{"id":"https://openalex.org/W3019328443","doi":"https://doi.org/10.1186/s40104-020-00445-2","title":"The evolving role of Fourier-transform mid-infrared spectroscopy in genetic improvement of dairy cattle","display_name":"The evolving role of Fourier-transform mid-infrared spectroscopy in genetic improvement of dairy cattle","publication_year":2020,"publication_date":"2020-04-16","ids":{"openalex":"https://openalex.org/W3019328443","doi":"https://doi.org/10.1186/s40104-020-00445-2","mag":"3019328443","pmid":"https://pubmed.ncbi.nlm.nih.gov/32322393","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/7164258"},"language":"en","primary_location":{"id":"doi:10.1186/s40104-020-00445-2","doi":"https://doi.org/10.1186/s40104-020-00445-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40104-020-00445-2","pdf_url":"https://jasbsci.biomedcentral.com/track/pdf/10.1186/s40104-020-00445-2.pdf","source":{"id":"https://openalex.org/S2764950793","display_name":"Journal of Animal Science and Biotechnology/Journal of animal science and biotechnology","issn_l":"1674-9782","issn":["1674-9782","2049-1891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-a","jufo-1","ki-jl-1","norway-1","oarl","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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 Animal Science and Biotechnology","raw_type":"journal-article"},"volume":null,"type":"review","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://jasbsci.biomedcentral.com/track/pdf/10.1186/s40104-020-00445-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080420254","display_name":"Kathryn Tiplady","orcid":"https://orcid.org/0000-0002-3307-9208","observed_orcids":["https://orcid.org/0000-0002-3307-9208"]},"institutions":[{"id":"https://openalex.org/I1613860","display_name":"Livestock Improvement Corporation","ror":"https://ror.org/00w793a39","country_code":"NZ","type":"other","lineage":["https://openalex.org/I1613860"]},{"id":"https://openalex.org/I51158804","display_name":"Massey University","ror":"https://ror.org/052czxv31","country_code":"NZ","type":"education","lineage":["https://openalex.org/I51158804"]}],"countries":["NZ"],"is_corresponding":true,"raw_author_name":"K. M. Tiplady","raw_affiliation_strings":["1Research and Development, Livestock Improvement Corporation, Private Bag 3016, Hamilton, 3240 New Zealand","2School of Agriculture, Massey University, Ruakura, Hamilton, 3240 New Zealand","Research and Development, Livestock Improvement Corporation, Private Bag 3016, Hamilton, 3240, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"1Research and Development, Livestock Improvement Corporation, Private Bag 3016, Hamilton, 3240 New Zealand","institution_ids":["https://openalex.org/I1613860"]},{"raw_affiliation_string":"2School of Agriculture, Massey University, Ruakura, Hamilton, 3240 New Zealand","institution_ids":["https://openalex.org/I51158804"]},{"raw_affiliation_string":"Research and Development, Livestock Improvement Corporation, Private Bag 3016, Hamilton, 3240, New Zealand","institution_ids":["https://openalex.org/I1613860"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060257734","display_name":"Thomas Lopdell","orcid":"https://orcid.org/0000-0002-7684-4870","observed_orcids":["https://orcid.org/0000-0002-7684-4870"]},"institutions":[{"id":"https://openalex.org/I1613860","display_name":"Livestock Improvement Corporation","ror":"https://ror.org/00w793a39","country_code":"NZ","type":"other","lineage":["https://openalex.org/I1613860"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"T. J. Lopdell","raw_affiliation_strings":["1Research and Development, Livestock Improvement Corporation, Private Bag 3016, Hamilton, 3240 New Zealand","Research and Development, Livestock Improvement Corporation, Private Bag 3016, Hamilton, 3240, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"1Research and Development, Livestock Improvement Corporation, Private Bag 3016, Hamilton, 3240 New Zealand","institution_ids":["https://openalex.org/I1613860"]},{"raw_affiliation_string":"Research and Development, Livestock Improvement Corporation, Private Bag 3016, Hamilton, 3240, New