Nordic total merit scale. We used linear programming to optimize economic scores within each herd, considering genetic level, genetic relationship, semen cost, the economic impact of genetic defects, polledness, and β-casein. We found that it was possible to reduce genetic relationships and eliminate expression of genetic defects with minimal effect on the genetic level in total merit index. Compared with maximizing only Nordic total merit index, the relative frequency of polled offspring increased from 13.5 to 22.5%, and that of offspring homozygous for β-casein (A2A2) from 66.7 to 75.0% in one generation, without any substantial negative impact on other comparison criteria. Using only semen from polled bulls, which might become necessary if dehorning is banned, considerably reduced the genetic level. We also found that animals carrying the polled allele were less likely to be homozygous for β-casein (A2A2) and more likely to be carriers of the genetic defect HH1. Hence, adding economic value to a monogenic trait in the economic score used for mating allocation sometimes negatively affected another monogenetic trait. We recommend that the comparison criteria used in this study be monitored in a modern genomic mating program.</description><identifier>ISSN: 0022-0302</identifier><identifier>ISSN: 1525-3198</identifier><identifier>EISSN: 1525-3198</identifier><identifier>DOI: 10.3168/jds.2022-22926</identifier><identifier>PMID: 37028963</identifier><language>eng</language><publisher>United States: Elsevier Inc</publisher><subject>Alleles ; Animal and Dairy Science ; Animals ; Caseins - genetics ; Cattle - genetics ; dairy science ; Denmark ; economic impact ; economic valuation ; Female ; Finland ; genetic disorders ; Genetics and Breeding ; Genetik och förädling ; Genomics ; Genotype ; genotyping ; herds ; Holstein ; homozygosity ; Husdjursvetenskap ; Male ; mating allocation ; Nordic total merit ; polledness ; progeny ; Programming, Linear ; Reproduction ; semen ; Sweden ; β-casein (A2A2)</subject><ispartof>Journal of dairy science, 2023-05, Vol.106 (5), p.3359-3375</ispartof><rights>2023 American Dairy Science Association</rights><rights>The Authors. Published by Elsevier Inc. and Fass Inc. on behalf of the American Dairy Science Association®. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c456t-e418ed9c206615f9656ebbc510204e32b3aa166db4d56ffafce66799df1276033</citedby><cites>FETCH-LOGICAL-c456t-e418ed9c206615f9656ebbc510204e32b3aa166db4d56ffafce66799df1276033</cites><orcidid>0000-0001-7068-0572 ; 0000-0003-3357-5065 ; 0000-0001-5784-2557 ; 0000-0003-0578-0184 ; 0000-0001-5154-8146 ; 0000-0002-7354-651X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://www.sciencedirect.com/science/article/pii/S0022030223001662$$EHTML$$P50$$Gelsevier$$Hfree_for_read</linktohtml><link.rule.ids>230,314,550,776,780,860,881,3537,27901,27902,65306</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/37028963$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink><backlink>$$Uhttps://res.slu.se/id/publ/122253$$DView record from Swedish Publication Index$$Hfree_for_read</backlink></links><search><creatorcontrib>Bengtsson, C.</creatorcontrib><creatorcontrib>Stålhammar, H.</creatorcontrib><creatorcontrib>Thomasen, J.R.</creatorcontrib><creatorcontrib>Fikse, W.F.</creatorcontrib><creatorcontrib>Strandberg, E.</creatorcontrib><creatorcontrib>Eriksson, S.</creatorcontrib><creatorcontrib>Sveriges lantbruksuniversitet</creatorcontrib><title>Mating allocations in Holstein combining genomic information and linear programming optimization at the herd level</title><title>Journal of dairy science</title><addtitle>J Dairy Sci</addtitle><description>In this study, we explored mating allocation in Holstein using genomic information for 24,333 Holstein females born in Denmark, Finland, and Sweden. We used 2 data sets of bulls: the top 50 genotyped bulls and the top 25 polled genotyped bulls on the Nordic total merit scale. We used linear programming to optimize economic scores within each herd, considering genetic level, genetic relationship, semen cost, the economic impact of genetic defects, polledness, and β-casein. We found that it was possible to reduce genetic relationships and eliminate expression of genetic defects with minimal effect on