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Random forest imputation and genomic prediction for missing egg production time-series data in yellow-feathered broiler breeders.

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Title: Random forest imputation and genomic prediction for missing egg production time-series data in yellow-feathered broiler breeders.
Authors: Lan J; State Key Laboratory of Swine and Poultry Breeding Industry, Guangdong Provincial Key Laboratory of Animal Breeding and Nutrition, Institute of Animal Science, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China., Jia S; State Key Laboratory of Swine and Poultry Breeding Industry, Guangdong Provincial Key Laboratory of Animal Breeding and Nutrition, Institute of Animal Science, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China., Ma J; State Key Laboratory of Swine and Poultry Breeding Industry, Guangdong Provincial Key Laboratory of Animal Breeding and Nutrition, Institute of Animal Science, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China., Li J; State Key Laboratory of Swine and Poultry Breeding Industry, Agro-Biological Gene Research Center, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China., Wan P; Guangdong Wiz Agricultural Science & Technology Co. Ltd, Guangzhou, 510640, China., Shu D; State Key Laboratory of Swine and Poultry Breeding Industry, Guangdong Provincial Key Laboratory of Animal Breeding and Nutrition, Institute of Animal Science, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China., Liu T; State Key Laboratory of Swine and Poultry Breeding Industry, Guangdong Provincial Key Laboratory of Animal Breeding and Nutrition, Institute of Animal Science, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China. liutianfei@gdaas.cn., Qu H; State Key Laboratory of Swine and Poultry Breeding Industry, Guangdong Provincial Key Laboratory of Animal Breeding and Nutrition, Institute of Animal Science, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China. quhao@gdaas.cn.
Source: BMC genomics [BMC Genomics] 2026 May 13; Vol. 27 (1). Date of Electronic Publication: 2026 May 13.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100965258 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2164 (Electronic) Linking ISSN: 14712164 NLM ISO Abbreviation: BMC Genomics Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Random forest imputation and genomic prediction for missing egg production time-series data in yellow-feathered broiler breeders.
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  Data: <searchLink fieldCode="AU" term="%22Lan+J%22">Lan J</searchLink>; State Key Laboratory of Swine and Poultry Breeding Industry, Guangdong Provincial Key Laboratory of Animal Breeding and Nutrition, Institute of Animal Science, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China.<br /><searchLink fieldCode="AU" term="%22Jia+S%22">Jia S</searchLink>; State Key Laboratory of Swine and Poultry Breeding Industry, Guangdong Provincial Key Laboratory of Animal Breeding and Nutrition, Institute of Animal Science, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China.<br /><searchLink fieldCode="AU" term="%22Ma+J%22">Ma J</searchLink>; State Key Laboratory of Swine and Poultry Breeding Industry, Guangdong Provincial Key Laboratory of Animal Breeding and Nutrition, Institute of Animal Science, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China.<br /><searchLink fieldCode="AU" term="%22Li+J%22">Li J</searchLink>; State Key Laboratory of Swine and Poultry Breeding Industry, Agro-Biological Gene Research Center, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China.<br /><searchLink fieldCode="AU" term="%22Wan+P%22">Wan P</searchLink>; Guangdong Wiz Agricultural Science & Technology Co. Ltd, Guangzhou, 510640, China.<br /><searchLink fieldCode="AU" term="%22Shu+D%22">Shu D</searchLink>; State Key Laboratory of Swine and Poultry Breeding Industry, Guangdong Provincial Key Laboratory of Animal Breeding and Nutrition, Institute of Animal Science, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China.<br /><searchLink fieldCode="AU" term="%22Liu+T%22">Liu T</searchLink>; State Key Laboratory of Swine and Poultry Breeding Industry, Guangdong Provincial Key Laboratory of Animal Breeding and Nutrition, Institute of Animal Science, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China. liutianfei@gdaas.cn.<br /><searchLink fieldCode="AU" term="%22Qu+H%22">Qu H</searchLink>; State Key Laboratory of Swine and Poultry Breeding Industry, Guangdong Provincial Key Laboratory of Animal Breeding and Nutrition, Institute of Animal Science, Guangdong Academy of Agricultural Sciences, Guangzhou, 510640, China. quhao@gdaas.cn.
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  Data: <searchLink fieldCode="JN" term="%22100965258%22">BMC genomics</searchLink> [BMC Genomics] 2026 May 13; Vol. 27 (1). <i>Date of Electronic Publication: </i>2026 May 13.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>100965258 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1471-2164 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214712164%22">14712164 </searchLink><i>NLM ISO Abbreviation: </i>BMC Genomics <i>Subsets: </i>MEDLINE
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      – Type: doi
        Value: 10.1186/s12864-026-12892-8
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      – Code: eng
        Text: English
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      – TitleFull: Random forest imputation and genomic prediction for missing egg production time-series data in yellow-feathered broiler breeders.
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            – D: 13
              M: 05
              Text: 2026 May 13
              Type: published
              Y: 2026
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