{"id":"https://openalex.org/W3211279871","doi":"https://doi.org/10.3168/jds.2020-19826","title":"Genome-wide association study on milk production and somatic cell score for Thai dairy cattle using weighted single-step approach with random regression test-day model","display_name":"Genome-wide association study on milk production and somatic cell score for Thai dairy cattle using weighted single-step approach with random regression test-day model","publication_year":2021,"publication_date":"2021-10-28","ids":{"openalex":"https://openalex.org/W3211279871","doi":"https://doi.org/10.3168/jds.2020-19826","mag":"3211279871","pmid":"https://pubmed.ncbi.nlm.nih.gov/34756438"},"language":"en","primary_location":{"id":"doi:10.3168/jds.2020-19826","doi":"https://doi.org/10.3168/jds.2020-19826","is_oa":true,"landing_page_url":"https://doi.org/10.3168/jds.2020-19826","pdf_url":"http://www.journalofdairyscience.org/article/S0022030221009735/pdf","source":{"id":"https://openalex.org/S28349394","display_name":"Journal of Dairy Science","issn_l":"0022-0302","issn":["0022-0302","1525-3198","1529-9066"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-a","jufo-3","ki-jl-1","medline","norway-2","oarl","poland-200","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Dairy Science","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","datacite","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"http://www.journalofdairyscience.org/article/S0022030221009735/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009593850","display_name":"Sayan Buaban","orcid":"https://orcid.org/0000-0002-2239-2151","observed_orcids":["https://orcid.org/0000-0002-2239-2151"]},"institutions":[{"id":"https://openalex.org/I4210149622","display_name":"Department of Livestock Development","ror":"https://ror.org/04gwfmd61","country_code":"TH","type":"government","lineage":["https://openalex.org/I4210149622"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"S. Buaban","raw_affiliation_strings":["Bureau of Animal Husbandry and Genetic Improvement, Department of Livestock Development, Pathum Thani 12000, Thailand"],"raw_orcid":"https://orcid.org/0000-0002-2239-2151","affiliations":[{"raw_affiliation_string":"Bureau of Animal Husbandry and Genetic Improvement, Department of Livestock Development, Pathum Thani 12000, Thailand","institution_ids":["https://openalex.org/I4210149622"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008637827","display_name":"K. Lengnudum","orcid":"https://orcid.org/0000-0001-6544-8162","observed_orcids":["https://orcid.org/0000-0001-6544-8162"]},"institutions":[{"id":"https://openalex.org/I4210149622","display_name":"Department of Livestock Development","ror":"https://ror.org/04gwfmd61","country_code":"TH","type":"government","lineage":["https://openalex.org/I4210149622"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"K. Lengnudum","raw_affiliation_strings":["Bureau of Biotechnology in Livestock Production, Department of Livestock Development, Pathum Thani 12000, Thailand"],"raw_orcid":"https://orcid.org/0000-0001-6544-8162","affiliations":[{"raw_affiliation_string":"Bureau of Biotechnology in Livestock Production, Department of Livestock Development, Pathum Thani 12000, Thailand","institution_ids":["https://openalex.org/I4210149622"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054615379","display_name":"Wuttigrai Boonkum","orcid":"https://orcid.org/0000-0003-2239-2300","observed_orcids":["https://orcid.org/0000-0003-2239-2300"]},"institutions":[{"id":"https://openalex.org/I179193067","display_name":"Khon Kaen University","ror":"https://ror.org/03cq4gr50","country_code":"TH","type":"education","lineage":["https://openalex.org/I179193067"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"W. Boonkum","raw_affiliation_strings":["Department of Animal Science, Faculty of Agriculture, Khon Kaen University, Khon Kaen 40002, Thailand"],"raw_orcid":"https://orcid.org/0000-0003-2239-2300","affiliations":[{"raw_affiliation_string":"Department