Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

Advertisement

Scientific Reports
  • View all journals
  • Search
  • My Account Login
  • Content Explore content
  • About the journal
  • Publish with us
  • Sign up for alerts
  • RSS feed
  1. nature
  2. scientific reports
  3. articles
  4. article
Identification of immunogenic neoantigens from intron retention in colorectal cancer
Download PDF
Download PDF
  • Article
  • Open access
  • Published: 09 March 2026

Identification of immunogenic neoantigens from intron retention in colorectal cancer

  • Thamizhanban Manoharan1,2 na1,
  • Brandon Bing Rui Kee2 na1,
  • Cyrus Zai Ming Cheng1,2,
  • Malcolm Kaiheng Choy2,
  • Bei En Siew3,4,
  • Wai-Kit Cheong4,
  • Kai-yin Lee4,
  • Ian Jse-Wei Tan4,
  • Bettina Lieske4,
  • Choon Kong Yap5,
  • Iain Bee Huat Tan5,
  • Ker-Kan Tan3,4,
  • Kar Tong Tan2 &
  • …
  • Gloryn Chia1,2 

Scientific Reports , Article number:  (2026) Cite this article

  • 735 Accesses

  • Metrics details

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Biomarkers
  • Cancer
  • Computational biology and bioinformatics
  • Genetics
  • Immunology
  • Oncology

Abstract

Intron retention (IR) is an underexplored source of alternative neoantigens in cancer. Unlike mutation-derived neoantigens, IR-derived neoantigens can arise even in malignancies with low tumour mutational burden (TMB), such as microsatellite-stable colorectal cancer (MSS-CRC), making them a potentially important source of tumour antigens. Here, we provide experimental evidence that IR-derived neoantigens are expressed in tumours and are recognized by T cells, with approximately 30% of predicted epitopes eliciting measurable CD8+ T cell responses. We applied a bioinformatics pipeline to RNA sequencing data from 23 CRC patients, identifying 49 patient-specific and 24 shared IR-derived neoantigens, the latter present in ~ 30% of the cohort. Notably, most shared neoantigens exhibited high binding affinity to the predominant HLA alleles, highlighting their potential as broadly targetable vaccine candidates. Together, these findings establish IR-derived neoantigens as a validated and clinically relevant class of tumour antigens, expanding opportunities for personalized and off-the-shelf immunotherapies in CRC and other low-TMB cancers.

Data availability

The RNA sequencing data generated in this study have been deposited in the NCBI Gene Expression Omnibus (GEO) under accession number GSE292858. The data are publicly available at [https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi? acc=GSE292858](https:/ddec1-0-en-ctp.trendmicro.com/wis/clicktime/v1/query? url=https%3a%2f%2fwww.ncbi.nlm.nih.gov%2fgeo%2fquery%2facc.cgi%3facc%3dGSE292858&umid=4a364a60-d0f2-4f71-9881-a4526044ec57&rct=1743129791&auth=8d3ccd473d52f326e51c0f75cb32c9541898e5d5-acb7683a3c72dd10f31d7c7a9537684199862f27).

Code availability

The bioinformatics pipeline code can be found in a GitHub Repository (https://github.com/kingofburg/IRANP).

References

  1. Xie, N. et al. Neoantigens: Promising targets for cancer therapy. Signal Transduct. Target. Ther. 8(1), 1–38. https://doi.org/10.1038/s41392-022-01270-x (2023).

    Google Scholar 

  2. Bobisse, S., Foukas, P. G., Coukos, G. & Harari, A. Neoantigen-based cancer immunotherapy. Ann. Transl. Med. 4(14), 262. https://doi.org/10.21037/atm.2016.06.17 (2016).

    Google Scholar 

  3. Comprehensive molecular characterization of human colon. and rectal cancer. Nature 487 (7407), 330–337. https://doi.org/10.1038/nature11252 (2012).

    Google Scholar 

  4. Curty, G. et al. Human Endogenous Retrovirus K in cancer: A potential biomarker and immunotherapeutic target. Viruses 12(7), 726. https://doi.org/10.3390/v12070726 (2020).

