Borsatto Alberto, Gianquinto Eleonora, Rizzi Valerio, Gervasio Francesco Luigi
School of Pharmaceutical Sciences, University of Geneva, 1205 Geneva, Switzerland.
Institute of Pharmaceutical Sciences of Western Switzerland, University of Geneva, 1205 Geneva, Switzerland.
J Chem Theory Comput. 2024 Apr 23;20(8):3335-3348. doi: 10.1021/acs.jctc.3c01318. Epub 2024 Apr 2.
Protein-protein interactions mediate most molecular processes in the cell, offering a significant opportunity to expand the set of known druggable targets. Unfortunately, targeting these interactions can be challenging due to their typically flat and featureless interaction surfaces, which often change as the complex forms. Such surface changes may reveal hidden (cryptic) druggable pockets. Here, we analyze a set of well-characterized protein-protein interactions harboring cryptic pockets and investigate the predictive power of current computational methods. Based on our observations, we developed a new computational strategy, SWISH-X (SWISH Expanded), which combines the established cryptic pocket identification capabilities of SWISH with the rapid temperature range exploration of OPES MultiThermal. SWISH-X is able to reliably identify cryptic pockets at protein-protein interfaces while retaining its predictive power for revealing cryptic pockets in isolated proteins, such as TEM-1 β-lactamase.
蛋白质-蛋白质相互作用介导细胞中的大多数分子过程,为扩大已知可成药靶点的范围提供了重要机会。不幸的是,由于这些相互作用通常具有平坦且无特征的相互作用表面,靶向这些相互作用可能具有挑战性,这些表面通常会随着复合物的形成而发生变化。这种表面变化可能会揭示隐藏的(隐秘的)可成药口袋。在这里,我们分析了一组具有隐秘口袋的特征明确的蛋白质-蛋白质相互作用,并研究了当前计算方法的预测能力。基于我们的观察结果,我们开发了一种新的计算策略,即SWISH-X(扩展的SWISH),它将已确立的SWISH隐秘口袋识别能力与OPES MultiThermal的快速温度范围探索相结合。SWISH-X能够可靠地识别蛋白质-蛋白质界面处的隐秘口袋,同时保留其在揭示分离蛋白(如TEM-1 β-内酰胺酶)中隐秘口袋的预测能力。