of Animal Science, Faculty of Agriculture, Khon Kaen University, Khon Kaen 40002, Thailand","institution_ids":["https://openalex.org/I179193067"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053091975","display_name":"Praopilas Phakdeedindan","orcid":"https://orcid.org/0000-0002-5994-5215","observed_orcids":["https://orcid.org/0000-0002-5994-5215"]},"institutions":[{"id":"https://openalex.org/I158708052","display_name":"Chulalongkorn University","ror":"https://ror.org/028wp3y58","country_code":"TH","type":"education","lineage":["https://openalex.org/I158708052"]}],"countries":["TH"],"is_corresponding":true,"raw_author_name":"P. Phakdeedindan","raw_affiliation_strings":["Department of Animal Husbandry, Faculty of Veterinary Science, Chulalongkorn University, Bangkok 10330, Thailand; Genomics and Precision Dentistry Research Unit, Department of Physiology, Faculty of Dentistry, Chulalongkorn University, Bangkok 10330, Thailand. Electronic address: praopilas.pk@gmail.com","Department of Animal Husbandry, Faculty of Veterinary Science, Chulalongkorn University, Bangkok 10330, Thailand","Genomics and Precision Dentistry Research Unit, Department of Physiology, Faculty of Dentistry, Chulalongkorn University, Bangkok 10330, Thailand"],"raw_orcid":"https://orcid.org/0000-0002-5994-5215","affiliations":[{"raw_affiliation_string":"Department of Animal Husbandry, Faculty of Veterinary Science, Chulalongkorn University, Bangkok 10330, Thailand; Genomics and Precision Dentistry Research Unit, Department of Physiology, Faculty of Dentistry, Chulalongkorn University, Bangkok 10330, Thailand. Electronic address: praopilas.pk@gmail.com","institution_ids":["https://openalex.org/I158708052"]},{"raw_affiliation_string":"Department of Animal Husbandry, Faculty of Veterinary Science, Chulalongkorn University, Bangkok 10330, Thailand","institution_ids":["https://openalex.org/I158708052"]},{"raw_affiliation_string":"Genomics and Precision Dentistry Research Unit, Department of Physiology, Faculty of Dentistry, Chulalongkorn University, Bangkok 10330, Thailand","institution_ids":["https://openalex.org/I158708052"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5053091975"],"corresponding_institution_ids":["https://openalex.org/I158708052"],"apc_list":{"value":3784,"currency":"USD","value_usd":3784},"apc_paid":{"value":3784,"currency":"USD","value_usd":3784},"fwci":6.2242,"has_fulltext":true,"cited_by_count":71,"citation_normalized_percentile":{"value":0.97817207,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"105","issue":"1","first_page":"468","last_page":"494"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10594","display_name":"Genetic and phenotypic traits in livestock","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10594","display_name":"Genetic and phenotypic traits in livestock","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11468","display_name":"Genetic Mapping and Diversity in Plants and Animals","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10261","display_name":"Genetic Associations and Epidemiology","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/milk-production-traits","display_name":"milk production traits","score":0.8119999766349792},{"id":"https://openalex.org/keywords/somatic-cell-score","display_name":"somatic cell score","score":0.996999979019165},{"id":"https://openalex.org/keywords/single-nucleotide-polymorphisms","display_name":"single nucleotide polymorphisms","score":0.7760000228881836},{"id":"https://openalex.org/keywords/candidate-genes","display_name":"candidate genes","score":0.7789999842643738},{"id":"https://openalex.org/keywords/random-regression-test-day-model","display_name":"random regression test-day model","score":0.9629999995231628},{"id":"https://openalex.org/keywords/genomic-prediction-accuracy","display_name":"genomic prediction accuracy","score":0.6579999923706055},{"id":"https://openalex.org/keywords/polygenic-inheritance","display_name":"polygenic