    Google Scholar 

  5. Capietto, A. H., Hoshyar, R. & Delamarre, L. Sources of cancer neoantigens beyond single-nucleotide variants. Int. J. Mol. Sci. 23(17), 10131. https://doi.org/10.3390/ijms231710131 (2022).

    Google Scholar 

  6. Smith, C. C. et al. Alternative tumour-specific antigens. Nat. Rev. Cancer 19(8), 465–478. https://doi.org/10.1038/s41568-019-0162-4 (2019).

    Google Scholar 

  7. Clancy, S. R. N. A. & Splicing Introns, Exons and Spliceosome. In:; Accessed November 13, 2023. https://www.semanticscholar.org/paper/RNA-Splicing%3A-Introns%2C-Exons-and-Spliceosome-Clancy/bfb9cb0025c318975122d04857e24638316babac(2008).

  8. Furuya, M. et al. Splice-site mutation causing partial retention of intron in the FLCN gene in Birt-Hogg-Dubé syndrome: A case report. BMC Med. Genomics 11(1), 42. https://doi.org/10.1186/s12920-018-0359-5 (2018).

    Google Scholar 

  9. Conboy, J. G. A deep exon cryptic splice site promotes aberrant intron retention in a Von Willebrand disease patient. Int. J. Mol. Sci. 22(24), 13248. https://doi.org/10.3390/ijms222413248 (2021).

    Google Scholar 

  10. Shah, J. S. et al. Towards resolution of the intron retention paradox in breast cancer. Breast Cancer Res. 24(1), 100. https://doi.org/10.1186/s13058-022-01593-1 (2022).

    Google Scholar 

  11. Smart, A. C. et al. Intron retention is a source of neoepitopes in cancer. Nat. Biotechnol. 36(11), 1056–1058. https://doi.org/10.1038/nbt.4239 (2018).

    Google Scholar 

  12. Dong, C. et al. Intron retention-induced neoantigen load correlates with unfavorable prognosis in multiple myeloma. Oncogene 40(42), 6130–6138. https://doi.org/10.1038/s41388-021-02005-y (2021).

    Google Scholar 

  13. Jacob, A. G. & Smith, C. W. J. Intron retention as a component of regulated gene expression programs. Hum. Genet. 136(9), 1043–1057. https://doi.org/10.1007/s00439-017-1791-x (2017).

    Google Scholar 

  14. Monteuuis, G., Wong, J. J. L., Bailey, C. G., Schmitz, U. & Rasko, J. E. J. The changing paradigm of intron retention: Regulation, ramifications and recipes. Nucleic Acids Res. 47(22), 11497–11513. https://doi.org/10.1093/nar/gkz1068 (2019).

    Google Scholar 

  15. Yeo, G. & Burge, C. B. Maximum entropy modeling of short sequence motifs with applications to RNA splicing signals. J. Comput. Biol. J. Comput. Mol. Cell. Biol. 11 (2–3), 377–394. https://doi.org/10.1089/1066527041410418 (2004).

    Google Scholar 

  16. Laumont, C. M. et al. Noncoding regions are the main source of targetable tumor-specific antigens. Science translational medicine 10(470), eaau5516. https://doi.org/10.1126/scitranslmed.aau5516 (2018).

    Google Scholar 

  17. Xiang et al. Predominant mutated non-canonical tumour-specific antigens identified by proteogenomics demonstrate immunogenicity and tumour suppression in CRC. Cell. Genomics. https://doi.org/10.1016/j.xgen.2025.10106 (2025).

    Google Scholar 

  18. Ausserhofer, M. et al. NovumRNA: Accurate prediction of non-canonical tumor antigens from RNA sequencing data. iScience 28(10), 113448. https://doi.org/10.1016/j.isci.2025.113448 (2025).

    Google Scholar 

  19. Kula, T. et al. T-Scan: A Genome-wide Method for the Systematic Discovery of T Cell Epitopes. Cell 178 (4), 1016–1028e13. https://doi.org/10.1016/j.cell.2019.07.009 (2019).

