Are H&E-based computational models transforming molecular pathology diagnostics in cancer?

• Pan-cancer image-based detection of clinically actionable genetic alterations

  2020 Nature Cancer article Computer Science AI in cancer detection Open access cited by 6 patents

  699

  citations
• Development and validation of deep learning classifiers to detect Epstein-Barr virus and microsatellite instability status in gastric cancer: a retrospective multicentre cohort study

  2021 The Lancet Digital Health article Computer Science AI in cancer detection Open access

  127

  citations
• Artificial intelligence for detection of microsatellite instability in colorectal cancer—a multicentric analysis of a pre-screening tool for clinical application

  2022 ESMO Open article Computer Science AI in cancer detection Open access cited by 2 patents

  112

  citations
• From whole-slide image to biomarker prediction: end-to-end weakly supervised deep learning in computational pathology

  2024 Nature Protocols article Computer Science AI in cancer detection

  105

  citations
• Weakly supervised annotation‐free cancer detection and prediction of genotype in routine histopathology

  2021 The Journal of Pathology article Computer Science AI in cancer detection Open access

  82

  citations
• Benchmarking foundation models as feature extractors for weakly supervised computational pathology

  2025 Nature Biomedical Engineering article Computer Science AI in cancer detection Open access

  73

  citations
• Prediction of homologous recombination deficiency from routine histology with attention-based multiple instance learning in nine different tumor types

  2024 BMC Biology article Computer Science AI in cancer detection Open access

  22

  citations
• Hetairos is a histology-based artificial intelligence model for predicting central nervous system tumor methylation subtypes

  2026 Nature Cancer article Computer Science AI in cancer detection Open access

  3

  citations

8 results