inheritance","score":0.746999979019165},{"id":"https://openalex.org/keywords/thermal-tolerance","display_name":"heat tolerance","score":0.652999997138977},{"id":"https://openalex.org/keywords/longevity","display_name":"longevity","score":0.7590000033378601},{"id":"https://openalex.org/keywords/fertility","display_name":"fertility","score":0.925000011920929},{"id":"https://openalex.org/keywords/immune-pathways","display_name":"immune pathways","score":0.6439999938011169}],"concepts":[{"id":"https://openalex.org/C69991583","wikidata":"https://www.wikidata.org/wiki/Q1423575","display_name":"Candidate gene","level":3,"score":0.7045011520385742},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.6829422116279602},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.6054890155792236},{"id":"https://openalex.org/C81941488","wikidata":"https://www.wikidata.org/wiki/Q853421","display_name":"Quantitative trait locus","level":3,"score":0.5876676440238953},{"id":"https://openalex.org/C106208931","wikidata":"https://www.wikidata.org/wiki/Q1098876","display_name":"Genome-wide association study","level":5,"score":0.5644687414169312},{"id":"https://openalex.org/C103545067","wikidata":"https://www.wikidata.org/wiki/Q796265","display_name":"Best linear unbiased prediction","level":3,"score":0.5357621908187866},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.49339333176612854},{"id":"https://openalex.org/C134925867","wikidata":"https://www.wikidata.org/wiki/Q186380","display_name":"Autosome","level":4,"score":0.4918663501739502},{"id":"https://openalex.org/C153209595","wikidata":"https://www.wikidata.org/wiki/Q501128","display_name":"Single-nucleotide polymorphism","level":4,"score":0.4747225046157837},{"id":"https://openalex.org/C2776977481","wikidata":"https://www.wikidata.org/wiki/Q2915","display_name":"Dairy cattle","level":2,"score":0.46655410528182983},{"id":"https://openalex.org/C2776473694","wikidata":"https://www.wikidata.org/wiki/Q4950555","display_name":"Bovine genome","level":4,"score":0.4430922865867615},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.44135791063308716},{"id":"https://openalex.org/C186413461","wikidata":"https://www.wikidata.org/wiki/Q744727","display_name":"Genetic association","level":5,"score":0.42140835523605347},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4182977080345154},{"id":"https://openalex.org/C141231307","wikidata":"https://www.wikidata.org/wiki/Q7020","display_name":"Genome","level":3,"score":0.3737521767616272},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.3282604217529297},{"id":"https://openalex.org/C30481170","wikidata":"https://www.wikidata.org/wiki/Q37748","display_name":"Chromosome","level":3,"score":0.15835946798324585},{"id":"https://openalex.org/C135763542","wikidata":"https://www.wikidata.org/wiki/Q106016","display_name":"Genotype","level":3,"score":0.12908586859703064},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.07131391763687134},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.06774073839187622},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.0},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002417","descriptor_name":"Cattle","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D002417","descriptor_name":"Cattle","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D002417","descriptor_name":"Cattle","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005838","descriptor_name":"Genotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005838","descriptor_name":"Genotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005838","descriptor_name":"Genotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007774","descriptor_name":"Lactation","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D007774","descriptor_name":"Lactation","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D007774","descriptor_name":"Lactation","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D008892","descriptor_name":"Milk","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