SmartApe AI

Oct 12, 2026 · Artificial Intelligence

scTransMIL: Transformer MIL Traces Cancer from Sample to Cell to Gene

The scTransMIL framework uses Transformer-based multiple instance learning to classify cancer samples, identify malignant cells via disease-relevance scores, and highlight candidate genes through attention mechanisms, validated across 400,000 cells, 30 cancer types, and an independent rheumatoid arthritis study with experimental confirmation.