HCA Data Explorer

Mapping single-cell transcriptomes in the intra-tumoral and associated territories of kidney cancer.

Updated July 18, 2023

Tumor behavior is intricately dependent on the oncogenic properties of cancer cells and their multi-cellular interactions. To understand these dependencies within the wider microenvironment, we studied over 270,000 single-cell transcriptomes and 100 microdissected whole exomes from 12 patients with kidney tumors, prior to validation using spatial transcriptomics. Tissues were sampled from multiple regions of the tumor core, the tumor-normal interface, normal surrounding tissues, and peripheral blood. We find that the tissue-type location of CD8+ T cell clonotypes largely defines their exhaustion state with intra-tumoral spatial heterogeneity that is not well explained by somatic heterogeneity. De novo mutation calling from single-cell RNA-sequencing data allows us to broadly infer the clonality of stromal cells and lineage-trace myeloid cell development. We report six conserved meta-programs that distinguish tumor cell function, and find an epithelial-mesenchymal transition meta-program highly enriched at the tumor-normal interface that co-localizes with IL1B-expressing macrophages, offering a potential therapeutic target.

Sarah A TeichmannWellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Department of Physics, Cavendish Laboratory, JJ Thomson Avenue, Cambridge CB3 0HE, UK. Electronic address: st9@sanger.ac.uk.st9@sanger.ac.uk
Thomas J MitchellWellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK; Department of Surgery, University of Cambridge, Cambridge CB2 0QQ, UK. Electronic address: tjm@sanger.ac.uk.tjm@sanger.ac.uk
Ruoyan Li1
John R Ferdinand2
Kevin W Loudon3
Georgina S Bowyer2
Sean Laidlaw1
Francesc Muyas4
Lira Mamanova1
Joana B Neves5
Liam Bolt1
Eirini S Fasouli1
Andrew R J Lawson1
Matthew D Young1
Yvette Hooks1
Thomas R W Oliver6
Timothy M Butler1
James N Armitage7
Tev Aho7
Antony C P Riddick7
Vincent Gnanapragasam8
Sarah J Welsh7
Kerstin B Meyer1
Anne Y Warren7
Maxine G B Tran5
Grant D Stewart8
Isidro Cortés-Ciriano4
Sam Behjati6
Menna R Clatworthy9
Peter J Campbell1
Sarah A Teichmann10
Thomas J Mitchell11
1Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK.
2Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge CB2 0QQ, UK.
3Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge CB2 0QQ, UK; Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK.
4European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK.
5UCL Division of Surgery and Interventional Science, Royal Free Hospital, London NW3 2PS, UK; Specialist Centre for Kidney Cancer, Royal Free Hospital, London NW3 2PS, UK.
6Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK.
7Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK.
8Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK; Department of Surgery, University of Cambridge, Cambridge CB2 0QQ, UK.
9Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Molecular Immunity Unit, Department of Medicine, University of Cambridge, Cambridge CB2 0QQ, UK; Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK.
10Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Department of Physics, Cavendish Laboratory, JJ Thomson Avenue, Cambridge CB3 0HE, UK. Electronic address: st9@sanger.ac.uk.
11Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SA, UK; Cambridge University Hospitals NHS Foundation Trust and NIHR Cambridge Biomedical Research Centre, Cambridge CB2 0QQ, UK; Department of Surgery, University of Cambridge, Cambridge CB2 0QQ, UK. Electronic address: tjm@sanger.ac.uk.
Wei Kheng Teh

To reference this project, please use the following link:

https://explore.data.humancellatlas.dev.clevercanary.com/projects/8f1f653d-3ea1-4d8e-b4a7-b97dc852c2b1

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://data.mendeley.com/datasets/g67bkbnhhg/1;https://www.sanger.ac.uk/project/microenvironment-of-kidney-cancer;https://microenvironment-of-kidney-cancer.cellgeni.sanger.ac.uk/visium/
EGA Accessions:

Atlas

None

Analysis Portals

CZ CELLxGENECZ CELLxGENE

Project Label

IntraTumoralKidneyCancer

Species

Homo sapiens

Sample Type

specimens

Anatomical Entity

3 anatomical entities

Organ Part

Unspecified

Selected Cell Types

2 cell types

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

2 nucleic acid sources

Paired End

false

Analysis Protocol

10x_initial, 10x_qc, Visium_initial, Visium_mapping_celltypes

File Format

2 file formats

Cell Count Estimate

270.0k

Donor Count

12
h5ad3 file(s)xlsx1 file(s)