Zealand","institution_ids":["https://openalex.org/I1613860"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032790703","display_name":"Mathew D. Littlejohn","orcid":"https://orcid.org/0000-0001-9044-047X","observed_orcids":["https://orcid.org/0000-0001-9044-047X"]},"institutions":[{"id":"https://openalex.org/I1613860","display_name":"Livestock Improvement Corporation","ror":"https://ror.org/00w793a39","country_code":"NZ","type":"other","lineage":["https://openalex.org/I1613860"]},{"id":"https://openalex.org/I51158804","display_name":"Massey University","ror":"https://ror.org/052czxv31","country_code":"NZ","type":"education","lineage":["https://openalex.org/I51158804"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"M. D. Littlejohn","raw_affiliation_strings":["1Research and Development, Livestock Improvement Corporation, Private Bag 3016, Hamilton, 3240 New Zealand","2School of Agriculture, Massey University, Ruakura, Hamilton, 3240 New Zealand","Research and Development, Livestock Improvement Corporation, Private Bag 3016, Hamilton, 3240, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"1Research and Development, Livestock Improvement Corporation, Private Bag 3016, Hamilton, 3240 New Zealand","institution_ids":["https://openalex.org/I1613860"]},{"raw_affiliation_string":"2School of Agriculture, Massey University, Ruakura, Hamilton, 3240 New Zealand","institution_ids":["https://openalex.org/I51158804"]},{"raw_affiliation_string":"Research and Development, Livestock Improvement Corporation, Private Bag 3016, Hamilton, 3240, New Zealand","institution_ids":["https://openalex.org/I1613860"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038536652","display_name":"Dorian J. Garrick","orcid":"https://orcid.org/0000-0001-8640-5372","observed_orcids":["https://orcid.org/0000-0001-8640-5372"]},"institutions":[{"id":"https://openalex.org/I51158804","display_name":"Massey University","ror":"https://ror.org/052czxv31","country_code":"NZ","type":"education","lineage":["https://openalex.org/I51158804"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"D. J. Garrick","raw_affiliation_strings":["2School of Agriculture, Massey University, Ruakura, Hamilton, 3240 New Zealand","School of Agriculture, Massey University, Ruakura, Hamilton, 3240, New Zealand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"2School of Agriculture, Massey University, Ruakura, Hamilton, 3240 New Zealand","institution_ids":["https://openalex.org/I51158804"]},{"raw_affiliation_string":"School of Agriculture, Massey University, Ruakura, Hamilton, 3240, New Zealand","institution_ids":["https://openalex.org/I51158804"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5080420254"],"corresponding_institution_ids":["https://openalex.org/I1613860","https://openalex.org/I51158804"],"apc_list":{"value":1720,"currency":"USD","value_usd":1720},"apc_paid":{"value":1720,"currency":"USD","value_usd":1720},"fwci":0.8797,"has_fulltext":true,"cited_by_count":56,"citation_normalized_percentile":{"value":0.67835991,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"11","issue":"1","first_page":"39","last_page":"39"},"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":0.9951000213623047,"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":0.9951000213623047,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.0044999998062849045,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11226","display_name":"Milk Quality and Mastitis in Dairy Cows","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1103","display_name":"Animal Science and Zoology"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dairy-cows","display_name":"dairy cattle","score":0.8100000023841858},{"id":"https://openalex.org/keywords/genetic-improvement","display_name":"genetic improvement","score":0.8009999990463257},{"id":"https://openalex.org/keywords/heritability","display_name":"heritability","score":0.7620000243186951},{"id":"https://openalex.org/keywords/genetic-correlation","display_name":"genetic correlation","score":0.7900000214576721},{"id":"https://openalex.org/keywords/milk-nutritional-value","display_name":"milk nutritional value","score":0.6449999809265137},{"id":"https://openalex.org/keywords/molecular-phenotypes","display_name":"molecular