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Author

Laura-Jayne Gardiner

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Open access Sep 2026

Macrophage Signature-Based Prediction of Cancer Treatment Response Using Attention-Weighted Multiple Instance Learning

A Multiple Instance Learning framework that treats each patient as a bag of macrophage embeddings derived from a single-cell RNA foundation model shows the potential of MIL to uncover predictive and mechanistically interpretable immune states.

Matthew Madgwick, S. Witham, Martina Occhetta et al. · 0 citations

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