Evidence map›Paper›PMID 33861994›Full record

ArticleCancer cell2021

Single-cell sequencing links multiregional immune landscapes and tissue-resident T cells in ccRCC to tumor topology and therapy efficacy.

Chirag Krishna, Renzo G DiNatale, Fengshen Kuo, Raghvendra M Srivastava, Lynda Vuong, Diego Chowell, Sounak Gupta, Chad Vanderbilt, Tanaya A Purohit, Ming Liu and 23 more

Open access · bronzeAbstract read
In one paragraph

Article in Cancer cell, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 275 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
275citing papers in PubMed, 1 pooled it
27.1field-weighted citation impact, top 1% of its field
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

275 citing papers in PubMed, 1 synthesis or guideline pooled it, 416 citations in OpenAlex.

  1. Pooled it
  2. 4-1BBCell reports. Medicine · 2025
    Trial
  3. Distinct CD8Cancer cell · 2025
    Trial
  4. Trial
  5. Article
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  10. APOEScience advances · 2026
    Article
  11. Article
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  16. Article
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  18. CXCL13-CXCR5 signaling in CD8Cancer immunology, immunotherapy : CII · 2026
    Article
  19. Article
  20. FN1Oncogene · 2026
    Article

215 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

33 authors at 3 institutions in 1 country.

Chirag KrishnaComputational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Renzo G DiNataleImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Urology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Fengshen KuoImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Raghvendra M SrivastavaImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Lynda VuongImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Diego ChowellImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Sounak GuptaDepartment of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Chad VanderbiltDepartment of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Tanaya A PurohitImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Ming LiuImmunology Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Emily KanslerImmunology Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Louis V. Gerstner Jr. Graduate School of Biomedical Sciences, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Briana G NixonImmunology Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Immunology and Microbial Pathogenesis Program, Weill Cornell Graduate School of Medical Sciences, Cornell University, New York, NY 10065, USA.
Ying-Bei ChenDepartment of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Vladimir MakarovImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Kyle A BlumImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Urology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Human Oncology and Pathogenesis Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Kyrollis AttallaUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Stanley WengUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Michael L SalmansIllumina, Inc., 5200 Illumina Way, San Diego, CA 92122, USA.
Mahdi GolkaramIllumina, Inc., 5200 Illumina Way, San Diego, CA 92122, USA.
Li LiuIllumina, Inc., 5200 Illumina Way, San Diego, CA 92122, USA.
Shile ZhangIllumina, Inc., 5200 Illumina Way, San Diego, CA 92122, USA.
Raakhee VijayaraghavanIllumina, Inc., 5200 Illumina Way, San Diego, CA 92122, USA.
Traci PawlowskiIllumina, Inc., 5200 Illumina Way, San Diego, CA 92122, USA.
Victor ReuterDepartment of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Maria I CarloDepartment of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, NY 10065, USA.
Martin H VossDepartment of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, NY 10065, USA.
Jonathan ColemanUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Paul RussoUrology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Robert J MotzerDepartment of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York, NY 10065, USA.
Ming O LiImmunology Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA.
Christina S LeslieComputational and Systems Biology Program, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA. Electronic address: cleslie@cbio.mskcc.org.
Timothy A ChanImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Center for Immunotherapy and Precision Immuno-Oncology, Cleveland Clinic, Cleveland, OH 44195, USA; Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA; National Center for Regenerative Medicine, Cleveland Clinic, Cleveland, OH 44195, USA. Electronic address: chant2@ccf.org.
A Ari HakimiImmunogenomics and Precision Oncology Platform, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA; Urology Service, Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA. Electronic address: hakimia@mskcc.org.
Memorial Sloan Kettering Cancer Center · USIllumina (United States) · USCleveland Clinic · US

Funding

X-RAY CRYSTALLOGRAPHYP30CA008748 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Hongbiao Carl Lekaye · 1985 to 2026
$347.4M
Tumor-specific T cell state dynamics and heterogeneity in early tumorigenesisU54CA209975 · NCI · SLOAN-KETTERING INST CAN RESEARCH · PI LESLIE, CHRISTINA S, RUDENSKY, ALEXANDER Y · 2016 to 2021
$11.8M
UROLOGY ONCOLOGY RESEARCH TRAINING GRANTT32CA082088 · NCI · SLOAN-KETTERING INSTITUTE FOR CANCER RES · PI Brett Stewart Carver · 1999 to 2026
$7.1M
TOWARDS PRECISION IMMUNO-ONCOLOGY: UNRAVELING THE GENOMIC DETERMINANTS AND MECHANISMS UNDERLYING IMMUNOTHERAPY EFFICACY AND RESISTANCER35CA232097 · NCI · SLOAN-KETTERING INST CAN RESEARCH · PI CHAN, TIMOTHY AN-THY · 2018 to 2024
$7.0M
Elucidating genetics of response to immune checkpoint blockade in lung cancerR01CA205426 · NCI · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI CHAN, TIMOTHY AN-THY, RIZVI, NAIYER A · 2017 to 2021
$3.2M
NCI NIH HHS P30 CA008748NCI NIH HHS R01 CA205426NCI NIH HHS R35 CA232097NCI NIH HHS T32 CA082088NCI NIH HHS U54 CA209975
6 · The paper itself

Abstract

Clear cell renal cell carcinomas (ccRCCs) are highly immune infiltrated, but the effect of immune heterogeneity on clinical outcome in ccRCC has not been fully characterized. Here we perform paired single-cell RNA (scRNA) and T cell receptor (TCR) sequencing of 167,283 cells from multiple tumor regions, lymph node, normal kidney, and peripheral blood of two immune checkpoint blockade (ICB)-naïve and four ICB-treated patients to map the ccRCC immune landscape. We detect extensive heterogeneity within and between patients, with enrichment of CD8A

Indexed as

Carcinoma, Renal CellHumansKidney NeoplasmsLymphocyte ActivationProgrammed Cell Death 1 ReceptorReceptors, Antigen, T-CellT-LymphocytesProgrammed Cell Death 1 ReceptorReceptors, Antigen, T-Cellimmunotherapypathologyrenal cell carcinomasingle-cell RNA-sequencingTCR sequencingtissue-residenttumor-associated macrophagestyrosine kinase inhibitors

Identifiers

PMID33861994
PMCPMC8268947
OpenAlexW3155717007

What OpenQuestion holds

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Registered trials

None linked

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.