IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v16y2025i1d10.1038_s41467-025-62647-4.html
   My bibliography  Save this article

Sensitive neoantigen discovery by real-time mutanome-guided immunopeptidomics

Author

Listed:
  • Ilja E. Shapiro

    (University of Lausanne (UNIL) and Lausanne University Hospital (CHUV)
    Lausanne Branch
    Agora Cancer Research Centre)

  • Florian Huber

    (University of Lausanne (UNIL) and Lausanne University Hospital (CHUV)
    Lausanne Branch
    Agora Cancer Research Centre)

  • Justine Michaux

    (University of Lausanne (UNIL) and Lausanne University Hospital (CHUV)
    Lausanne Branch
    Agora Cancer Research Centre)

  • Michal Bassani-Sternberg

    (University of Lausanne (UNIL) and Lausanne University Hospital (CHUV)
    Lausanne Branch
    Agora Cancer Research Centre)

Abstract

Targeting cancer-specific HLA-peptide complexes is a promising approach in immunotherapy. Mutated neoantigens are excellent targets due to their immunogenicity and cancer-specificity. Mass spectrometry (MS)-based immunopeptidomics guides the selection of naturally presented immunogenic targets within the immunopeptidome, refining immunogenicity predictions. Implementation in clinical settings, however, must achieve global depth, capturing the entirety of the immunopeptidome, maintain high target sensitivity, and cater to scarce sample inputs and short turnaround time. Here, we present NeoDiscMS, an extension of NeoDisc that enables the acquisition of personalized immunopeptidomics data. Leveraging next-generation sequencing-guided real-time spectral acquisitions, NeoDiscMS maximizes sensitivity with minimal loss of global depth. Designed for effectiveness and ease of use, with minimal effort required for implementation, NeoDiscMS enhances the detection of peptides derived from tumor-associated antigens by up to 20% and improves confidence in neoantigen identification compared to the gold standard method. NeoDiscMS advances personalization in clinical antigen discovery with more confident neoantigen detection and easy implementation.

