An isoform-resolution transcriptomic atlas of colorectal cancer from long-read single-cell sequencing.

colorectal cancer long-read RNA-seq neoantigen scRNA-seq

Journal

Cell genomics
ISSN: 2666-979X
Titre abrégé: Cell Genom
Pays: United States
ID NLM: 9918284260106676

Informations de publication

Date de publication:
23 Aug 2024
Historique:
received: 21 06 2023
revised: 06 06 2024
accepted: 07 08 2024
medline: 1 9 2024
pubmed: 1 9 2024
entrez: 31 8 2024
Statut: aheadofprint

Résumé

Colorectal cancer (CRC) ranks as the second leading cause of cancer deaths globally. In recent years, short-read single-cell RNA sequencing (scRNA-seq) has been instrumental in deciphering tumor heterogeneities. However, these studies only enable gene-level quantification but neglect alterations in transcript structures arising from alternative end processing or splicing. In this study, we integrated short- and long-read scRNA-seq of CRC samples to build an isoform-resolution CRC transcriptomic atlas. We identified 394 dysregulated transcript structures in tumor epithelial cells, including 299 resulting from various combinations of splicing events. Second, we characterized genes and isoforms associated with epithelial lineages and subpopulations exhibiting distinct prognoses. Among 31,935 isoforms with novel junctions, 330 were supported by The Cancer Genome Atlas RNA-seq and mass spectrometry data. Finally, we built an algorithm that integrated novel peptides derived from open reading frames of recurrent tumor-specific transcripts with mass spectrometry data and identified recurring neoepitopes that may aid the development of cancer vaccines.

Identifiants

pubmed: 39216476
pii: S2666-979X(24)00245-3
doi: 10.1016/j.xgen.2024.100641
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

100641

Informations de copyright

Copyright © 2024 The Author(s). Published by Elsevier Inc. All rights reserved.

Déclaration de conflit d'intérêts

Declaration of interests The authors declare no competing interests.

Auteurs

Zhongxiao Li (Z)

Computer Science Program, Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Kingdom of Saudi Arabia; Center of Excellence for Smart Health (KCSH), King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Kingdom of Saudi Arabia; Center of Excellence on Generative AI, King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Kingdom of Saudi Arabia.

Bin Zhang (B)

Computer Science Program, Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Kingdom of Saudi Arabia; Center of Excellence for Smart Health (KCSH), King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Kingdom of Saudi Arabia; Center of Excellence on Generative AI, King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Kingdom of Saudi Arabia. Electronic address: bin.zhang@kaust.edu.sa.

Jia Jia Chan (JJ)

Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore.

Hossein Tabatabaeian (H)

Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore.

Qing Yun Tong (QY)

Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore.

Xiao Hong Chew (XH)

Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore.

Xiaonan Fan (X)

Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore.

Patrick Driguez (P)

Core Labs, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia.

Charlene Chan (C)

Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore.

Faith Cheong (F)

Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore.

Shi Wang (S)

Department of Pathology, National University Health System, Singapore 119228, Singapore.

Bei En Siew (BE)

Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore.

Ian Jse-Wei Tan (IJ)

Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore; Division of Colorectal Surgery, University Surgical Cluster, National University Health System, Singapore 119228, Singapore.

Kai-Yin Lee (KY)

Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore; Division of Colorectal Surgery, University Surgical Cluster, National University Health System, Singapore 119228, Singapore.

Bettina Lieske (B)

Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore; Division of Colorectal Surgery, University Surgical Cluster, National University Health System, Singapore 119228, Singapore.

Wai-Kit Cheong (WK)

Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore; Division of Colorectal Surgery, University Surgical Cluster, National University Health System, Singapore 119228, Singapore.

Dennis Kappei (D)

Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore; NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore; Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore.

Ker-Kan Tan (KK)

Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore; Division of Colorectal Surgery, University Surgical Cluster, National University Health System, Singapore 119228, Singapore.

Xin Gao (X)

Computer Science Program, Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Kingdom of Saudi Arabia; Center of Excellence for Smart Health (KCSH), King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Kingdom of Saudi Arabia; Center of Excellence on Generative AI, King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Kingdom of Saudi Arabia. Electronic address: xin.gao@kaust.edu.sa.

Yvonne Tay (Y)

Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore; NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore; Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore. Electronic address: yvonnetay@nus.edu.sg.

Classifications MeSH