HCA Data Explorer

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

Updated January 30, 2023

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+ tissue-resident T cells in a patient responsive to ICB and tumor-associated macrophages (TAMs) in a resistant patient. A TCR trajectory framework suggests distinct T cell differentiation pathways between patients responding and resistant to ICB. Finally, scRNA-derived signatures of tissue-resident T cells and TAMs are associated with response to ICB and targeted therapies across multiple independent cohorts. Our study establishes a multimodal interrogation of the cellular programs underlying therapeutic efficacy in ccRCC.

Christina S LeslieMemorial Sloan Kettering Cancer Centercleslie@cbio.mskcc.org
Timothy A ChanMemorial Sloan Kettering Cancer Center; Cleveland Clinicchant2@ccf.org
A Ari HakimiMemorial Sloan Kettering Cancer Centerhakimia@mskcc.org
Chirag Krishna1
Renzo G DiNatale1
Fengshen Kuo1
Raghvendra M Srivastava1
Lynda Vuong1
Diego Chowell1
Sounak Gupta1
Chad Vanderbilt1
Tanaya A Purohit1
Ming Liu2
Emily Kansler2
Briana G Nixon2
Ying-Bei Chen1
Vladimir Makarov1
Kyle A Blum1
Kyrollis Attalla1
Stanley Weng1
Michael L Salmans3
Mahdi Golkaram3
Li Liu3
Shile Zhang3
Raakhee Vijayaraghavan3
Traci Pawlowski3
Victor Reuter1
Maria I Carlo1
Martin H Voss1
Jonathan Coleman1
Paul Russo1
Robert J Motzer1
Ming O Li2
Christina S Leslie1
Timothy A Chan4
A Ari Hakimi1
1Memorial Sloan Kettering Cancer Center
2Memorial Sloan Kettering Cancer Center; Cornell University
3Illumina
4Memorial Sloan Kettering Cancer Center; Cleveland Clinic
Ida Zucchi

To reference this project, please use the following link:

https://explore.data.humancellatlas.dev.clevercanary.com/projects/12f32054-8f18-4dae-8959-bfce7e3108e7

Supplementary links are provided by contributors and represent items such as additional data which can’t be hosted here; code that was used to analyze this data; or tools and visualizations associated with this specific dataset.

1.https://trace.ncbi.nlm.nih.gov/Traces/index.html?view=analysis&acc=SRZ190804
INSDC Study Accessions:

Atlas

None

Analysis Portals

CZ CELLxGENECZ CELLxGENE

Project Label

ImmuneLandscapeccRCC

Species

Homo sapiens

Sample Type

specimens

Anatomical Entity

3 anatomical entities

Organ Part

Unspecified

Selected Cell Types

peripheral blood mononuclear cell

Disease Status (Specimen)

3 disease statuses

Disease Status (Donor)

2 disease statuses

Development Stage

human adult stage

Library Construction Method

2 library construction methods

Nucleic Acid Source

single cell

Paired End

false

Analysis Protocol

TCR_analysis, matrix_generation

File Format

4 file formats

Cell Count Estimate

167.3k

Donor Count

6
fastq.gz258 file(s)rds1 file(s)txt3 file(s)xlsx1 file(s)