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. 2021 Apr 7;26(8):2114.
doi: 10.3390/molecules26082114.

Identification of Flavonoids as Putative ROS-1 Kinase Inhibitors Using Pharmacophore Modeling for NSCLC Therapeutics

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Identification of Flavonoids as Putative ROS-1 Kinase Inhibitors Using Pharmacophore Modeling for NSCLC Therapeutics

Shraddha Parate et al. Molecules. .

Abstract

Non-small cell lung cancer (NSCLC) is a lethal non-immunogenic malignancy and proto-oncogene ROS-1 tyrosine kinase is one of its clinically relevant oncogenic markers. The ROS-1 inhibitor, crizotinib, demonstrated resistance due to the Gly2032Arg mutation. To curtail this resistance, researchers developed lorlatinib against the mutated kinase. In the present study, a receptor-ligand pharmacophore model exploiting the key features of lorlatinib binding with ROS-1 was exploited to identify inhibitors against the wild-type (WT) and the mutant (MT) kinase domain. The developed model was utilized to virtually screen the TimTec flavonoids database and the retrieved drug-like hits were subjected for docking with the WT and MT ROS-1 kinase. A total of 10 flavonoids displayed higher docking scores than lorlatinib. Subsequent molecular dynamics simulations of the acquired flavonoids with WT and MT ROS-1 revealed no steric clashes with the Arg2032 (MT ROS-1). The binding free energy calculations computed via molecular mechanics/Poisson-Boltzmann surface area (MM/PBSA) demonstrated one flavonoid (Hit) with better energy than lorlatinib in binding with WT and MT ROS-1. The Hit compound was observed to bind in the ROS-1 selectivity pocket comprised of residues from the β-3 sheet and DFG-motif. The identified Hit from this investigation could act as a potent WT and MT ROS-1 inhibitor.

Keywords: MM/PBSA; NSCLC; ROS-1 kinase; drug resistance; flavonoids; molecular docking; molecular dynamics simulations; structure-based pharmacophore; virtual screening.

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Conflict of interest statement

The authors declare no conflict of interest.

Figures

Figure 1
Figure 1
Receptor-ligand pharmacophore model- Pharmacophore_01. (A) Pharmacophore model generated at the catalytic site of c-ros oncogene1 (ROS-1) complexed with its co-crystallized ligand, lorlatinib. (B) ROS-1 selective inhibitor, lorlatinib mapping with essential residues of the ROS-1 active site via key pharmacophoric features- HBD, HBA and Hy. (C) Interfeature distance between the generated features of the pharmacophore. HBD (hydrogen bond donor); HBA (hydrogen bond acceptor); Hy (hydrophobic).
Figure 2
Figure 2
Representation of the steps involved in retrieving drug-like flavonoids for molecular docking, from the TimTec database using the receptor-ligand pharmacophore model.
Figure 3
Figure 3
Backbone root-mean-square deviation (RMSD) analysis of (A) wild-type (WT) and (B) mutated (RT) ROS-1 systems.
Figure 4
Figure 4
Binding mode of co-crystallized inhibitor, Lorlatinib (reference) and identified flavonoids within the catalytic pocket of (A) WT and (B) MT ROS-1 kinase.
Figure 5
Figure 5
Binding mode of (A) lorlatinib and (B) Hit compound in the wild type (WT) ROS-1 catalytic pocket and molecular interactions with key residues.
Figure 6
Figure 6
Binding mode of (A) lorlatinib and (B) Hit compound in the mutated (MT) ROS-1 catalytic pocket and molecular interactions with key residues.
Figure 7
Figure 7
The 2D structures of lorlatinib and Hit flavonoid compound of ROS-1 tyrosine kinase.

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References

    1. Molina J.R., Yang P., Cassivi S.D., Schild S.E., Adjei A.A. Non-small cell lung cancer: Epidemiology, risk factors, treatment, and survivorship. Mayo. Clin. Proc. 2008;83:584–594. doi: 10.1016/S0025-6196(11)60735-0. - DOI - PMC - PubMed
    1. Rajurkar S., Mambetsariev I., Pharaon R., Leach B., Tan T., Kulkarni P., Salgia R. Non-Small Cell Lung Cancer from Genomics to Therapeutics: A Framework for Community Practice Integration to Arrive at Personalized Therapy Strategies. J. Clin. Med. 2020;9:1870. doi: 10.3390/jcm9061870. - DOI - PMC - PubMed
    1. Bubendorf L., Büttner R., Al-Dayel F., Dietel M., Elmberger G., Kerr K., López-Ríos F., Marchetti A., Öz B., Pauwels P., et al. Testing for ROS1 in non-small cell lung cancer: A review with recommendations. Virchows Arch. 2016;469:489–503. doi: 10.1007/s00428-016-2000-3. - DOI - PMC - PubMed
    1. Camp E., Anderson P.J., Zannettino A.C.W., Gronthos S. Tyrosine kinase receptor c-ros-oncogene 1 mediates TWIST-1 regulation of human mesenchymal stem cell lineage commitment. Bone. 2017;94:98–107. doi: 10.1016/j.bone.2016.09.019. - DOI - PubMed
    1. Zhu V.W., Upadhyay D., Schrock A.B., Gowen K., Ali S.M., Ou S.H.I. TPD52L1-ROS1, a new ROS1 fusion variant in lung adenosquamous cell carcinoma identified by comprehensive genomic profiling. Lung Cancer. 2016;97:48–50. doi: 10.1016/j.lungcan.2016.04.013. - DOI - PubMed

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