008892","descriptor_name":"Milk","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008892","descriptor_name":"Milk","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013785","descriptor_name":"Thailand","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013785","descriptor_name":"Thailand","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013785","descriptor_name":"Thailand","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":"Q000662","qualifier_name":"veterinary","is_major_topic":true},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":"Q000662","qualifier_name":"veterinary","is_major_topic":true},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":"Q000662","qualifier_name":"veterinary","is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.3168/jds.2020-19826","doi":"https://doi.org/10.3168/jds.2020-19826","is_oa":true,"landing_page_url":"https://doi.org/10.3168/jds.2020-19826","pdf_url":"http://www.journalofdairyscience.org/article/S0022030221009735/pdf","source":{"id":"https://openalex.org/S28349394","display_name":"Journal of Dairy Science","issn_l":"0022-0302","issn":["0022-0302","1525-3198","1529-9066"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-a","jufo-3","ki-jl-1","medline","norway-2","oarl","poland-200","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Dairy Science","raw_type":"journal-article"},{"id":"pmid:34756438","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34756438","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of dairy science","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:81095c603ce840ff9a0b55a6c5ec110c","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/81095c603ce840ff9a0b55a6c5ec110c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Dairy Science, Vol 105, Iss 1, Pp 468-494 (2022)","raw_type":"article"},{"id":"doi:10.60692/q7vcs-0n511","doi":"https://doi.org/10.60692/q7vcs-0n511","is_oa":true,"landing_page_url":"https://doi.org/10.60692/q7vcs-0n511","pdf_url":null,"source":{"id":"https://openalex.org/S7407051682","display_name":"Greater South Information System","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},{"id":"doi:10.60692/s9qgr-kmd21","doi":"https://doi.org/10.60692/s9qgr-kmd21","is_oa":true,"landing_page_url":"https://doi.org/10.60692/s9qgr-kmd21","pdf_url":null,"source":{"id":"https://openalex.org/S7407051682","display_name":"Greater South Information System","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.3168/jds.2020-19826","doi":"https://doi.org/10.3168/jds.2020-19826","is_oa":true,"landing_page_url":"https://doi.org/10.3168/jds.2020-19826","pdf_url":"http://www.journalofdairyscience.org/article/S0022030221009735/pdf","source":{"id":"https://openalex.org/S28349394","display_name":"Journal of Dairy Science","issn_l":"0022-0302","issn":["0022-0302","1525-3198","1529-9066"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","dongbi-a","jufo-3","ki-jl-1","medline","norway-2","oarl","poland-200","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Dairy Science","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","score":0.991100013256073,"id":"https://metadata.un.org/sdg/2"},{"display_name":"Good health and well-being","score":0.4043000042438507,"id":"https://metadata.un.org/sdg/3"}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322335","display_name":"Khon Kaen University","ror":"https://ror.org/03cq4gr50"},{"id":"https://openalex.org/F4320323106","display_name":"Agricultural Research Development