phenotypes","score":0.6460000276565552},{"id":"https://openalex.org/keywords/metabolome","display_name":"metabolome","score":0.8980000019073486},{"id":"https://openalex.org/keywords/chromatin-accessibility","display_name":"chromatin accessibility","score":0.9829999804496765},{"id":"https://openalex.org/keywords/rna-editing","display_name":"RNA editing","score":0.996999979019165},{"id":"https://openalex.org/keywords/genomic-data-integration","display_name":"genomic data integration","score":0.5090000033378601}],"concepts":[{"id":"https://openalex.org/C161890455","wikidata":"https://www.wikidata.org/wiki/Q1503548","display_name":"Heritability","level":2,"score":0.6461113691329956},{"id":"https://openalex.org/C2776977481","wikidata":"https://www.wikidata.org/wiki/Q2915","display_name":"Dairy cattle","level":2,"score":0.5649898648262024},{"id":"https://openalex.org/C106934330","wikidata":"https://www.wikidata.org/wiki/Q1971873","display_name":"Trait","level":2,"score":0.5610182285308838},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.5427972674369812},{"id":"https://openalex.org/C150903083","wikidata":"https://www.wikidata.org/wiki/Q7108","display_name":"Biotechnology","level":1,"score":0.4530853033065796},{"id":"https://openalex.org/C130073038","wikidata":"https://www.wikidata.org/wiki/Q1211967","display_name":"Phenotypic trait","level":4,"score":0.428517609834671},{"id":"https://openalex.org/C127716648","wikidata":"https://www.wikidata.org/wiki/Q104053","display_name":"Phenotype","level":3,"score":0.36551374197006226},{"id":"https://openalex.org/C140793950","wikidata":"https://www.wikidata.org/wiki/Q168091","display_name":"Animal science","level":1,"score":0.23763033747673035},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.23184192180633545},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.2242516577243805},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.1501707136631012},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.10991859436035156},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s40104-020-00445-2","doi":"https://doi.org/10.1186/s40104-020-00445-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40104-020-00445-2","pdf_url":"https://jasbsci.biomedcentral.com/track/pdf/10.1186/s40104-020-00445-2.pdf","source":{"id":"https://openalex.org/S2764950793","display_name":"Journal of Animal Science and Biotechnology/Journal of animal science and biotechnology","issn_l":"1674-9782","issn":["1674-9782","2049-1891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-a","jufo-1","ki-jl-1","norway-1","oarl","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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 Animal Science and Biotechnology","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7164258","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7164258","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"J Anim Sci Biotechnol","raw_type":"Text"},{"id":"pmid:32322393","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32322393","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 animal science and biotechnology","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:632d30fe2b4246119d0a4767ef14cafb","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/632d30fe2b4246119d0a4767ef14cafb","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 Animal Science and Biotechnology, Vol 11, Iss 1, Pp 1-13 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40104-020-00445-2","doi":"https://doi.org/10.1186/s40104-020-00445-2","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40104-020-00445-2","pdf_url":"https://jasbsci.biomedcentral.com/track/pdf/10.1186/s40104-020-00445-2.pdf","source":{"id":"https://openalex.org/S2764950793","display_name":"Journal of Animal Science and Biotechnology/Journal of animal science and biotechnology","issn_l":"1674-9782","issn":["1674-9782","2049-1891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-a","jufo-1","ki-jl-1","norway-1","oarl","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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 Animal Science and