Artificial Intelligence–Detected Tumor-Infiltrating Lymphocytes and Outcomes in Anti–PD-1–Based Treated Melanoma

In this cohort study, among patients with advanced melanoma, higher levels of AI-detected TILs on pretreatment hematoxylin-eosin slides were independently associated with improved ICI response and survival. Given the accessibility of TIL scoring on routine histology, TILs may serve as a biomarker for ICI outcomes. To facilitate broader validation, the Hover-NeXt architecture and model weights are publicly available.

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Publication Details

Journal
JAMA Oncology
Published
2025-10-16
DOI
https://doi.org/10.1001/jamaoncol.2025.4072
Citations
1
Primary Topic
Cancer Immunotherapy and Biomarkers
Type
article
Field-Weighted Citation Impact
1.05
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article

Artificial Intelligence–Detected Tumor-Infiltrating Lymphocytes and Outcomes in Anti–PD-1–Based Treated Melanoma

Mark Schuiveling, Isabella A.J. van Duin, Mitko Veta, Geke A.P. Hospers et al.
1 citations
JAMA Oncology
Cancer Immunotherapy and Biomarkers
1.05
article

Artificial Intelligence–Detected Tumor-Infiltrating Lymphocytes and Outcomes in Anti–PD-1–Based Treated Melanoma

Mark Schuiveling, Isabella A.J. van Duin, Mitko Veta, Geke A.P. Hospers, John B.A.G. Haanen, Willeke A.M. Blokx, Jan Willem B. de Groot, Djura Piersma, Ellen Kapiteijn, Femke Burgers, Laurens S. ter Maat, Josien P. W. Pluim, Rik J. Verheijden, Anne M.R. Schrader, Hans M. Westgeest, J. C. van der Weerd, Alfons J.M. van den Eertwegh, Gerben Eise Breimer, Karijn P.M. Suijkerbuijk, Christian U. Blank, Paul J. van Diest, Franchette van den Berkmortel, Gerard Vreugdenhil, Marye J. Boers‐Sonderen
article en
1 citations

Abstract

In this cohort study, among patients with advanced melanoma, higher levels of AI-detected TILs on pretreatment hematoxylin-eosin slides were independently associated with improved ICI response and survival. Given the accessibility of TIL scoring on routine histology, TILs may serve as a biomarker for ICI outcomes. To facilitate broader validation, the Hover-NeXt architecture and model weights are publicly available.

JAMA OncologyVol. 11(12)
University Medical Center Groningen (NL), Radboud University Nijmegen (NL), University of Groningen (NL), Utrecht University (NL), Leiden University Medical Center (NL), Medisch Spectrum Twente (NL), Centre Hospitalier Universitaire Vaudois (CH), Radboud University Medical Center (NL), The Netherlands Cancer Institute (NL), University Medical Center Utrecht (NL), Amphia Ziekenhuis (NL), Oncode Institute (NL), Máxima Medisch Centrum (NL), Zuyderland Medisch Centrum (NL), Isala (NL), Cancer Center Amsterdam (NL), Eindhoven University of Technology (NL), Amsterdam UMC Location Vrije Universiteit Amsterdam (NL)
Openalex Percentile: Top 17%
Cancer Immunotherapy and Biomarkers
1.05
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