Machine Learning, Virtual Screening and Bioactivity Evaluation to Identify AJ-292/12941271 as an Anti-proliferative...

The objective of this study is to obtain inhibitors against mTOR targets with virtual screening, dynamic simulation and bioactivity assessment. This pursuit aims to obtain a rapid and accurate method for the discovery of new mTOR inhibitors.

Firstly, the researchers obtained nearly 9000 compounds by using ROC-guided machine learning from a library of over 200000 compounds. Secondly, virtual screening was used to evaluate the affinity of 45 compounds. Further analysis was performed to identify 6 hit compounds. Simultaneously, MTT antitumor activity evaluation and kinase inhibition assays are conducted for the active compounds to discern the most promising candidates. Furthermore, AO staining and JC-1 assays are performed for the selected compounds. Simultaneously, MTT antitumor activity evaluation and kinase inhibition assays are conducted for the active compounds to discern the most promising candidates. Furthermore, AO staining, JC-1 and hemolytic toxicity evaluation assays are performed for the selected compounds.

The kinase assay demonstrates that these 6 compounds display greater sensitivity to mTOR than to PI3K. Among them, compounds AJ-292/12941271 and AG-205/12550019 show better activity against mTOR target than PI3K, with an IC50 of 2.55 and 4.48 μM, respectively. Additionally, the anti-proliferative activity of the six hit compounds was also considered. Compound AJ-292/12941271 shows the best anticancer activity against A549 cell lines with an IC50 value of 4.3 μM. Further analysis reveals that compound AJ-292/12941271 induces apoptosis in the A549 cell line in a concentration- dependent or time-dependent manner. Hemolytic toxicity evaluation suggests that the compound AJ-292/12941271 is safe for further in vivo study.

This research proposes that the fused method of ROC-based machine learning, virtual screening, and bioactivity evaluation could be used to discover novel mTOR inhibitors quickly and precisely.