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Integration of radiomics, deep learning, transcriptomics, and metabolomics reveals prognostic risk stratification and underlying biological mechanisms in colorectal cancer.

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Title: Integration of radiomics, deep learning, transcriptomics, and metabolomics reveals prognostic risk stratification and underlying biological mechanisms in colorectal cancer.
Authors: Li Z; Department of Radiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China., Cai R; Department of Radiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.; Department of Radiology, Cancer hospital of Shantou University Medical College, Shantou, Guangdong, China., Qin Y; Department of Radiology, The First Affiliated Hospital of Ningbo University, Ningbo, Zhejiang, China., Liao X; Department of Radiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China., Wang E; Department of Radiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China., Wu X; Department of Radiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China., Zhao Y; Department of Radiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.; Central Laboratory, Clinical Research Center, Shantou Central Hospital, Shantou, Guangdong, China., Lu Z; Department of Radiology, The Shaoxing People's Hospital, Shaoxing, Zhejiang, China., Lin Y; Department of Radiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China. ylin1@stu.edu.cn.
Source: NPJ precision oncology [NPJ Precis Oncol] 2026 Mar 06; Vol. 10 (1). Date of Electronic Publication: 2026 Mar 06.
Publication Type: Journal Article
Journal Info: Publisher: Springer Nature Country of Publication: England NLM ID: 101708166 Publication Model: Electronic Cited Medium: Print ISSN: 2397-768X (Print) Linking ISSN: 2397768X NLM ISO Abbreviation: NPJ Precis Oncol Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Integration of radiomics, deep learning, transcriptomics, and metabolomics reveals prognostic risk stratification and underlying biological mechanisms in colorectal cancer.
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  Data: <searchLink fieldCode="AU" term="%22Li+Z%22">Li Z</searchLink>; Department of Radiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Cai+R%22">Cai R</searchLink>; Department of Radiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.; Department of Radiology, Cancer hospital of Shantou University Medical College, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Qin+Y%22">Qin Y</searchLink>; Department of Radiology, The First Affiliated Hospital of Ningbo University, Ningbo, Zhejiang, China.<br /><searchLink fieldCode="AU" term="%22Liao+X%22">Liao X</searchLink>; Department of Radiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Wang+E%22">Wang E</searchLink>; Department of Radiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Wu+X%22">Wu X</searchLink>; Department of Radiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Zhao+Y%22">Zhao Y</searchLink>; Department of Radiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China.; Central Laboratory, Clinical Research Center, Shantou Central Hospital, Shantou, Guangdong, China.<br /><searchLink fieldCode="AU" term="%22Lu+Z%22">Lu Z</searchLink>; Department of Radiology, The Shaoxing People's Hospital, Shaoxing, Zhejiang, China.<br /><searchLink fieldCode="AU" term="%22Lin+Y%22">Lin Y</searchLink>; Department of Radiology, The Second Affiliated Hospital of Shantou University Medical College, Shantou, Guangdong, China. ylin1@stu.edu.cn.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Nature%22">Springer Nature </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101708166 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Print <i>ISSN: </i>2397-768X (Print) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%222397768X%22">2397768X </searchLink><i>NLM ISO Abbreviation: </i>NPJ Precis Oncol <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.1038/s41698-026-01331-2
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              Text: 2026 Mar 06
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