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New SurfSpec framework improves drug design specificity without off-target data

Researchers have developed SurfSpec, a new framework for structure-based drug design that enhances specificity by analyzing the geometric mismatch between a ligand and its target pocket. This method provides a lower bound on specificity without requiring knowledge of off-target structures. SurfSpec iteratively grows ligands towards specific surface areas of the target pocket, improving empirical specificity while maintaining competitive target-affinity improvements, as demonstrated on the CrossDocked2020 test set. AI

IMPACT Introduces a novel computational approach for optimizing drug specificity, potentially accelerating lead optimization in drug discovery.

RANK_REASON Research paper detailing a new computational method for drug design. [lever_c_demoted from research: ic=1 ai=0.7]

Read on arXiv cs.LG →

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New SurfSpec framework improves drug design specificity without off-target data

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Research paper detailing a new computational method for drug design. [lever_c_demoted from research: ic=1 ai=0.7]
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COVERAGE [1]

  1. arXiv cs.LG TIER_1 English(EN) · Minyeong Hwang, Yoorim Gang, Ziseok Lee, Wooyeol Lee, Young Bin Park, Jae-Mun Choi, Kyungsu Kim, Eunho Yang ·

    SurfSpec: Enhancing Off-Target-Agnostic Specificity by Bounding Pocket-Ligand Geometric Mismatch

    arXiv:2609.02963v1 Announce Type: cross Abstract: Lead optimization in structure-based drug design aims to improve target binding while avoiding unintended interactions with off-target pockets. However, existing affinity-driven methods do not explicitly control specificity, where…