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

View ORCID ProfileZhongxiao Li, Bin Zhang, Jia Jia Chan, Hossein Tabatabaeian, Qing Yun Tong, Xiao Hong Chew, Xiaonan Fan, Patrick Driguez, Charlene Chan, Faith Cheong, Shi Wang, Bei En Siew, Ian Jse-Wei Tan, Kai-Yin Lee, Bettina Lieske, Wai-Kit Cheong, View ORCID ProfileDennis Kappei, Ker-Kan Tan, Xin Gao, Yvonne Tay
doi: https://doi.org/10.1101/2023.04.21.536771
Zhongxiao Li
1Computer Science Program, Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
2Computational Bioscience Research Center, King Abdullah University of Science and Technology
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  • ORCID record for Zhongxiao Li
Bin Zhang
1Computer Science Program, Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
2Computational Bioscience Research Center, King Abdullah University of Science and Technology
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  • For correspondence: yvonnetay@nus.edu.sg xin.gao@kaust.edu.sa bin.zhang@kaust.edu.sa
Jia Jia Chan
3Cancer Science Institute of Singapore, National University of Singapore, Singapore
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Hossein Tabatabaeian
3Cancer Science Institute of Singapore, National University of Singapore, Singapore
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Qing Yun Tong
3Cancer Science Institute of Singapore, National University of Singapore, Singapore
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Xiao Hong Chew
3Cancer Science Institute of Singapore, National University of Singapore, Singapore
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Xiaonan Fan
3Cancer Science Institute of Singapore, National University of Singapore, Singapore
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Patrick Driguez
4Core Labs, King Abdullah University of Science and Technology, Thuwal, Saudi Arabia
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Charlene Chan
3Cancer Science Institute of Singapore, National University of Singapore, Singapore
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Faith Cheong
3Cancer Science Institute of Singapore, National University of Singapore, Singapore
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Shi Wang
5Department of Pathology, National University Health System, Singapore
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Bei En Siew
6Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
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Ian Jse-Wei Tan
6Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
7Division of Colorectal Surgery, University Surgical Cluster, National University Health System, Singapore
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Kai-Yin Lee
6Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
7Division of Colorectal Surgery, University Surgical Cluster, National University Health System, Singapore
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Bettina Lieske
6Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
7Division of Colorectal Surgery, University Surgical Cluster, National University Health System, Singapore
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Wai-Kit Cheong
6Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
7Division of Colorectal Surgery, University Surgical Cluster, National University Health System, Singapore
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Dennis Kappei
3Cancer Science Institute of Singapore, National University of Singapore, Singapore
8NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
9Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
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Ker-Kan Tan
6Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
7Division of Colorectal Surgery, University Surgical Cluster, National University Health System, Singapore
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Xin Gao
1Computer Science Program, Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
2Computational Bioscience Research Center, King Abdullah University of Science and Technology
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  • For correspondence: yvonnetay@nus.edu.sg xin.gao@kaust.edu.sa bin.zhang@kaust.edu.sa
Yvonne Tay
3Cancer Science Institute of Singapore, National University of Singapore, Singapore
8NUS Centre for Cancer Research, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
9Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
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  • For correspondence: yvonnetay@nus.edu.sg xin.gao@kaust.edu.sa bin.zhang@kaust.edu.sa
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Summary

Colorectal cancer (CRC) is the second leading cause of cancer death worldwide. In recent years, short-read single-cell RNA sequencing (scRNA-seq) has been instrumental in deciphering tumor cell heterogeneities. However, these studies only enable gene-level expression quantification but neglect alterations in transcript structures, which arise from alternative end processing or splicing, and are frequently observed in cancer. In this study, we integrated short- and long-read scRNA-seq of CRC patient samples to build the first isoform-resolution CRC transcriptomic atlas. We identified 394 dysregulated transcript structures in tumor epithelial cells, including 299 resulting from various combinations of multiple splicing events. Secondly, we characterized genes and isoforms associated with epithelial lineages and subpopulations that exhibit distinct prognoses. Finally, we built an algorithm that integrated novel peptides derived from predicted ORFs of recurrent tumor-specific transcripts with mass spectrometry data and identified a panel of recurring neoepitopes that may aid the development of neoantigen-based cancer vaccines.

Competing Interest Statement

The authors have declared no competing interest.

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-ND 4.0 International license.
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Posted April 21, 2023.
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An isoform-resolution transcriptomic atlas of colorectal cancer from long-read single-cell sequencing
Zhongxiao Li, Bin Zhang, Jia Jia Chan, Hossein Tabatabaeian, Qing Yun Tong, Xiao Hong Chew, Xiaonan Fan, Patrick Driguez, Charlene Chan, Faith Cheong, Shi Wang, Bei En Siew, Ian Jse-Wei Tan, Kai-Yin Lee, Bettina Lieske, Wai-Kit Cheong, Dennis Kappei, Ker-Kan Tan, Xin Gao, Yvonne Tay
bioRxiv 2023.04.21.536771; doi: https://doi.org/10.1101/2023.04.21.536771
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An isoform-resolution transcriptomic atlas of colorectal cancer from long-read single-cell sequencing
Zhongxiao Li, Bin Zhang, Jia Jia Chan, Hossein Tabatabaeian, Qing Yun Tong, Xiao Hong Chew, Xiaonan Fan, Patrick Driguez, Charlene Chan, Faith Cheong, Shi Wang, Bei En Siew, Ian Jse-Wei Tan, Kai-Yin Lee, Bettina Lieske, Wai-Kit Cheong, Dennis Kappei, Ker-Kan Tan, Xin Gao, Yvonne Tay
bioRxiv 2023.04.21.536771; doi: https://doi.org/10.1101/2023.04.21.536771

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