Suggested Citation

  • Ilja E. Shapiro & Florian Huber & Justine Michaux & Michal Bassani-Sternberg, 2025. "Sensitive neoantigen discovery by real-time mutanome-guided immunopeptidomics," Nature Communications, Nature, vol. 16(1), pages 1-16, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-62647-4
    DOI: 10.1038/s41467-025-62647-4
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-025-62647-4
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-025-62647-4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Luis A. Rojas & Zachary Sethna & Kevin C. Soares & Cristina Olcese & Nan Pang & Erin Patterson & Jayon Lihm & Nicholas Ceglia & Pablo Guasp & Alexander Chu & Rebecca Yu & Adrienne Kaya Chandra & There, 2023. "Personalized RNA neoantigen vaccines stimulate T cells in pancreatic cancer," Nature, Nature, vol. 618(7963), pages 144-150, June.
    2. Michal Bassani-Sternberg & Eva Bräunlein & Richard Klar & Thomas Engleitner & Pavel Sinitcyn & Stefan Audehm & Melanie Straub & Julia Weber & Julia Slotta-Huspenina & Katja Specht & Marc E. Martignoni, 2016. "Direct identification of clinically relevant neoepitopes presented on native human melanoma tissue by mass spectrometry," Nature Communications, Nature, vol. 7(1), pages 1-16, December.
    3. Humberto J. Ferreira & Brian J. Stevenson & HuiSong Pak & Fengchao Yu & Jessica Almeida Oliveira & Florian Huber & Marie Taillandier-Coindard & Justine Michaux & Emma Ricart-Altimiras & Anne I. Kraeme, 2024. "Immunopeptidomics-based identification of naturally presented non-canonical circRNA-derived peptides," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    4. Manuel Matzinger & Anna Schmücker & Ramesh Yelagandula & Karel Stejskal & Gabriela Krššáková & Frédéric Berger & Karl Mechtler & Rupert L. Mayer, 2024. "Micropillar arrays, wide window acquisition and AI-based data analysis improve comprehensiveness in multiple proteomic applications," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    5. Qing Yu & Xinyue Liu & Mark P. Keller & Jose Navarrete-Perea & Tian Zhang & Sipei Fu & Laura P. Vaites & Steven R. Shuken & Ernst Schmid & Gregory R. Keele & Jiaming Li & Edward L. Huttlin & Edrees H., 2023. "Sample multiplexing-based targeted pathway proteomics with real-time analytics reveals the impact of genetic variation on protein expression," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    6. Kevin L. Yang & Fengchao Yu & Guo Ci Teo & Kai Li & Vadim Demichev & Markus Ralser & Alexey I. Nesvizhskii, 2023. "MSBooster: improving peptide identification rates using deep learning-based features," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    7. Mahesh Yadav & Suchit Jhunjhunwala & Qui T. Phung & Patrick Lupardus & Joshua Tanguay & Stephanie Bumbaca & Christian Franci & Tommy K. Cheung & Jens Fritsche & Toni Weinschenk & Zora Modrusan & Ira M, 2014. "Predicting immunogenic tumour mutations by combining mass spectrometry and exome sequencing," Nature, Nature, vol. 515(7528), pages 572-576, November.
    8. Fengchao Yu & Yamei Deng & Alexey I. Nesvizhskii, 2025. "MSFragger-DDA+ enhances peptide identification sensitivity with full isolation window search," Nature Communications, Nature, vol. 16(1), pages 1-12, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Franziska Füchsl & Johannes Untch & Vladyslav Kavaka & Gabriela Zuleger & Sarah Braun & Antonia Schwanzer & Sebastian Jarosch & Carolin Vogelsang & Niklas Andrade Krätzig & Dario Gosmann & Rupert Ölli, 2024. "High-resolution profile of neoantigen-specific TCR activation links moderate stimulation to increased resilience of engineered TCR-T cells," Nature Communications, Nature, vol. 15(1), pages 1-19, December.
    2. Jennifer G. Abelin & Erik J. Bergstrom & Keith D. Rivera & Hannah B. Taylor & Susan Klaeger & Charles Xu & Eva K. Verzani & C. Jackson White & Hilina B. Woldemichael & Maya Virshup & Meagan E. Olive &, 2023. "Workflow enabling deepscale immunopeptidome, proteome, ubiquitylome, phosphoproteome, and acetylome analyses of sample-limited tissues," Nature Communications, Nature, vol. 14(1), pages 1-22, December.
    3. Jens Bauer & Natalie Köhler & Yacine Maringer & Philip Bucher & Tatjana Bilich & Melissa Zwick & Severin Dicks & Annika Nelde & Marissa Dubbelaar & Jonas Scheid & Marcel Wacker & Jonas S. Heitmann & S, 2022. "The oncogenic fusion protein DNAJB1-PRKACA can be specifically targeted by peptide-based immunotherapy in fibrolamellar hepatocellular carcinoma," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    4. William John Thrift & Nicolas W. Lounsbury & Quade Broadwell & Amy Heidersbach & Emily Freund & Yassan Abdolazimi & Qui T. Phung & Jieming Chen & Aude-Hélène Capietto & Ann-Jay Tong & Christopher M. R, 2024. "Towards designing improved cancer immunotherapy targets with a peptide-MHC-I presentation model, HLApollo," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    5. Ashish Goyal & Jens Bauer & Joschka Hey & Dimitris N. Papageorgiou & Ekaterina Stepanova & Michael Daskalakis & Jonas Scheid & Marissa Dubbelaar & Boris Klimovich & Dominic Schwarz & Melanie Märklin &, 2023. "DNMT and HDAC inhibition induces immunogenic neoantigens from human endogenous retroviral element-derived transcripts," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    6. Naomi Hoenisch Gravel & Annika Nelde & Jens Bauer & Lena Mühlenbruch & Sarah M. Schroeder & Marian C. Neidert & Jonas Scheid & Steffen Lemke & Marissa L. Dubbelaar & Marcel Wacker & Anna Dengler & Rei, 2023. "TOFIMS mass spectrometry-based immunopeptidomics refines tumor antigen identification," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    7. Fengchao Yu & Yamei Deng & Alexey I. Nesvizhskii, 2025. "MSFragger-DDA+ enhances peptide identification sensitivity with full isolation window search," Nature Communications, Nature, vol. 16(1), pages 1-12, December.
