BKDRP: a biological knowledge-driven approach for drug response prediction using multi-omics data in cancer cell lines

In conclusion, BKDRP presents a novel biological knowledge-driven deep neural network model for cancer drug response prediction that shows strong predictive accuracy and interpretability. By integrating multi-omics data and incorporating domain knowledge, BKDRP has the strong potential for applications in biomarker discovery and the advancement of personalized oncology.

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Publication Details

Journal
BMC Bioinformatics
Published
2026-03-17
DOI
https://doi.org/10.1186/s12859-026-06406-2
Primary Topic
Computational Drug Discovery Methods
Type
article
Field-Weighted Citation Impact
0.00
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article

BKDRP: a biological knowledge-driven approach for drug response prediction using multi-omics data in cancer cell lines

Koyel Mandal, Sanghamitra Bandyopadhyay
BMC Bioinformatics
Computational Drug Discovery Methods
article

BKDRP: a biological knowledge-driven approach for drug response prediction using multi-omics data in cancer cell lines

Koyel Mandal, Sanghamitra Bandyopadhyay
article en

Abstract

In conclusion, BKDRP presents a novel biological knowledge-driven deep neural network model for cancer drug response prediction that shows strong predictive accuracy and interpretability. By integrating multi-omics data and incorporating domain knowledge, BKDRP has the strong potential for applications in biomarker discovery and the advancement of personalized oncology.

BMC Bioinformatics
Indian Statistical Institute (IN)
Openalex Percentile: Top 17%
Computational Drug Discovery Methods
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BKDRP: a biological knowledge-driven approach for drug response prediction using multi-omics data in cancer cell lines — Koyel Mandal, Sanghamitra Bandyopadhyay · BMC Bioinformatics (2026) | TGRS Research Map | TGRS