MCT-CRO, Jeddah, Saudi Arabia.
Department of Pharmaceutical Chemistry and Pharmacognosy, Faculty of Pharmacy, Applied Sciences Private University, Amman, Jordan.
SAR QSAR Environ Res. 2024 Sep;35(9):795-815. doi: 10.1080/1062936X.2024.2406398. Epub 2024 Oct 9.
Anaplastic Lymphoma Kinase (ALK) is a receptor tyrosine kinase within the insulin receptor superfamily. Alterations in ALK, such as rearrangements, mutations, or amplifications, have been detected in various tumours, including lymphoma, neuroblastoma, and non-small cell lung cancer. In this study, we outline a computational workflow designed to uncover new inhibitors of ALK. This process starts with a ligand-based exploration of the pharmacophoric space using 13 diverse sets of ALK inhibitors. Subsequently, quantitative structure-activity relationship (QSAR) modelling is employed in combination with a genetic function algorithm to identify the optimal combination of pharmacophores and molecular descriptors capable of elucidating variations in anti-ALK bioactivities within a compiled list of inhibitors. The successful QSAR model revealed three pharmacophores, two of which share three similar features, prompting their merger into a single pharmacophore model. The merged pharmacophore was used as a 3D search query to mine the National Cancer Institute (NCI) database for novel anti-ALK leads. Subsequent in vitro bioassay of the top 40 hits identified two compounds with low micromolar IC values. Remarkably, one of the identified leads possesses a novel chemotype compared to known ALK inhibitors.
间变性淋巴瘤激酶(ALK)是胰岛素受体超家族中的一种受体酪氨酸激酶。在各种肿瘤中,如淋巴瘤、神经母细胞瘤和非小细胞肺癌,已经检测到 ALK 的改变,如重排、突变或扩增。在这项研究中,我们概述了一种旨在发现新的 ALK 抑制剂的计算工作流程。该过程首先使用 13 种不同的 ALK 抑制剂对药效空间进行基于配体的探索。随后,结合遗传功能算法进行定量构效关系(QSAR)建模,以确定药效团和分子描述符的最佳组合,这些组合能够阐明在抑制剂列表中抗 ALK 生物活性的变化。成功的 QSAR 模型揭示了三个药效团,其中两个具有三个相似的特征,促使它们合并为一个单一的药效团模型。合并的药效团被用作 3D 搜索查询,以从国家癌症研究所(NCI)数据库中挖掘新型抗 ALK 先导化合物。对前 40 个命中化合物的后续体外生物测定鉴定出两种具有低微摩尔 IC 值的化合物。值得注意的是,其中一种鉴定出的先导化合物具有与已知 ALK 抑制剂相比的新型化学型。