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  1. Article

    Open Access

    A fully automated and explainable algorithm for predicting malignant transformation in oral epithelial dysplasia

    Oral epithelial dysplasia (OED) is a premalignant histopathological diagnosis given to lesions of the oral cavity. Its grading suffers from significant inter-/intra-observer variability, and does not reliably ...

    Adam J. Shephard, Raja Muhammad Saad Bashir, Hanya Mahmood in npj Precision Oncology (2024)

  2. Article

    Open Access

    AI-enabled routine H&E image based prognostic marker for early-stage luminal breast cancer

    Breast cancer (BC) grade is a well-established subjective prognostic indicator of tumour aggressiveness. Tumour heterogeneity and subjective assessment result in high degree of variability among observers in B...

    Noorul Wahab, Michael Toss, Islam M. Miligy, Mostafa Jahanifar in npj Precision Oncology (2023)

  3. Article

    Open Access

    Unmasking the immune microecology of ductal carcinoma in situ with deep learning

    Despite increasing evidence supporting the clinical relevance of tumour infiltrating lymphocytes (TILs) in invasive breast cancer, TIL spatial variability within ductal carcinoma in situ (DCIS) samples and its...

    Priya Lakshmi Narayanan, Shan E. Ahmed Raza, Allison H. Hall in npj Breast Cancer (2021)