A multi-representation deep-learning framework for accurate multicancer classification

These findings demonstrate GraphVar as a robust and interpretable framework for multicancer classification. The model's high accuracy and its ability to identify functionally meaningful genomic signatures indicate its potential as a tool to support precision diagnostics and therapeutic strategies, warranting further translational studies.