Biotechnology","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.991100013256073,"display_name":"Zero hunger"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320816","display_name":"Massey University","ror":"https://ror.org/052czxv31"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3019328443.pdf","grobid_xml":"https://content.openalex.org/works/W3019328443.grobid-xml"},"referenced_works_count":114,"referenced_works":["https://openalex.org/W1523848039","https://openalex.org/W1531821806","https://openalex.org/W1606982158","https://openalex.org/W1863123105","https://openalex.org/W1966775465","https://openalex.org/W1969482253","https://openalex.org/W1984022557","https://openalex.org/W1984700578","https://openalex.org/W2001036435","https://openalex.org/W2004176658","https://openalex.org/W2014387427","https://openalex.org/W2019034479","https://openalex.org/W2026469743","https://openalex.org/W2029210412","https://openalex.org/W2033151532","https://openalex.org/W2033343966","https://openalex.org/W2034402889","https://openalex.org/W2038242845","https://openalex.org/W2039764894","https://openalex.org/W2042285801","https://openalex.org/W2045115873","https://openalex.org/W2045125597","https://openalex.org/W2052460929","https://openalex.org/W2053559523","https://openalex.org/W2060688962","https://openalex.org/W2061267578","https://openalex.org/W2067717363","https://openalex.org/W2068815568","https://openalex.org/W2074279917","https://openalex.org/W2078059415","https://openalex.org/W2080547041","https://openalex.org/W2083200763","https://openalex.org/W2088796387","https://openalex.org/W2092390808","https://openalex.org/W2096233333","https://openalex.org/W2100260008","https://openalex.org/W2101652153","https://openalex.org/W2103350275","https://openalex.org/W2103637886","https://openalex.org/W2103660187","https://openalex.org/W2104481163","https://openalex.org/W2107026667","https://openalex.org/W2109606373","https://openalex.org/W2109973674","https://openalex.org/W2110150196","https://openalex.org/W2118051155","https://openalex.org/W2118327947","https://openalex.org/W2120729838","https://openalex.org/W2128408444","https://openalex.org/W2131866307","https://openalex.org/W2140244749","https://openalex.org/W2140763229","https://openalex.org/W2148370581","https://openalex.org/W2156026072","https://openalex.org/W2156891661","https://openalex.org/W2157533053","https://openalex.org/W2170895652","https://openalex.org/W2183716158","https://openalex.org/W2207107668","https://openalex.org/W2212528563","https://openalex.org/W2226386584","https://openalex.org/W2252693904","https://openalex.org/W2278998960","https://openalex.org/W2285540013","https://openalex.org/W2323278838","https://openalex.org/W2346964229","https://openalex.org/W2357487965","https://openalex.org/W2417483443","https://openalex.org/W2439144268","https://openalex.org/W2475426930","https://openalex.org/W2482902004","https://openalex.org/W2491586483","https://openalex.org/W2546472742","https://openalex.org/W2548138144","https://openalex.org/W2572165315","https://openalex.org/W2574687095","https://openalex.org/W2582940098","https://openalex.org/W2583179475","https://openalex.org/W2589889413","https://openalex.org/W2610869790","https://openalex.org/W2616178365","https://openalex.org/W2619712050","https://openalex.org/W2620443017","https://openalex.org/W2626211141","https://openalex.org/W2646835289","https://openalex.org/W2726224106","https://openalex.org/W2738536068","https://openalex.org/W2742124973","https://openalex.org/W2767550250","https://openalex.org/W2770094547","https://openalex.org/W2773605741","https://openalex.org/W2774308922","https://openalex.org/W2780934445","https://openalex.org/W2783767114","https://openalex.org/W2788797784","https://openalex.org/W2790372122","https://openalex.org/W2792912687","https://openalex.org/W2794509530","https://openalex.org/W2800886780","https://openalex.org/W2802751191","https://openalex.org/W2803205796","https://openalex.org/W2891284588","https://openalex.org/W2893010558","https://openalex.org/W2897543150","https://openalex.org/W2906334594","https://openalex.org/W2906377288","https://openalex.org/W2942096561","https://openalex.org/W2947255058","https://openalex.org/W2949365532