Revealing intra-group immunotherapy response heterogeneity in metastatic urothelial carcinoma through interpretable feature extraction and spectral clustering.
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| Title: | Revealing intra-group immunotherapy response heterogeneity in metastatic urothelial carcinoma through interpretable feature extraction and spectral clustering. |
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| Authors: | Nagumo Y; Department of Urology, University of Tsukuba, Tsukuba, Japan., Ye X; Department of Computer Science, University of Tsukuba, Tsukuba, Japan., Shi T; Department of Computer Science, University of Tsukuba, Tsukuba, Japan., Mathis BJ; Department of Cardiovascular Surgery, University of Tsukuba Institute of Medicine, Ibaraki, Japan., Sakurai T; Department of Computer Science, University of Tsukuba, Tsukuba, Japan., Nishiyama H; Department of Urology, University of Tsukuba, Tsukuba, Japan.; Center for Cyber Medicine Research, University of Tsukuba, Ibaraki, Japan. |
| Source: | Frontiers in immunology [Front Immunol] 2026 Jan 06; Vol. 16, pp. 1629001. Date of Electronic Publication: 2026 Jan 06 (Print Publication: 2025). |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Frontiers Research Foundation] Country of Publication: Switzerland NLM ID: 101560960 Publication Model: eCollection Cited Medium: Internet ISSN: 1664-3224 (Electronic) Linking ISSN: 16643224 NLM ISO Abbreviation: Front Immunol Subsets: MEDLINE |
| Database: | MEDLINE Ultimate |
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| ISSN: | 1664-3224 |
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| DOI: | 10.3389/fimmu.2025.1629001 |
