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  • KLSD: A CuratedKinase–Ligand Database MappingSelectivity Landscapes and Polypharmacology
  • https://doi.org/10.1021/acsomega.5c11061Copy DOI Icon

KLSD: A CuratedKinase–Ligand Database MappingSelectivity Landscapes and Polypharmacology

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Abstract

Herein, we present a database, KLSD, which is a curatedresourceof 787 213 small-molecule kinase inhibitors annotated with 1.8 M quantitativeactivity records across 428 human kinases, emphasizing selectivityand polypharmacology. Moreover, we introduce a dual-task ensemblethat simultaneously regresses pAct and computes selectivity scores.The core is a multibranch residual multilayer perceptron (MLP) whosebranches are kinase-specific; this is augmented by SVM, RF, XGBoost,CNN, GCN, GAT, RGCN and VAE-enhanced graph nets. Continuous potencylabels replace categorical classes to improve resolution. Benchmarkedon the JAK family (JAK1/2/3, TYK2), the ensemble achieves classificationaccuracies of ≥0.84 for each kinase and 0.98 overall, demonstratingstrong generalizability. KLSD and models are freely available at http://ai.njucm.edu.cn:8080.

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