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Integrated machine learning for cause-of-death classification and postmortem interval prediction: Liver and kidney metabolomics from seawater-immersed rat cadavers.

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Title: Integrated machine learning for cause-of-death classification and postmortem interval prediction: Liver and kidney metabolomics from seawater-immersed rat cadavers.
Authors: Lu J; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China., Xu Y; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China., Chen S; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China., Duan Z; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China., Ma Y; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China., Qin X; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China., Zhou Y; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China., Ha S; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China., Chen J; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China., Deng J; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China.
Source: PloS one [PLoS One] 2026 Jul 23; Vol. 21 (7), pp. e0353958. Date of Electronic Publication: 2026 Jul 23 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet ISSN: 1932-6203 (Electronic) Linking ISSN: 19326203 NLM ISO Abbreviation: PLoS One Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Lu+J%22">Lu J</searchLink>; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China.<br /><searchLink fieldCode="AU" term="%22Xu+Y%22">Xu Y</searchLink>; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China.<br /><searchLink fieldCode="AU" term="%22Chen+S%22">Chen S</searchLink>; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China.<br /><searchLink fieldCode="AU" term="%22Duan+Z%22">Duan Z</searchLink>; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China.<br /><searchLink fieldCode="AU" term="%22Ma+Y%22">Ma Y</searchLink>; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China.<br /><searchLink fieldCode="AU" term="%22Qin+X%22">Qin X</searchLink>; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China.<br /><searchLink fieldCode="AU" term="%22Zhou+Y%22">Zhou Y</searchLink>; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China.<br /><searchLink fieldCode="AU" term="%22Ha+S%22">Ha S</searchLink>; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China.<br /><searchLink fieldCode="AU" term="%22Chen+J%22">Chen J</searchLink>; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China.<br /><searchLink fieldCode="AU" term="%22Deng+J%22">Deng J</searchLink>; Key Laboratory of Tropical Translational Medicine of Ministry of Education, School of Basic Medical Sciences, Hainan Academy of Medical Sciences, Hainan Medical University, Haikou, China.; Department of Forensic Medicine & Hainan Provincial Tropical Forensic Engineering Research Center & Hainan Provincial Tropical Forensic Academician Workstation, School of Basic Medical Sciences, Hainan Medical University, Haikou, China.
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              Text: 2026 Jul 23
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