Evidence map›Paper›PMID 40498839›Full record

ArticleScience advances2025

Phage display enables machine learning discovery of cancer antigen-specific TCRs.

Giancarlo Croce, Rachid Lani, Delphine Tardivon, Sara Bobisse, Mariastella de Tiani, Maiia Bragina, Marta A S Perez, Justine Michaux, Hui Song Pak, Alexandra Michel and 10 more

Abstract read
In one paragraph

Article in Science advances, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing 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

8 citing papers in PubMed.

  1. Review
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  7. CIMT 2025: Report on the 22Human vaccines & immunotherapeutics · 2025
    Article
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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

20 authors.

Giancarlo CroceDepartment of Oncology UNIL CHUV, Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland.ORCID 0000-0003-0944-1884
Rachid LaniSwiss Cancer Center Leman (SCCL), Lausanne, Switzerland.ORCID 0009-0009-2685-135X
Delphine TardivonSwiss Cancer Center Leman (SCCL), Lausanne, Switzerland.
Sara BobisseAgora Cancer Research Centre, Lausanne, Switzerland.
Mariastella de TianiSwiss Cancer Center Leman (SCCL), Lausanne, Switzerland.
Maiia BraginaDepartment of Oncology UNIL CHUV, Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland.
Marta A S PerezDepartment of Oncology UNIL CHUV, Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland.ORCID 0000-0002-3963-5965
Justine MichauxAgora Cancer Research Centre, Lausanne, Switzerland.
Hui Song PakAgora Cancer Research Centre, Lausanne, Switzerland.
Alexandra MichelAgora Cancer Research Centre, Lausanne, Switzerland.
Talita GehretAgora Cancer Research Centre, Lausanne, Switzerland.
Julien SchmidtSwiss Cancer Center Leman (SCCL), Lausanne, Switzerland.
Philippe GuillameSwiss Cancer Center Leman (SCCL), Lausanne, Switzerland.
Michal Bassani-SternbergAgora Cancer Research Centre, Lausanne, Switzerland.ORCID 0000-0002-1934-954X
Vincent ZoeteDepartment of Oncology UNIL CHUV, Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland.ORCID 0000-0002-2336-6537
Alexandre HarariAgora Cancer Research Centre, Lausanne, Switzerland.ORCID 0000-0002-1055-2090
Nathalie RuferSwiss Cancer Center Leman (SCCL), Lausanne, Switzerland.
Michael HebeisenSwiss Cancer Center Leman (SCCL), Lausanne, Switzerland.ORCID 0000-0003-3416-1112
Steven M DunnSwiss Cancer Center Leman (SCCL), Lausanne, Switzerland.ORCID 0000-0002-7402-9581
David GfellerDepartment of Oncology UNIL CHUV, Ludwig Institute for Cancer Research, University of Lausanne, Lausanne, Switzerland.ORCID 0000-0002-3952-0930

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

T cells targeting epitopes in infectious diseases or cancer play a central role in spontaneous and therapy-induced immune responses. Epitope recognition is mediated by the binding of the T cell receptor (TCR), and TCRs recognizing clinically relevant epitopes are promising for T cell-based therapies. Starting from a TCR targeting the cancer-testis antigen NY-ESO-1

Indexed as

Antigens, NeoplasmCell Surface Display TechniquesMachine LearningNeoplasmsPeptide LibraryReceptors, Antigen, T-CellEpitopes, T-LymphocyteHumansMembrane ProteinsAntigens, NeoplasmCTAG1B protein, humanEpitopes, T-LymphocyteMembrane ProteinsPeptide LibraryReceptors, Antigen, T-Cell

Identifiers

PMID40498839
PMCPMC12225687

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

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.