Agency","ror":"https://ror.org/01shbv660"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3211279871.pdf","grobid_xml":"https://content.openalex.org/works/W3211279871.grobid-xml"},"referenced_works_count":233,"referenced_works":["https://openalex.org/W152998174","https://openalex.org/W1173363010","https://openalex.org/W1547360879","https://openalex.org/W1821384861","https://openalex.org/W1827352973","https://openalex.org/W1839107343","https://openalex.org/W1848505976","https://openalex.org/W1853535253","https://openalex.org/W1881181132","https://openalex.org/W1912532809","https://openalex.org/W1928998639","https://openalex.org/W1932640277","https://openalex.org/W1964926196","https://openalex.org/W1965963551","https://openalex.org/W1966928665","https://openalex.org/W1969237464","https://openalex.org/W1971147172","https://openalex.org/W1972313753","https://openalex.org/W1974714186","https://openalex.org/W1974959702","https://openalex.org/W1976630325","https://openalex.org/W1977231478","https://openalex.org/W1982134121","https://openalex.org/W1982943655","https://openalex.org/W1983476252","https://openalex.org/W1985213868","https://openalex.org/W1988704228","https://openalex.org/W1990255989","https://openalex.org/W1991858815","https://openalex.org/W1995653121","https://openalex.org/W1996299724","https://openalex.org/W1998222854","https://openalex.org/W2002037400","https://openalex.org/W2002239849","https://openalex.org/W2002600206","https://openalex.org/W2004402272","https://openalex.org/W2010290434","https://openalex.org/W2011697966","https://openalex.org/W2014180289","https://openalex.org/W2015270113","https://openalex.org/W2015432991","https://openalex.org/W2017475690","https://openalex.org/W2020454499","https://openalex.org/W2022310466","https://openalex.org/W2023356408","https://openalex.org/W2023673366","https://openalex.org/W2026635277","https://openalex.org/W2027551179","https://openalex.org/W2032955798","https://openalex.org/W2033695106","https://openalex.org/W2040261593","https://openalex.org/W2040907039","https://openalex.org/W2041000916","https://openalex.org/W2042290594","https://openalex.org/W2044459945","https://openalex.org/W2045790591","https://openalex.org/W2046356307","https://openalex.org/W2048691629","https://openalex.org/W2050165541","https://openalex.org/W2052337103","https://openalex.org/W2052493164","https://openalex.org/W2058255378","https://openalex.org/W2058909984","https://openalex.org/W2058940017","https://openalex.org/W2060192379","https://openalex.org/W2066669827","https://openalex.org/W2066680876","https://openalex.org/W2067715889","https://openalex.org/W2069948171","https://openalex.org/W2070770708","https://openalex.org/W2074132933","https://openalex.org/W2076323010","https://openalex.org/W2077445149","https://openalex.org/W2077891253","https://openalex.org/W2081214518","https://openalex.org/W2087968772","https://openalex.org/W2088306096","https://openalex.org/W2091408025","https://openalex.org/W2092051677","https://openalex.org/W2093748923","https://openalex.org/W2094116945","https://openalex.org/W2098787020","https://openalex.org/W2100336348","https://openalex.org/W2102891551","https://openalex.org/W2104481163","https://openalex.org/W2107501691","https://openalex.org/W2108963354","https://openalex.org/W2109781146","https://openalex.org/W2110787179","https://openalex.org/W2110909546","https://openalex.org/W2117567387","https://openalex.org/W2118016441","https://openalex.org/W2119372134","https://openalex.org/W2122125053","https://openalex.org/W2125105410","https://openalex.org/W2127220612","https://openalex.org/W2132761880","https://openalex.org/W2133465414","https://openalex.org/W2134044742","https://openalex.org/W2135517170","https://openalex.org/W2135714505","https://openalex.org/W2139833593","https://openalex.org/W2141088880","https://openalex.org/W2143479271","https://openalex.org/W2153634567","https://openalex.org/W2153940095","https://openalex.org/W2155612034","https://openalex.org/W2156278938","https://openalex.org/W2157056202","https://openalex.org/W2157467511","https://openalex.org/W2158217645","https://openalex.org/W2158951820","https://openalex.org/W2160806085","https://openalex.org/W2164050502","https://openalex.org/W2164151608","https://openalex.org/W2166243731","https://openalex.org/W2166992789","https://openalex.org/W2167539771","https://openalex.org/W2168329225","https://openalex.org/W2170458546","https://openalex.org/W2190710308","https://openalex.org/W2201691085","https://openalex.org/W2283895960