the genetic level in total merit index. Compared with maximizing only Nordic total merit index, the relative frequency of polled offspring increased from 13.5 to 22.5%, and that of offspring homozygous for β-casein (A2A2) from 66.7 to 75.0% in one generation, without any substantial negative impact on other comparison criteria. Using only semen from polled bulls, which might become necessary if dehorning is banned, considerably reduced the genetic level. We also found that animals carrying the polled allele were less likely to be homozygous for β-casein (A2A2) and more likely to be carriers of the genetic defect HH1. Hence, adding economic value to a monogenic trait in the economic score used for mating allocation sometimes negatively affected another monogenetic trait. We recommend that the comparison criteria used in this study be monitored in a modern genomic mating program.</description><subject>Alleles</subject><subject>Animal and Dairy Science</subject><subject>Animals</subject><subject>Caseins - genetics</subject><subject>Cattle - genetics</subject><subject>dairy science</subject><subject>Denmark</subject><subject>economic impact</subject><subject>economic valuation</subject><subject>Female</subject><subject>Finland</subject><subject>genetic disorders</subject><subject>Genetics and Breeding</subject><subject>Genetik och förädling</subject><subject>Genomics</subject><subject>Genotype</subject><subject>genotyping</subject><subject>herds</subject><subject>Holstein</subject><subject>homozygosity</subject><subject>Husdjursvetenskap</subject><subject>Male</subject><subject>mating allocation</subject><subject>Nordic total merit</subject><subject>polledness</subject><subject>progeny</subject><subject>Programming, Linear</subject><subject>Reproduction</subject><subject>semen</subject><subject>Sweden</subject><subject>β-casein (A2A2)</subject><issn>0022-0302</issn><issn>1525-3198</issn><issn>1525-3198</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>D8T</sourceid><recordid>eNqFkc1v1DAQxS1ERbeFK0eUI5cs_oid-IgqoJWKemnPlmNPtq78sdhJUfnrcbpLOSFOM9b83tOMH0LvCd4yIoZPD7ZsKaa0pVRS8QptCKe8ZUQOr9EGrwPMMD1FZ6U81CehmL9Bp6zHdJCCbVD-rmcXd432PpnaplgaF5vL5MsMtTEpjC6uxA5iCs7U6ZRyeEYbHW3jXQSdm31Ou6xDWNG0n11wv47M3Mz30NxDriw8gn-LTibtC7w71nN09_XL7cVle33z7eri83VrOi7mFjoygJWGYiEIn6TgAsbRcIIp7oDRkWlNhLBjZ7mYJj0ZEKKX0k6E9gIzdo62B9_yE_bLqPbZBZ2fVNJOFb-MOq9FFVCEUspXwceDoN7yY4Eyq-CKAe91hLQUxQhn_cAxkf9FaS-HHvei7_6uYXIqJcP0sgjBas1Q1QzVmqF6zrAKPhy9lzGAfcH_hFaB4QBA_b1HB_UO4yAasC6DmZVN7l_evwFynqy4</recordid><startdate>20230501</startdate><enddate>20230501</enddate><creator>Bengtsson, C.</creator><creator>Stålhammar, H.</creator><creator>Thomasen, J.R.</creator><creator>Fikse, W.F.</creator><creator>Strandberg, E.</creator><creator>Eriksson, S.</creator><general>Elsevier Inc</general><scope>6I.</scope><scope>AAFTH</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>7S9</scope><scope>L.6</scope><scope>ADTPV</scope><scope>AOWAS</scope><scope>D8T</scope><scope>ZZAVC</scope><orcidid>https://orcid.org/0000-0001-7068-0572</orcidid><orcidid>https://orcid.org/0000-0003-3357-5065</orcidid><orcidid>https://orcid.org/0000-0001-5784-2557</orcidid><orcidid>https://orcid.org/0000-0003-0578-0184</orcidid><orcidid>https://orcid.org/0000-0001-5154-8146</orcidid><orcidid>https://orcid.org/0000-0002-7354-651X</orcidid></search><sort><creationdate>20230501</creationdate><title>Mating allocations in Holstein combining genomic information and linear programming optimization at the herd level</title><author>Bengtsson, C. ; Stålhammar, H. ; Thomasen, J.R. ; Fikse, W.F. ; Strandberg, E. ; Eriksson, S.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c456t-e418ed9c206615f9656ebbc510204e32b3aa166db4d56ffafce66799df1276033</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Alleles</topic><topic>Animal and Dairy Science</topic><topic>Animals</topic><topic>Caseins - genetics</topic><topic>Cattle - genetics</topic><topic>dairy science</topic><topic>Denmark</topic><topic>economic impact</topic><topic>economic valuation</topic><topic>Female</topic><topic>Finland</topic><topic>genetic disorders</topic><topic>Genetics and Breeding</topic><topic>Genetik och förädling</topic><topic>Genomics</topic><topic>Genotype</topic><topic>genotyping</topic><topic>herds</topic><topic>Holstein</topic><topic>homozygosity</topic><topic>Husdjursvetenskap</topic><topic>Male</topic><topic>mating allocation</topic><topic>Nordic total merit</topic><topic>polledness</topic><topic>progeny</topic><topic>Programming, Linear</topic><topic>Reproduction</topic><topic>semen</topic><topic>Sweden</topic><topic>β-casein (A2A2)</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Bengtsson, C.