Meta-Analysis of Human Cancer Single-Cell RNA-Seq Datasets Using the IMMUcan Database.


Journal

Cancer research
ISSN: 1538-7445
Titre abrégé: Cancer Res
Pays: United States
ID NLM: 2984705R

Informations de publication

Date de publication:
03 02 2023
Historique:
received: 10 01 2022
revised: 15 08 2022
accepted: 29 11 2022
pubmed: 3 12 2022
medline: 7 2 2023
entrez: 2 12 2022
Statut: ppublish

Résumé

The development of single-cell RNA sequencing (scRNA-seq) technologies has greatly contributed to deciphering the tumor microenvironment (TME). An enormous amount of independent scRNA-seq studies have been published representing a valuable resource that provides opportunities for meta-analysis studies. However, the massive amount of biological information, the marked heterogeneity and variability between studies, and the technical challenges in processing heterogeneous datasets create major bottlenecks for the full exploitation of scRNA-seq data. We have developed IMMUcan scDB (https://immucanscdb.vital-it.ch), a fully integrated scRNA-seq database exclusively dedicated to human cancer and accessible to nonspecialists. IMMUcan scDB encompasses 144 datasets on 56 different cancer types, annotated in 50 fields containing precise clinical, technological, and biological information. A data processing pipeline was developed and organized in four steps: (i) data collection; (ii) data processing (quality control and sample integration); (iii) supervised cell annotation with a cell ontology classifier of the TME; and (iv) interface to analyze TME in a cancer type-specific or global manner. This framework was used to explore datasets across tumor locations in a gene-centric (CXCL13) and cell-centric (B cells) manner as well as to conduct meta-analysis studies such as ranking immune cell types and genes correlated to malignant transformation. This integrated, freely accessible, and user-friendly resource represents an unprecedented level of detailed annotation, offering vast possibilities for downstream exploitation of human cancer scRNA-seq data for discovery and validation studies. The IMMUcan scDB database is an accessible supportive tool to analyze and decipher tumor-associated single-cell RNA sequencing data, allowing researchers to maximally use this data to provide new insights into cancer biology.

Identifiants

pubmed: 36459564
pii: 711421
doi: 10.1158/0008-5472.CAN-22-0074
pmc: PMC9896021
doi:

Types de publication

Meta-Analysis Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

363-373

Informations de copyright

©2022 The Authors; Published by the American Association for Cancer Research.

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Auteurs

Jordi Camps (J)

Biomedical Data Science, Research & Early Development Oncology, Bayer AG, Berlin, Germany.

Floriane Noël (F)

Université de Paris, Institut de Recherche Saint-Louis, INSERM U976, Paris, France.

Robin Liechti (R)

Vital-IT group, SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland.

Lucile Massenet-Regad (L)

Université de Paris, Institut de Recherche Saint-Louis, INSERM U976, Paris, France.
Université Paris-Saclay, Saint Aubin, France.

Sidwell Rigade (S)

Université de Paris, Institut de Recherche Saint-Louis, INSERM U976, Paris, France.

Lou Götz (L)

Vital-IT group, SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland.

Caroline Hoffmann (C)

Institut Curie, INSERM U932 Research Unit, Department of Surgical Oncology, PSL University, Paris, France.

Elise Amblard (E)

Université de Paris, Institut de Recherche Saint-Louis, INSERM U976, Paris, France.
Université de Paris, Centre de Recherches Interdisciplinaires, Paris, France.

Melissa Saichi (M)

Université de Paris, Institut de Recherche Saint-Louis, INSERM U976, Paris, France.

Mahmoud M Ibrahim (MM)

Biomedical Data Science, Research & Early Development Premedical, Bayer AG, Wuppertal, Germany.

Jack Pollard (J)

Sanofi Research and Development, Cambridge, Massachusetts.

Jasna Medvedovic (J)

Université de Paris, Institut de Recherche Saint-Louis, INSERM U976, Paris, France.

Helge G Roider (HG)

Oncology Precision Medicine, Research & Early Development Oncology, Bayer AG, Berlin, Germany.

Vassili Soumelis (V)

Université de Paris, Institut de Recherche Saint-Louis, INSERM U976, Paris, France.
Assistance Publique-Hôpitaux de Paris (AP-HP), Hôpital Saint-Louis, Laboratoire d'Immunologie, Paris, France.
Owkin, Paris, France.

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