Evidence map›Paper›PMID 40914665›Full record

ArticleUrologic oncology2025

Radiomic biomarkers associated with immune checkpoint blockade response for advanced renal cell carcinoma.

Stephen W Reese, Daniel Barbakoff, Burcin Agridag Ucpinar, Andrea Knezevic, Kelly Fitzgerald, Lennert Eismann, Yousef Mazaheri Tehrani, Juan Sebastian Arroyave, Sari Khaleel, Yash S Khandwala and 7 more

Abstract read
In one paragraph

Article in Urologic oncology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–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

1 citing paper in PubMed.

  1. Review
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

17 authors.

Stephen W ReeseUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY.
Daniel BarbakoffUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY.
Burcin Agridag UcpinarDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY.
Andrea KnezevicDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.
Kelly FitzgeraldDepartment of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY.
Lennert EismannUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY; Department of Urology, Ludwig-Maximilians University, Munich, Germany.
Yousef Mazaheri TehraniDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.
Juan Sebastian ArroyaveUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY.
Sari KhaleelUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY.
Yash S KhandwalaUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY.
Mark DawidekUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY.
Robert J MotzerDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.
Martin H VossDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.
Paul RussoUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY.
Oguz AkinDepartment of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY.
Ritesh R KotechaDepartment of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY.
A Ari HakimiUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY. Electronic address: hakimia@mskcc.org.

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI SELWYN M VICKERS · 1985 to 2026
$347.4M
NCI NIH HHS P30 CA008748
6 · The paper itself

Abstract

purposeImmune checkpoint blockade (ICB) has transformed outcomes for patients with metastatic renal cell carcinoma (mRCC) and has impacted the timing and use of cytoreductive nephrectomy (CN). As ICB responses vary, we evaluated whether radiographic and radiomic biomarkers were associated with clinical and pathological outcomes.

methodsThis retrospective cohort study included ICB-treated mRCC patients without upfront CN. Clinical and treatment data were collected, and time to next therapy (TTNT) and overall survival (OS) were estimated using Kaplan-Meier analysis. Univariable regression analyses were performed to correlate extracted radiomic features with pathologic outcomes from patients who underwent delayed CN.

resultsFrom 2015 to 2022, 60 mRCC patients met inclusion criteria. Among 43 patients with available imaging data, patients with 3-month radiologic response at both primary and metastatic sites had significantly prolonged TTNT and OS compared to those with progressive disease (PD) at both sites (6-month TTNT 95% vs. 0% and 12-month OS 100% vs. 20%). Primary tumor imaging overestimated pathologically confirmed viable tumor by an average of 622 cm

conclusionResponse patterns in primary and metastatic tumor sites are associated with ICB outcomes. Radiomic features extracted from raw imaging provide an improved surrogate for estimating tumor viability. Efforts to optimize and integrate radiomic data for treatment decision-making are needed.

Indexed as

Carcinoma, Renal CellImmune Checkpoint InhibitorsKidney NeoplasmsAgedFemaleHumansMaleMiddle AgedRadiomicsRetrospective StudiesImmune Checkpoint InhibitorsCheckpoint inhibitorCytoreductive nephrectomyRadiomicsRCC

Identifiers

PMID40914665
PMCPMC13573643

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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.