M. K. Niazi

Gene-structured histology for deriving and predicting pancreatic cancer molecular subtypes

into basal-like and classical states is a critical prognostic determinant, yet clinical implementation remains limited by the cost and turnaround time of transcriptomic sequencing. 1 – 3 Although routine histopathology captures rich morphological features, deep learning models often lack a principled connection to gene...