","https://openalex.org/W2950580149","https://openalex.org/W2950598813","https://openalex.org/W2953721689","https://openalex.org/W2954211972","https://openalex.org/W2991212521"],"related_works":["https://openalex.org/W7028972706","https://openalex.org/W4412331002","https://openalex.org/W7134258939","https://openalex.org/W2137838061","https://openalex.org/W3108314334","https://openalex.org/W4307582510","https://openalex.org/W3091268656","https://openalex.org/W3000234984","https://openalex.org/W2226386584","https://openalex.org/W2038242845"],"abstract_inverted_index":{"Over":[0],"the":[1,11,53,72,103,110,128,133,149,164,167,172,176,188,199,230,250,266,279],"last":[2],"100":[3],"years,":[4],"significant":[5,69],"advances":[6],"have":[7],"been":[8],"made":[9],"in":[10,42,71,89,101,108],"characterisation":[12],"of":[13,34,47,59,74,81,118,131,135,166,202,208,212,233,240,278,285,291,298],"milk":[14,75,83,90,136,234],"composition":[15,76,232],"for":[16,192,305],"dairy":[17,319],"cattle":[18,320],"improvement":[19],"programs.":[20,122,322],"Technological":[21],"progress":[22],"has":[23,66],"enabled":[24],"a":[25,68,206,209],"shift":[26],"from":[27],"labour":[28],"intensive,":[29],"on-farm":[30],"collection":[31],"and":[32,39,92,107,142,148,171,179,214,235,252,270,295,302,312],"processing":[33,46],"samples":[35,48],"that":[36,217,242,273],"assess":[37],"yield":[38],"fat":[40],"levels":[41],"milk,":[43,132],"to":[44,56,113,120,127,145,153,187,265,293,316],"large-scale":[45],"through":[49],"centralised":[50],"laboratories,":[51],"with":[52,78,245,309],"scope":[54],"extended":[55],"include":[57],"quantification":[58],"other":[60,115,258,310],"traits.":[61],"Fourier-transform":[62],"mid-infrared":[63],"(FT-MIR)":[64],"spectroscopy":[65],"had":[67],"role":[70],"transformation":[73],"phenotyping,":[77],"spectral-based":[79],"predictions":[80],"major":[82],"components":[84],"already":[85],"being":[86],"widely":[87],"used":[88],"payment":[91],"animal":[93,146],"evaluation":[94],"systems":[95,282],"globally.":[96],"Increasingly,":[97],"there":[98,256],"is":[99,161],"interest":[100],"analysing":[102],"individual":[104,224],"FT-MIR":[105,111,168,177,184,225,299,307],"wavenumbers,":[106],"utilising":[109],"data":[112,314],"predict":[114],"novel":[116],"traits":[117,125,143,157,186,204,284],"importance":[119,292],"breeding":[121,159,321],"This":[123],"includes":[124],"related":[126,264],"nutritional":[129],"value":[130],"processability":[134],"into":[137,158,229],"products":[138],"such":[139,261],"as":[140,262],"cheese,":[141],"relevant":[144],"health":[147],"environment.":[150],"The":[151,223],"ability":[152],"successfully":[154],"incorporate":[155],"these":[156,203],"programs":[160],"dependent":[162],"on":[163],"heritability":[165],"predicted":[169,178,185],"traits,":[170],"genetic":[173,221,296],"correlations":[174],"between":[175,249],"actual":[180],"trait":[181],"values.":[182],"Linking":[183],"underlying":[189,280],"mutations":[190],"responsible":[191],"their":[193,220],"variation":[194],"can":[195,218],"be":[196],"difficult":[197],"because":[198],"phenotypic":[200],"expression":[201],"are":[205,257],"function":[207],"diverse":[210],"range":[211],"molecular":[213,259,313],"biological":[215,281],"mechanisms":[216],"obscure":[219],"basis.":[222],"wavenumbers":[226],"give":[227],"insights":[228],"chemical":[231],"provide":[236],"an":[237],"additional":[238],"layer":[239],"granularity":[241],"may":[243],"assist":[244],"establishing":[246],"causal":[247],"links":[248],"genome":[251],"observed":[253],"phenotypes.":[254],"Additionally,":[255],"phenotypes":[260],"those":[263],"metabolome,":[267],"chromatin":[268],"accessibility,":[269],"RNA":[271],"editing":[272],"could":[274],"improve":[275,317],"our":[276],"understanding":[277],"controlling":[283],"interest.":[286],"Here":[287],"we":[288],"review":[289],"topics":[290],"phenotyping":[294],"applications":[297],"spectra":[300],"datasets,":[301],"discuss":[303],"opportunities":[304],"consolidating":[306],"datasets":[308],"genomic":[311],"sources":[315],"future":[318]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":16},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2020-05-01T00:00:00"}