Cost-effective genomic prediction for fertility traits: a comparison of machine learning and conventional models using low-coverage sequencing in Holstein heifers.
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| Title: | Cost-effective genomic prediction for fertility traits: a comparison of machine learning and conventional models using low-coverage sequencing in Holstein heifers. |
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| Authors: | Zhang ZB; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China., Wang A; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China., Wang QY; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China., Gao SQ; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China., Wang LL; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China., Hu HH; College of Animal Science and Technology, Ningxia Key Laboratory of Ruminant Molecular and Cellular Breeding, Ningxia University, Yinchuan 750021, China., Nanaei HA; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China., Shah AM; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China., Liu GL; Hebei Pinyuan Biotechnology Co., LTD, Shijiazhuang 050600, China., Zhu K; Hebei Pinyuan Biotechnology Co., LTD, Shijiazhuang 050600, China., Lv XZ; Hebei Pinyuan Biotechnology Co., LTD, Shijiazhuang 050600, China., Li R; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China., Jiang Y; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China; Key Laboratory of Livestock Biology, Northwest A&F University, Yangling, Shaanxi 712100, China. Electronic address: yu.jiang@nwafu.edu.cn. |
| Source: | Animal : an international journal of animal bioscience [Animal] 2026 Jun; Vol. 20 (6), pp. 101827. Date of Electronic Publication: 2026 Apr 24. |
| Publication Type: | Journal Article; Comparative Study |
| Journal Info: | Publisher: Elsevier Country of Publication: England NLM ID: 101303270 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1751-732X (Electronic) Linking ISSN: 17517311 NLM ISO Abbreviation: Animal Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 42150295 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Cost-effective genomic prediction for fertility traits: a comparison of machine learning and conventional models using low-coverage sequencing in Holstein heifers. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Zhang+ZB%22">Zhang ZB</searchLink>; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China.<br /><searchLink fieldCode="AU" term="%22Wang+A%22">Wang A</searchLink>; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China.<br /><searchLink fieldCode="AU" term="%22Wang+QY%22">Wang QY</searchLink>; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China.<br /><searchLink fieldCode="AU" term="%22Gao+SQ%22">Gao SQ</searchLink>; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China.<br /><searchLink fieldCode="AU" term="%22Wang+LL%22">Wang LL</searchLink>; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China.<br /><searchLink fieldCode="AU" term="%22Hu+HH%22">Hu HH</searchLink>; College of Animal Science and Technology, Ningxia Key Laboratory of Ruminant Molecular and Cellular Breeding, Ningxia University, Yinchuan 750021, China.<br /><searchLink fieldCode="AU" term="%22Nanaei+HA%22">Nanaei HA</searchLink>; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China.<br /><searchLink fieldCode="AU" term="%22Shah+AM%22">Shah AM</searchLink>; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China.<br /><searchLink fieldCode="AU" term="%22Liu+GL%22">Liu GL</searchLink>; Hebei Pinyuan Biotechnology Co., LTD, Shijiazhuang 050600, China.<br /><searchLink fieldCode="AU" term="%22Zhu+K%22">Zhu K</searchLink>; Hebei Pinyuan Biotechnology Co., LTD, Shijiazhuang 050600, China.<br /><searchLink fieldCode="AU" term="%22Lv+XZ%22">Lv XZ</searchLink>; Hebei Pinyuan Biotechnology Co., LTD, Shijiazhuang 050600, China.<br /><searchLink fieldCode="AU" term="%22Li+R%22">Li R</searchLink>; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China.<br /><searchLink fieldCode="AU" term="%22Jiang+Y%22">Jiang Y</searchLink>; Key Laboratory of Animal Genetics, Breeding and Reproduction of Shaanxi Province, College of Animal Science and Technology, Northwest A&F University, Yangling 712100, China; Key Laboratory of Livestock Biology, Northwest A&F University, Yangling, Shaanxi 712100, China. Electronic address: yu.jiang@nwafu.edu.cn. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101303270%22">Animal : an international journal of animal bioscience</searchLink> [Animal] 2026 Jun; Vol. 20 (6), pp. 101827. <i>Date of Electronic Publication: </i>2026 Apr 24. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article; Comparative Study – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier%22">Elsevier </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101303270 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1751-732X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2217517311%22">17517311 </searchLink><i>NLM ISO Abbreviation: </i>Animal <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=42150295 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1016/j.animal.2026.101827 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 101827 Titles: – TitleFull: Cost-effective genomic prediction for fertility traits: a comparison of machine learning and conventional models using low-coverage sequencing in Holstein heifers. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Zhang ZB – PersonEntity: Name: NameFull: Wang A – PersonEntity: Name: NameFull: Wang QY – PersonEntity: Name: NameFull: Gao SQ – PersonEntity: Name: NameFull: Wang LL – PersonEntity: Name: NameFull: Hu HH – PersonEntity: Name: NameFull: Nanaei HA – PersonEntity: Name: NameFull: Shah AM – PersonEntity: Name: NameFull: Liu GL – PersonEntity: Name: NameFull: Zhu K – PersonEntity: Name: NameFull: Lv XZ – PersonEntity: Name: NameFull: Li R – PersonEntity: Name: NameFull: Jiang Y IsPartOfRelationships: – BibEntity: Dates: – D: 01 M: 06 Text: 2026 Jun Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1751-732X Numbering: – Type: volume Value: 20 – Type: issue Value: 6 Titles: – TitleFull: Animal : an international journal of animal bioscience Type: main |
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