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Age-stratified analysis of therapeutic, immune, and glycosylation gene expression in colorectal cancer using machine learning.

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Title: Age-stratified analysis of therapeutic, immune, and glycosylation gene expression in colorectal cancer using machine learning.
Authors: Celik H; Department of Geriatrics, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA.; Department of Biomedical Engineering, University of North Dakota, Grand Forks, ND, 58202, USA.; William Beaumont Army Medical Center, El Paso, TX, 79906, USA., Bansal B; Department of Geriatrics, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA.; Department of Biomedical Engineering, University of North Dakota, Grand Forks, ND, 58202, USA.; Department of Biomedical Science, University of North Dakota, Grand Forks, ND, 58202, USA.; Department of Biomedical Data Science, School of Applied Computational Sciences, Meharry Medical College, Nashville, TN, United States., Gill JS; Department of Geriatrics, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA., Correa JK; Department of Geriatrics, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA., Herman K; Department of Geriatrics, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA., Goyal R; Department of Geriatrics, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA., Çelik V; Department of Mathematics and Science Education, Siirt University, 56100, Siirt, Türkiye., Guo K; Department of Neurology, University of Michigan, Ann Arbor, MI, 48109, USA., Mathur R; Department of Geriatrics, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA. ramkumar.mathur@und.edu.
Source: Scientific reports [Sci Rep] 2025 Dec 13; Vol. 16 (1), pp. 1865. Date of Electronic Publication: 2025 Dec 13.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Celik+H%22">Celik H</searchLink>; Department of Geriatrics, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA.; Department of Biomedical Engineering, University of North Dakota, Grand Forks, ND, 58202, USA.; William Beaumont Army Medical Center, El Paso, TX, 79906, USA.<br /><searchLink fieldCode="AU" term="%22Bansal+B%22">Bansal B</searchLink>; Department of Geriatrics, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA.; Department of Biomedical Engineering, University of North Dakota, Grand Forks, ND, 58202, USA.; Department of Biomedical Science, University of North Dakota, Grand Forks, ND, 58202, USA.; Department of Biomedical Data Science, School of Applied Computational Sciences, Meharry Medical College, Nashville, TN, United States.<br /><searchLink fieldCode="AU" term="%22Gill+JS%22">Gill JS</searchLink>; Department of Geriatrics, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA.<br /><searchLink fieldCode="AU" term="%22Correa+JK%22">Correa JK</searchLink>; Department of Geriatrics, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA.<br /><searchLink fieldCode="AU" term="%22Herman+K%22">Herman K</searchLink>; Department of Geriatrics, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA.<br /><searchLink fieldCode="AU" term="%22Goyal+R%22">Goyal R</searchLink>; Department of Geriatrics, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA.<br /><searchLink fieldCode="AU" term="%22Çelik+V%22">Çelik V</searchLink>; Department of Mathematics and Science Education, Siirt University, 56100, Siirt, Türkiye.<br /><searchLink fieldCode="AU" term="%22Guo+K%22">Guo K</searchLink>; Department of Neurology, University of Michigan, Ann Arbor, MI, 48109, USA.<br /><searchLink fieldCode="AU" term="%22Mathur+R%22">Mathur R</searchLink>; Department of Geriatrics, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, 58202, USA. ramkumar.mathur@und.edu.
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              Text: 2025 Dec 13
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