Evidence map›Paper›PMID 39394480›Full record

ArticleNature biotechnology2025

A comprehensive proteogenomic pipeline for neoantigen discovery to advance personalized cancer immunotherapy.

Florian Huber, Marion Arnaud, Brian J Stevenson, Justine Michaux, Fabrizio Benedetti, Jonathan Thevenet, Sara Bobisse, Johanna Chiffelle, Talita Gehert, Markus Müller and 19 more

Abstract read
In one paragraph

Article in Nature biotechnology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 88 papers.

0numbers the graph read from it
0cells of the map it votes in
88citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

88 citing papers in PubMed.

  1. Trial
  2. Review
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  4. Predicting Neoantigen Immunogenicity frombioRxiv : the preprint server for biology · 2026
    Article
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  6. Review
  7. Review
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  13. Technical review of artificial intelligence in TCR-T therapy.Journal of the National Cancer Center · 2026
    Review
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  16. Review
  17. Article
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  20. Article

28 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

29 authors.

Florian HuberDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.ORCID http://orcid.org/0000-0002-2585-9079
Marion ArnaudDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.ORCID http://orcid.org/0000-0003-0534-2379
Brian J StevensonDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
Justine MichauxDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
Fabrizio BenedettiDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.ORCID http://orcid.org/0000-0002-9959-9142
Jonathan ThevenetDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.ORCID http://orcid.org/0009-0008-1505-8068
Sara BobisseDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
Johanna ChiffelleDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.ORCID http://orcid.org/0000-0002-8312-2681
Talita GehertDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
Markus MüllerDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.ORCID http://orcid.org/0000-0003-0907-3583
HuiSong PakDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
Anne I KrämerDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
Emma Ricart AltimirasDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
Julien RacleDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.ORCID http://orcid.org/0000-0002-0100-0323
Marie Taillandier-CoindardDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
Katja MuehlethalerLudwig Institute for Cancer Research, Lausanne Branch, Lausanne, Switzerland.
Aymeric AugerDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
Damien SaugyDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
Baptiste MurguesDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
Abdelkader BenyagoubDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
David GfellerDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.ORCID http://orcid.org/0000-0002-3952-0930
Denarda Dangaj LanitiDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
Lana KandalaftDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.ORCID http://orcid.org/0000-0002-1575-6674
Blanca Navarro RodrigoDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
Hasna BouchaabDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.
Stephanie TissotDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.ORCID http://orcid.org/0000-0003-3080-4598
George CoukosDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.ORCID http://orcid.org/0000-0001-8813-7367
Alexandre HarariDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland.ORCID http://orcid.org/0000-0002-1055-2090
Michal Bassani-SternbergDepartment of Oncology, University of Lausanne (UNIL) and Lausanne University Hospital (CHUV), Lausanne, Switzerland. michal.bassani@chuv.ch.ORCID http://orcid.org/0000-0002-1934-954X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The accurate identification and prioritization of antigenic peptides is crucial for the development of personalized cancer immunotherapies. Publicly available pipelines to predict clinical neoantigens do not allow direct integration of mass spectrometry immunopeptidomics data, which can uncover antigenic peptides derived from various canonical and noncanonical sources. To address this, we present an end-to-end clinical proteogenomic pipeline, called NeoDisc, that combines state-of-the-art publicly available and in-house software for immunopeptidomics, genomics and transcriptomics with in silico tools for the identification, prediction and prioritization of tumor-specific and immunogenic antigens from multiple sources, including neoantigens, viral antigens, high-confidence tumor-specific antigens and tumor-specific noncanonical antigens. We demonstrate the superiority of NeoDisc in accurately prioritizing immunogenic neoantigens over recent prioritization pipelines. We showcase the various features offered by NeoDisc that enable both rule-based and machine-learning approaches for personalized antigen discovery and neoantigen cancer vaccine design. Additionally, we demonstrate how NeoDisc's multiomics integration identifies defects in the cellular antigen presentation machinery, which influence the heterogeneous tumor antigenic landscape.

Indexed as

Antigens, NeoplasmImmunotherapyNeoplasmsPrecision MedicineProteogenomicsCancer VaccinesHumansSoftwareAntigens, NeoplasmCancer Vaccines

Identifiers

PMID39394480
PMCPMC12339364

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.