    8. Mehwish Iftikhar & Muhammad Imran Qureshi & Shazia Qayyum & Iram Fatima & Sriyanto Sriyanto & Yasinta Indrianti & Aqeel Khan & Leo-Paul Dana, 2021. "Impact of Multifaceted Workplace Bullying on the Relationships between Technology Usage, Organisational Climate and Employee Physical and Emotional Health," IJERPH, MDPI, vol. 18(6), pages 1-19, March.
    9. Sara Orehek & Taja Železnik Ramuta & Duško Lainšček & Špela Malenšek & Martin Šala & Mojca Benčina & Roman Jerala & Iva Hafner-Bratkovič, 2024. "Cytokine-armed pyroptosis induces antitumor immunity against diverse types of tumors," Nature Communications, Nature, vol. 15(1), pages 1-22, December.
    10. Alexander Kowar & Jonas P. Becker & Rossella Pizzo & Zhiwei Tang & Julien Champagne & Kathrin Wellach & Kiana Samimi & Ariel Galindo-Albarrán & Pierre-René Körner & Jasmine Montenegro Navarro & Andrés, 2025. "Upstream open reading frame translation enhances immunogenic peptide presentation in mitotically arrested cancer cells," Nature Communications, Nature, vol. 16(1), pages 1-15, December.
    11. Judit Svensson-Arvelund & Sara Cuadrado-Castano & Gvantsa Pantsulaia & Kristy Kim & Mark Aleynick & Linda Hammerich & Ranjan Upadhyay & Michael Yellin & Henry Marsh & Daniel Oreper & Suchit Jhunjhunwa, 2022. "Expanding cross-presenting dendritic cells enhances oncolytic virotherapy and is critical for long-term anti-tumor immunity," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    12. Marco Notaro & Maristella Borghetti & Chiara Bresesti & Giovanna Giacca & Thomas Kerzel & Carl Mirko Mercado & Stefano Beretta & Marco Monti & Ivan Merelli & Silvia Iaia & Marco Genua & Andrea Annoni , 2025. "In vivo armed macrophages curb liver metastasis through tumor-reactive T-cell rejuvenation," Nature Communications, Nature, vol. 16(1), pages 1-24, December.
    13. Yong Shen & Bohan Li & Lei Dong & Wei Tang & Jiwu Ren & Feng Chen & Wenjuan Zheng & Ying Yu & Lu Gao & Wensheng Wei, 2025. "Self-splicing RNA circularization facilitated by intact group I and II introns," Nature Communications, Nature, vol. 16(1), pages 1-15, December.
    14. Hui Peng & He Wang & Weijia Kong & Jinyan Li & Wilson Wen Bin Goh, 2024. "Optimizing differential expression analysis for proteomics data via high-performing rules and ensemble inference," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    15. Charlotte Adams & Wassim Gabriel & Kris Laukens & Mario Picciani & Mathias Wilhelm & Wout Bittremieux & Kurt Boonen, 2024. "Fragment ion intensity prediction improves the identification rate of non-tryptic peptides in timsTOF," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    16. John P. Finnigan & Jenna H. Newman & Yury Patskovsky & Larysa Patskovska & Andrew S. Ishizuka & Geoffrey M. Lynn & Robert A. Seder & Michelle Krogsgaard & Nina Bhardwaj, 2024. "Structural basis for self-discrimination by neoantigen-specific TCRs," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    17. Kuanhan Feng & Xinru Zhang & Jiale Li & Mingzhi Han & Jinghuang Wang & Fucai Chen & Zhiwen Yi & Liuqing Di & Ruoning Wang, 2025. "Neoantigens combined with in situ cancer vaccination induce personalized immunity and reshape the tumor microenvironment," Nature Communications, Nature, vol. 16(1), pages 1-16, December.
    18. Ludwig Lautenbacher & Kevin L. Yang & Tobias Kockmann & Christian Panse & Wassim Gabriel & Dulguun Bold & Elias Kahl & Matthew Chambers & Brendan X. MacLean & Kai Li & Fengchao Yu & Brian C. Searle & , 2025. "Koina: Democratizing machine learning for proteomics research," Nature Communications, Nature, vol. 16(1), pages 1-13, December.
    19. Ian Beddows & Svetlana Djirackor & Dalia K. Omran & Euihye Jung & Natalie NC Shih & Ritu Roy & Aaron Hechmer & Adam Olshen & Guillaume Adelmant & Ann Tom & Jacob Morrison & Marie Adams & Daniel C. Roh, 2025. "Impact of BRCA mutations, age, surgical indication, and hormone status on the molecular phenotype of the human Fallopian tube," Nature Communications, Nature, vol. 16(1), pages 1-17, December.
    20. Shivan Sivakumar & Ashwin Jainarayanan & Edward Arbe-Barnes & Piyush Kumar Sharma & Maire Ni Leathlobhair & Sakina Amin & David J. Reiss & Lara Heij & Samarth Hegde & Assaf Magen & Felicia Tucci & Bo , 2025. "Distinct immune cell infiltration patterns in pancreatic ductal adenocarcinoma (PDAC) exhibit divergent immune cell selection and immunosuppressive mechanisms," Nature Communications, Nature, vol. 16(1), pages 1-20, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-62647-4. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.