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Sep 2026

Transferring Cancer Drug Response Prediction Through Multi-Label Heuristic Domain Adaptation.

Accurate prediction of cancer drug response (CDR) is critical for oncology drug screening. Given the scarcity of labeled patient data, domain adaptation has emerged as a promising method to transfer supervision signals from the label-rich cell line data (source domain) into the patient prediction (target domain). Howev...

Dan Luo, Jian Zhang, Lei You et al. · 0 citations
Open access Aug 2026

Knowledge-driven multimodal mutual learning for cell line-targeted anticancer peptide prediction.

A hybrid dataset compiled from five well-established peptide databases is integrated and proposed, and the effectiveness of TargetPC is demonstrated, which outperforms the state-of-the-art baselines in terms of prediction accuracy, and maintains strong generalization to unseen ACPs and cell lines.

Xuan Liu, Jian Zhang, Chong-Yang Chen et al. · 0 citations

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