    Google Scholar 

  20. Ren, Y. et al. Circular RNA as a source of neoantigens for cancer vaccines. J. Immunother. Cancer. 12 (3), e008402. https://doi.org/10.1136/jitc-2023-008402 (2024).

    Google Scholar 

  21. Zhang, Y. et al. SOAPTyping: an open-source and cross-platform tool for sequence-based typing for HLA class I and II alleles. BMC Bioinform. 21 (1), 295. https://doi.org/10.1186/s12859-020-03624-0 (2020).

    Google Scholar 

  22. Joanito, I. et al. Single-cell and bulk transcriptome sequencing identifies two epithelial tumour cell states and refines the consensus molecular classification of colorectal cancer. Nat. Genet. 54 (7), 963–975. https://doi.org/10.1038/s41588-022-01100-4 (2022).

    Google Scholar 

Download references

Acknowledgements

We thank Shyam Prabhakar for providing access to the RNA and DNA sequencing data previously published in Joanito et al., Nature Genetics (2022). We thank Teo Hong Kai and Liu Beijia from our laboratory for providing the HLA-A*02:06 and HLA-A*02:01 aAPCs and GZMB reporter cell lines, respectively, for the immunology experiments. We thank Dr. Renyi for cloning the HLA allele-specific coding sequences into the expression plasmid. We are grateful to the patients, their families, and the medical teams involved in the clinical trial. We also extend our thanks to the Singapore Health Sciences Authority for providing healthy donor blood samples. Computational work for this study was performed in part using resources and support provided by the Bioinformatics Core Facility, Yong Loo Lin School of Medicine, National University of Singapore.

Funding

This work was supported by grants from the National Research Foundation (NRF-NRFF12-2020-0007), the Ministry of Education (T2EP30123-0038), the Singapore Ministry of Health’s National Medical Research Council (NMRC) (OF-IRG23jul-0080), the NMRC Open Fund-Large Collaborative Grant (“OF-LCG”) (MOH-001573), NRF Competitive Research Programme (CRP28) and the Institute for Health Innovation & Technology (iHealthtech). T.M. was supported by NUS Research Scholarship from the Singapore Ministry of Education.

Author information

Author notes
  1. Thamizhanban Manoharan and Brandon Bing Rui Kee have contributed equally to this work.

Authors and Affiliations

  1. Institute for Health Innovation & Technology (iHealthtech), National University of Singapore, Singapore, Singapore

    Thamizhanban Manoharan, Cyrus Zai Ming Cheng & Gloryn Chia

  2. Department of Pharmacy, Faculty of Science, National University of Singapore, Singapore, Singapore

    Thamizhanban Manoharan, Brandon Bing Rui Kee, Cyrus Zai Ming Cheng, Malcolm Kaiheng Choy, Kar Tong Tan & Gloryn Chia

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

    Bei En Siew & Ker-Kan Tan

  4. Division of Colorectal Surgery, Department of Surgery, National University Hospital, Singapore, Singapore

    Bei En Siew, Wai-Kit Cheong, Kai-yin Lee, Ian Jse-Wei Tan, Bettina Lieske & Ker-Kan Tan

  5. Agency for Science, Technology and Research, Genome Institute of Singapore, Block S9, Level 15, 4 Science Drive 2, Singapore, 117544, Singapore