</creatorcontrib><creatorcontrib>Stålhammar, H.</creatorcontrib><creatorcontrib>Thomasen, J.R.</creatorcontrib><creatorcontrib>Fikse, W.F.</creatorcontrib><creatorcontrib>Strandberg, E.</creatorcontrib><creatorcontrib>Eriksson, S.</creatorcontrib><creatorcontrib>Sveriges lantbruksuniversitet</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>AGRICOLA</collection><collection>AGRICOLA - Academic</collection><collection>SwePub</collection><collection>SwePub Articles</collection><collection>SWEPUB Freely available online</collection><collection>SwePub Articles full text</collection><jtitle>Journal of dairy science</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Bengtsson, C.</au><au>Stålhammar, H.</au><au>Thomasen, J.R.</au><au>Fikse, W.F.</au><au>Strandberg, E.</au><au>Eriksson, S.</au><aucorp>Sveriges lantbruksuniversitet</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Mating allocations in Holstein combining genomic information and linear programming optimization at the herd level</atitle><jtitle>Journal of dairy science</jtitle><addtitle>J Dairy Sci</addtitle><date>2023-05-01</date><risdate>2023</risdate><volume>106</volume><issue>5</issue><spage>3359</spage><epage>3375</epage><pages>3359-3375</pages><issn>0022-0302</issn><issn>1525-3198</issn><eissn>1525-3198</eissn><abstract>In this study, we explored mating allocation in Holstein using genomic information for 24,333 Holstein females born in Denmark, Finland, and Sweden. We used 2 data sets of bulls: the top 50 genotyped bulls and the top 25 polled genotyped bulls on the Nordic total merit scale. We used linear programming to optimize economic scores within each herd, considering genetic level, genetic relationship, semen cost, the economic impact of genetic defects, polledness, and β-casein. We found that it was possible to reduce genetic relationships and eliminate expression of genetic defects with minimal effect on the genetic level in total merit index. Compared with maximizing only Nordic total merit index, the relative frequency of polled offspring increased from 13.5 to 22.5%, and that of offspring homozygous for β-casein (A2A2) from 66.7 to 75.0% in one generation, without any substantial negative impact on other comparison criteria. Using only semen from polled bulls, which might become necessary if dehorning is banned, considerably reduced the genetic level. We also found that animals carrying the polled allele were less likely to be homozygous for β-casein (A2A2) and more likely to be carriers of the genetic defect HH1. Hence, adding economic value to a monogenic trait in the economic score used for mating allocation sometimes negatively affected another monogenetic trait. We recommend that the comparison criteria used in this study be monitored in a modern genomic mating program.</abstract><cop>United States</cop><pub>Elsevier Inc</pub><pmid>37028963</pmid><doi>10.3168/jds.2022-22926</doi><tpages>17</tpages><orcidid>https://orcid.org/0000-0001-7068-0572</orcidid><orcidid>https://orcid.org/0000-0003-3357-5065</orcidid><orcidid>https://orcid.org/0000-0001-5784-2557</orcidid><orcidid>https://orcid.org/0000-0003-0578-0184</orcidid><orcidid>https://orcid.org/0000-0001-5154-8146</orcidid><orcidid>https://orcid.org/0000-0002-7354-651X</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Alleles Animal and Dairy Science Animals Caseins - genetics Cattle - genetics dairy science Denmark economic impact economic valuation Female Finland genetic disorders Genetics and Breeding Genetik och förädling Genomics Genotype genotyping herds Holstein homozygosity Husdjursvetenskap Male mating allocation Nordic total merit polledness progeny Programming, Linear Reproduction semen Sweden β-casein (A2A2) |
title | Mating allocations in Holstein combining genomic information and linear programming optimization at the herd level |
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