Integrating machine learning and single-cell sequencing to reveal the role of kinase-related genes in subtype classification and prognostic significance of lung squamous cell carcinoma.

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Title: Integrating machine learning and single-cell sequencing to reveal the role of kinase-related genes in subtype classification and prognostic significance of lung squamous cell carcinoma.
Authors: Lv Y; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China., Xiao Z; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China., Zhan X; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China., Liu X; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China., Tang W; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China., Sun Q; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China., Wang Q; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China., Zhang R; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China., Ping W; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China. pingwei@tjh.tjmu.edu.cn., Zhang N; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China. nizhang@tjh.tjmu.edu.cn.
Source: Discover oncology [Discov Oncol] 2026 May 09; Vol. 17 (1). Date of Electronic Publication: 2026 May 09.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: United States NLM ID: 101775142 Publication Model: Electronic Cited Medium: Internet ISSN: 2730-6011 (Electronic) Linking ISSN: 27306011 NLM ISO Abbreviation: Discov Oncol Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Integrating machine learning and single-cell sequencing to reveal the role of kinase-related genes in subtype classification and prognostic significance of lung squamous cell carcinoma.
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  Data: <searchLink fieldCode="AU" term="%22Lv+Y%22">Lv Y</searchLink>; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Xiao+Z%22">Xiao Z</searchLink>; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Zhan+X%22">Zhan X</searchLink>; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Liu+X%22">Liu X</searchLink>; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Tang+W%22">Tang W</searchLink>; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Sun+Q%22">Sun Q</searchLink>; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Wang+Q%22">Wang Q</searchLink>; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Zhang+R%22">Zhang R</searchLink>; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China.<br /><searchLink fieldCode="AU" term="%22Ping+W%22">Ping W</searchLink>; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China. pingwei@tjh.tjmu.edu.cn.<br /><searchLink fieldCode="AU" term="%22Zhang+N%22">Zhang N</searchLink>; Department of Thoracic Surgery, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jie Fang Avenue, Wuhan, 430030, Hubei, China. nizhang@tjh.tjmu.edu.cn.
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  Data: <searchLink fieldCode="JN" term="%22101775142%22">Discover oncology</searchLink> [Discov Oncol] 2026 May 09; Vol. 17 (1). <i>Date of Electronic Publication: </i>2026 May 09.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101775142 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2730-6011 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2227306011%22">27306011 </searchLink><i>NLM ISO Abbreviation: </i>Discov Oncol <i>Subsets: </i>PubMed not MEDLINE
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        Value: 10.1007/s12672-026-05168-w
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            – D: 09
              M: 05
              Text: 2026 May 09
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              Y: 2026
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