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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| FullText | Links: – Type: pdflink Text: Availability: 1 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41567195 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Revealing intra-group immunotherapy response heterogeneity in metastatic urothelial carcinoma through interpretable feature extraction and spectral clustering. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Nagumo+Y%22">Nagumo Y</searchLink>; Department of Urology, University of Tsukuba, Tsukuba, Japan.<br /><searchLink fieldCode="AU" term="%22Ye+X%22">Ye X</searchLink>; Department of Computer Science, University of Tsukuba, Tsukuba, Japan.<br /><searchLink fieldCode="AU" term="%22Shi+T%22">Shi T</searchLink>; Department of Computer Science, University of Tsukuba, Tsukuba, Japan.<br /><searchLink fieldCode="AU" term="%22Mathis+BJ%22">Mathis BJ</searchLink>; Department of Cardiovascular Surgery, University of Tsukuba Institute of Medicine, Ibaraki, Japan.<br /><searchLink fieldCode="AU" term="%22Sakurai+T%22">Sakurai T</searchLink>; Department of Computer Science, University of Tsukuba, Tsukuba, Japan.<br /><searchLink fieldCode="AU" term="%22Nishiyama+H%22">Nishiyama H</searchLink>; Department of Urology, University of Tsukuba, Tsukuba, Japan.; Center for Cyber Medicine Research, University of Tsukuba, Ibaraki, Japan. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101560960%22">Frontiers in immunology</searchLink> [Front Immunol] 2026 Jan 06; Vol. 16, pp. 1629001. <i>Date of Electronic Publication: </i>2026 Jan 06 (<i>Print Publication: </i>2025). – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Research+Foundation]%22">Frontiers Research Foundation] </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101560960 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>1664-3224 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2216643224%22">16643224 </searchLink><i>NLM ISO Abbreviation: </i>Front Immunol <i>Subsets: </i>MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41567195 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.3389/fimmu.2025.1629001 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 1629001 Titles: – TitleFull: Revealing intra-group immunotherapy response heterogeneity in metastatic urothelial carcinoma through interpretable feature extraction and spectral clustering. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Nagumo Y – PersonEntity: Name: NameFull: Ye X – PersonEntity: Name: NameFull: Shi T – PersonEntity: Name: NameFull: Mathis BJ – PersonEntity: Name: NameFull: Sakurai T – PersonEntity: Name: NameFull: Nishiyama H IsPartOfRelationships: – BibEntity: Dates: – D: 06 M: 01 Text: 2026 Jan 06 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1664-3224 Numbering: – Type: volume Value: 16 Titles: – TitleFull: Frontiers in immunology Type: main |
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