","https://openalex.org/W2294375720","https://openalex.org/W2306082089","https://openalex.org/W2315610230","https://openalex.org/W2339411947","https://openalex.org/W2340606155","https://openalex.org/W2341016256","https://openalex.org/W2341019050","https://openalex.org/W2345520598","https://openalex.org/W2405075650","https://openalex.org/W2412274022","https://openalex.org/W2412507621","https://openalex.org/W2417812971","https://openalex.org/W2427870082","https://openalex.org/W2430370065","https://openalex.org/W2462562709","https://openalex.org/W2480591513","https://openalex.org/W2481058780","https://openalex.org/W2482789364","https://openalex.org/W2484835160","https://openalex.org/W2502518641","https://openalex.org/W2508879308","https://openalex.org/W2516633833","https://openalex.org/W2519776266","https://openalex.org/W2551371280","https://openalex.org/W2553396291","https://openalex.org/W2565459707","https://openalex.org/W2565931376","https://openalex.org/W2577599538","https://openalex.org/W2578969393","https://openalex.org/W2581150894","https://openalex.org/W2583104373","https://openalex.org/W2590051649","https://openalex.org/W2614456766","https://openalex.org/W2616196864","https://openalex.org/W2620016352","https://openalex.org/W2620130100","https://openalex.org/W2625585514","https://openalex.org/W2626452749","https://openalex.org/W2626462670","https://openalex.org/W2710797628","https://openalex.org/W2737685121","https://openalex.org/W2739240877","https://openalex.org/W2745821423","https://openalex.org/W2748573842","https://openalex.org/W2752430770","https://openalex.org/W2757637789","https://openalex.org/W2764803667","https://openalex.org/W2782232423","https://openalex.org/W2790487477","https://openalex.org/W2790877828","https://openalex.org/W2792529897","https://openalex.org/W2793980553","https://openalex.org/W2794548917","https://openalex.org/W2797707846","https://openalex.org/W2801104030","https://openalex.org/W2803970746","https://openalex.org/W2807736497","https://openalex.org/W2883601495","https://openalex.org/W2885360757","https://openalex.org/W2887879627","https://openalex.org/W2887977821","https://openalex.org/W2890491248","https://openalex.org/W2892029779","https://openalex.org/W2894468846","https://openalex.org/W2898634952","https://openalex.org/W2901172538","https://openalex.org/W2904355679","https://openalex.org/W2905256367","https://openalex.org/W2908383145","https://openalex.org/W2908633724","https://openalex.org/W2908976326","https://openalex.org/W2911656488","https://openalex.org/W2912689429","https://openalex.org/W2913182429","https://openalex.org/W2914770173","https://openalex.org/W2915257629","https://openalex.org/W2916885711","https://openalex.org/W2917106878","https://openalex.org/W2921415598","https://openalex.org/W2922199485","https://openalex.org/W2934737834","https://openalex.org/W2938708137","https://openalex.org/W2943562083","https://openalex.org/W2952553874","https://openalex.org/W2954640167","https://openalex.org/W2959670367","https://openalex.org/W2969746663","https://openalex.org/W2970421370","https://openalex.org/W2971542411","https://openalex.org/W2973198318","https://openalex.org/W2984470908","https://openalex.org/W2990831114","https://openalex.org/W2999532564","https://openalex.org/W3003328317","https://openalex.org/W3005708685","https://openalex.org/W3007325973","https://openalex.org/W3012301011","https://openalex.org/W3014148723","https://openalex.org/W3016619159","https://openalex.org/W3017389755","https://openalex.org/W3040424417","https://openalex.org/W3042318275","https://openalex.org/W3088358085","https://openalex.org/W4234085405","https://openalex.org/W6600291067","https://openalex.org/W6644360987","https://openalex.org/W6680120973","https://openalex.org/W6713336381","https://openalex.org/W6767596323","https://openalex.org/W6836082296"],"related_works":["https://openalex.org/W4225159486","https://openalex.org/W2923956836","https://openalex.org/W2959670367","https://openalex.org/W4385697355","https