    Choon Kong Yap & Iain Bee Huat Tan

Authors
  1. Thamizhanban Manoharan
    View author publications

    Search author on:PubMed Google Scholar

  2. Brandon Bing Rui Kee
    View author publications

    Search author on:PubMed Google Scholar

  3. Cyrus Zai Ming Cheng
    View author publications

    Search author on:PubMed Google Scholar

  4. Malcolm Kaiheng Choy
    View author publications

    Search author on:PubMed Google Scholar

  5. Bei En Siew
    View author publications

    Search author on:PubMed Google Scholar

  6. Wai-Kit Cheong
    View author publications

    Search author on:PubMed Google Scholar

  7. Kai-yin Lee
    View author publications

    Search author on:PubMed Google Scholar

  8. Ian Jse-Wei Tan
    View author publications

    Search author on:PubMed Google Scholar

  9. Bettina Lieske
    View author publications

    Search author on:PubMed Google Scholar

  10. Choon Kong Yap
    View author publications

    Search author on:PubMed Google Scholar

  11. Iain Bee Huat Tan
    View author publications

    Search author on:PubMed Google Scholar

  12. Ker-Kan Tan
    View author publications

    Search author on:PubMed Google Scholar

  13. Kar Tong Tan
    View author publications

    Search author on:PubMed Google Scholar

  14. Gloryn Chia
    View author publications

    Search author on:PubMed Google Scholar

Contributions

T.M and G.C conceived the study. T.M conducted all the RT-PCR and immunology experiments. B.K.B.R performed all the bioinformatics analysis. C.Z.M.C did the haplotyping experiments. M.C.K assisted T.M with immunology experiments. S. B. E., W.C, K.L., I.J.T., B.L., I.B.H.T., K. K. T. and Y.C.K provided clinical samples. T.M, B.K.B.R and G.C wrote the manuscript. T.K.T. contributed to bioinformatics guidance and manuscript preparation. G.C supervised the entire study and edited the manuscript.

Corresponding author

Correspondence to Gloryn Chia.

Ethics declarations

Competing interests

The authors declare no competing interests.

Ethics approval

All the experiments involving human PBMCs and clinical samples were approved by Institutional Review Board of National University of Singapore (NUS) (Approval #LH-20-026E) and National Healthcare Group Domain Specific Review Board (Approval #2020/01343). Written informed consent was obtained from all participants before their participation in the study. All methods were performed in accordance with the relevant guidelines and regulations.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Manoharan, T., Kee, B.B.R., Cheng, C.Z.M. et al. Identification of immunogenic neoantigens from intron retention in colorectal cancer. Sci Rep (2026). https://doi.org/10.1038/s41598-026-43687-2

Download citation

  • Received: 14 October 2025

  • Accepted: 05 March 2026

  • Published: 09 March 2026

  • DOI: https://doi.org/10.1038/s41598-026-43687-2

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

Key words:

  • Non canonical neoantigens, intron retention, cancer vaccines, colorectal cancer
Download PDF

Advertisement

Explore content

  • Research articles
  • News & Comment
  • Collections
  • Subjects
  • Follow us on Facebook
  • Follow us on X
  • Sign up for alerts
  • RSS feed

About the journal

  • About Scientific Reports
  • Contact
  • Journal policies
  • Guide to referees
  • Calls for Papers
  • Editor's Choice
  • Journal highlights
  • Open Access Fees and Funding

Publish with us

  • For authors
  • Language editing services
  • Open access funding
  • Submit manuscript

Search

Advanced search

Quick links

  • Explore articles by subject
  • Find a job
  • Guide to authors
  • Editorial policies

Scientific Reports (Sci Rep)

ISSN 2045-2322 (online)

nature.com footer links

About Nature Portfolio

  • About us
  • Press releases
  • Press office
  • Contact us

Discover content

  • Journals A-Z
  • Articles by subject
  • protocols.io
  • Nature Index

Publishing policies

  • Nature portfolio policies
  • Open access

Author & Researcher services

  • Reprints & permissions
  • Research data
  • Language editing
  • Scientific editing
  • Nature Masterclasses
  • Research Solutions

Libraries & institutions

  • Librarian service & tools
  • Librarian portal
  • Open research
  • Recommend to library

Advertising & partnerships

  • Advertising
  • Partnerships & Services
  • Media kits
  • Branded content

Professional development

  • Nature Awards
  • Nature Careers
  • Nature Conferences

Regional websites

  • Nature Africa
  • Nature China
  • Nature India
  • Nature Japan
  • Nature Middle East
  • Privacy Policy
  • Use of cookies
  • Legal notice
  • Accessibility statement
  • Terms & Conditions
  • Your US state privacy rights
Springer Nature

© 2026 Springer Nature Limited

Nature Briefing: Cancer

Sign up for the Nature Briefing: Cancer newsletter — what matters in cancer research, free to your inbox weekly.

Get what matters in cancer research, free to your inbox weekly. Sign up for Nature Briefing: Cancer