Discovery of novel chemotype inhibitors targeting Anaplastic Lymphoma Kinase receptor through ligand-based pharmacophore modelling

SAR QSAR Environ Res. 2024 Sep;35(9):795-815. doi: 10.1080/1062936X.2024.2406398. Epub 2024 Oct 9.

Abstract

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 IC50 values. Remarkably, one of the identified leads possesses a novel chemotype compared to known ALK inhibitors.

Keywords: ALK; QSAR; chemotype; genetic function algorithm; pharmacophore.

MeSH terms

  • Anaplastic Lymphoma Kinase* / antagonists & inhibitors
  • Drug Discovery
  • Humans
  • Ligands
  • Models, Molecular
  • Pharmacophore
  • Protein Kinase Inhibitors / chemistry
  • Protein Kinase Inhibitors / pharmacology
  • Quantitative Structure-Activity Relationship*
  • Receptor Protein-Tyrosine Kinases / antagonists & inhibitors
  • Receptor Protein-Tyrosine Kinases / chemistry

Substances

  • Anaplastic Lymphoma Kinase
  • Ligands
  • ALK protein, human
  • Protein Kinase Inhibitors
  • Receptor Protein-Tyrosine Kinases