://openalex.org/W3200933545","https://openalex.org/W4413878791","https://openalex.org/W7110394340","https://openalex.org/W4385293471","https://openalex.org/W2737685121","https://openalex.org/W7100931373"],"abstract_inverted_index":{"Genome-wide":[0],"association":[1],"studies":[2,23,319],"are":[3,313,320],"a":[4,65,76,93,204,233],"powerful":[5],"tool":[6],"to":[7,32,129,170,174,177,180,248,260,264,286,316,322],"identify":[8,33],"genomic":[9,34,83,89,126,151,201,330],"regions":[10,35,100,152,202],"and":[11,40,49,55,59,182,194,243,251,270,275,277,299],"variants":[12],"associated":[13,42,153,197],"with":[14,43,154,198,222],"phenotypes.":[15],"However,":[16],"only":[17],"limited":[18],"mutual":[19],"confirmation":[20],"from":[21],"different":[22],"is":[24],"available.":[25],"The":[26,150],"objectives":[27],"of":[28,71,106,116,123,207,214,236],"this":[29],"study":[30],"were":[31,73,111,144,196,257],"as":[36,38,310],"well":[37],"genes":[39,161,187,220,237,246,256],"pathways":[41,308],"the":[44,82,107,120,133,136,148,208,215,306],"first-lactation":[45],"milk,":[46],"fat,":[47,53],"protein,":[48,54],"total":[50,56,108],"solid":[51,57],"yields;":[52],"percentage;":[58],"somatic":[60],"cell":[61,297],"score":[62],"(SCS)":[63],"in":[64,132,229,289,329],"Thai":[66],"dairy":[67],"cattle":[68],"population.":[69,291],"Effects":[70],"SNPs":[72],"estimated":[74],"by":[75],"weighted":[77,142],"single-step":[78,88],"GWAS,":[79],"which":[80],"back-solved":[81],"breeding":[84],"values":[85],"predicted":[86],"using":[87,141],"BLUP":[90],"(ssGBLUP)":[91],"fitting":[92],"single-trait":[94],"random":[95],"regression":[96],"test-day":[97],"model.":[98],"Genomic":[99,139],"that":[101],"explained":[102,203],"at":[103],"least":[104],"0.5%":[105],"genetic":[109,209],"variance":[110],"selected":[112],"for":[113,225],"further":[114],"analyses":[115],"candidate":[117,160,186,219],"genes.":[118],"Despite":[119],"small":[121,205],"number":[122],"genotyped":[124],"animals,":[125],"predictions":[127,140],"led":[128],"an":[130],"improvement":[131],"accuracy":[134],"over":[135],"traditional":[137],"BLUP.":[138],"ssGBLUP":[143],"slightly":[145],"better":[146],"than":[147],"ssGBLUP.":[149],"milk":[155,226,249,303],"production":[156,227,250],"traits":[157,228],"contained":[158],"210":[159],"on":[162,188,238],"19":[163],"chromosomes":[164,190],"[Bos":[165],"taurus":[166],"autosome":[167],"(BTA)":[168],"1":[169],"7,":[171],"9,":[172],"11":[173],"16,":[175,193],"20":[176],"21,":[178],"26":[179],"27":[181],"29],":[183],"whereas":[184,305],"21":[185],"3":[189],"(BTA":[191],"11,":[192],"21)":[195],"SCS.":[199,317],"Many":[200],"fraction":[206],"variance,":[210],"indicating":[211],"polygenic":[212],"inheritance":[213],"studied":[216],"traits.":[217],"Several":[218],"coincided":[221],"previous":[223],"reports":[224],"Holstein":[230],"cattle,":[231],"especially":[232],"large":[234],"region":[235],"BTA14.":[239],"We":[240],"identified":[241],"141":[242],"5":[244],"novel":[245,255],"related":[247,263,315],"SCS,":[252],"respectively.":[253],"These":[254,281],"also":[258],"found":[259],"be":[261,284],"functionally":[262],"heat":[265],"tolerance":[266],"(e.g.,":[267,273,279],"SLC45A2,":[268],"IRAG1,":[269],"LOC101902172),":[271],"longevity":[272],"SYT10":[274],"LOC101903327),":[276],"fertility":[278],"PAG1).":[280],"findings":[282,325],"may":[283],"attributed":[285],"indirect":[287],"selection":[288],"our":[290,324],"Identified":[292],"biological":[293],"networks":[294],"including":[295],"intracellular":[296],"transportation":[298],"protein":[300],"catabolism":[301],"implicate":[302],"production,":[304],"immunological":[307],"such":[309],"lymphocyte":[311],"activation":[312],"closely":[314],"Further":[318],"required":[321],"validate":[323],"before":[326],"exploiting":[327],"them":[328],"selection.":[331]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":15},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":10}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2021-11-08T00:00:00"}