Evidence map›Paper›PMID 39550333›Full record

ArticleEuropean urology2025

Molecular Heterogeneity and Immune Infiltration Drive Clinical Outcomes in Upper Tract Urothelial Carcinoma.

Kwanghee Kim, Syed M Alam, Fengshen Kuo, Ziyu Chen, Wesley Yip, Andrew B Katims, Carissa Chu, Andrew T Lenis, Wenhuo Hu, Gamze Gokturk Ozcan and 29 more

Abstract read
In one paragraph

Article in European urology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

16 citing papers in PubMed, 1 synthesis or guideline pooled it.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

39 authors.

Kwanghee KimDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA. Electronic address: kimk1@mskcc.org.
Syed M AlamUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Fengshen KuoDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Ziyu ChenHuman Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Wesley YipUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Andrew B KatimsUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Carissa ChuUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Andrew T LenisUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Wenhuo HuHuman Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Gamze Gokturk OzcanDepartment of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Jie-Fu ChenDepartment of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Sanaz FirouziDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Yuval ElhanatiDepartment of Epidemiology-Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Timothy N ClintonUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Andreas AulitzkyDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Nima AlmassiUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Yoich FujiiDepartment of Pathology and Tumor Biology, Kyoto University, Kyoto, Japan.
Andrew T TraceyUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Peter A ReiszUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Sadna BudhuLudwig Collaborative and Swim Across America Laboratory, Department of Pharmacology and Mayer Cancer Center, Weill Cornell Medicine, New York, NY, USA.
Lynda VuongDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Jordan EichholzDepartment of Epidemiology-Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Hyung Jun WooMarie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Lucas NogueiraDepartment of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Sizhi P GaoHuman Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Avigdor ScherzWeizmann Institute of Science, Rehovot, Israel.
David H AggenGenitourinary Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Jonathan E RosenbergGenitourinary Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Eugene J PietzakUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Venkatraman SeshanDepartment of Epidemiology-Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Benjamin GreenbaumDepartment of Epidemiology-Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Anton BeckerDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Oguz AkinDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Gopa IyerGenitourinary Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Hikmat Al-AhmadieDepartment of Pathology and Laboratory Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
A Ari HakimiUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Taha MerghoubLudwig Collaborative and Swim Across America Laboratory, Department of Pharmacology and Mayer Cancer Center, Weill Cornell Medicine, New York, NY, USA.
David B SolitHuman Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Marie-Josée and Henry R. Kravis Center for Molecular Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Genitourinary Oncology Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA. Electronic address: solitd@mskcc.org.
Jonathan A ColemanUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA. Electronic address: colemanj@mskcc.org.

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI SELWYN M VICKERS · 1985 to 2026
$347.4M
SPORE in Bladder CancerP50CA221745 · NCI · SLOAN-KETTERING INST CAN RESEARCH · PI ROSENBERG, JONATHAN ERIC, SOLIT, DAVID B. · 2018 to 2024
$11.8M
UCSF Paul Calabresi K12 Career Development Program in Clinical OncologyK12CA260225 · NCI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI BERGSLAND, EMILY K, BIVONA, TREVER G · 2021 to 2025
$2.6M
NCI NIH HHS K12 CA260225NCI NIH HHS P30 CA008748NCI NIH HHS P50 CA221745
6 · The paper itself

Abstract

BACKGROUND AND

objectiveMolecular classification of upper tract urothelial carcinoma (UTUC) can provide insight into divergent clinical outcomes and provide a biological rationale for clinical decision-making. As such, we performed multi-omic analysis of UTUC tumors to identify molecular features associated with disease recurrence and response to immune checkpoint blockade (ICB).

methodsTargeted DNA and whole transcriptome RNA sequencing was performed on 100 UTUC tumors collected from patients undergoing nephroureterectomy. Consensus non-negative matrix factorization was used to identify molecular clusters associated with clinical outcomes. Gene set enrichment and immune deconvolution analyses were performed. Weighted gene co-expression network analysis was employed for unsupervised identification of gene networks in each cluster. KEY FINDINGS AND LIMITATIONS: Five molecular clusters with distinct clinical outcomes were identified. Favorable subtypes (C1 and C2) were characterized by a luminal-like signature and an immunologically depleted tumor microenvironment (TME). Subtype C3 was characterized by FGFR3 alterations and a higher tumor mutational burden, and included all tumors with microsatellite instability. Despite higher rates of recurrence and inferior survival, subtypes C4 and C5 harbored an immunologically rich TME favoring response to ICB. Limitations include extrapolation of molecular features of tumors from the primary site to determine response to systemic immunotherapy and the limited resolution of bulk sequencing to distinguish gene expression in the tumor, stroma, and immune compartments. CONCLUSIONS AND CLINICAL IMPLICATIONS: RNA sequencing identified previously underappreciated UTUC molecular heterogeneity and suggests that UTUC patients at the highest risk of metastatic recurrence following surgery include those most likely to benefit from perioperative ICB.

Indexed as

Carcinoma, Transitional CellKidney NeoplasmsUreteral NeoplasmsAgedFemaleHumansImmune Checkpoint InhibitorsMaleMiddle AgedNephroureterectomyTreatment OutcomeTumor MicroenvironmentImmune Checkpoint InhibitorsImmune checkpoint blockadeMolecular clustersTargeted exome sequencingTumor microenvironmentUpper tract urothelial cancerWhole transcriptomic sequencing

Identifiers

PMID39550333
PMCPMC12092068

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.