Elucidating the Selective Mechanism of Drugs Targeting Cyclin-Dependent Kinases with Integrated MetaD-US Simulation
Lingling Wang1,2, Shu Li1, Sutong Xiang2
1Centre for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Sciences, Macao Polytechnic University, Macao 999078, China.
Abstract:
Cyclin-dependent kinases (CDKs), including CDK12 and CDK13, play crucial roles in regulating the cell cycle and RNA polymerase II activity, making them vital targets for cancer therapies. SR4835 is a selective inhibitor of CDK12/13, showing significant potential for treating triple-negative breast cancer. To elucidate the selective mechanism of SR4835 among three CDKs (CDK13/12/9), we developed an innovative enhanced sampling method, integrated well-tempered metadynamics-umbrella sampling (IMUS). IMUS synergistically combines the comprehensive pathway exploration capability of well-tempered metadynamics (WT-MetaD) with the precise free energy calculation capability of umbrella sampling, enabling the efficient and accurate characterization of drug-target interactions. The accurate calculation of binding free energy and the detailed analysis of the kinetic mechanism of the drug-target interaction using IMUS successfully elucidate the drug selectivity mechanism targeting the three CDKs, showing that the selectivity is primarily arising from differences in the stability of H-bonds within the Hinge region of the kinases and the interaction patterns during the protein-ligand recognition process. These findings also underscore the utility of IMUS in efficiently and accurately capturing drug-target interaction processes with clear mechanisms.
Insights
SR4835 selectively targets CDK12/13 kinases, crucial for cancer therapy. An innovative IMUS method reveals selectivity arises from specific H-bond stability and interactions within the kinase Hinge region.
Area of Science:
- Biochemistry
- Molecular Biology
- Pharmacology
Background:
- Cyclin-dependent kinases (CDKs), particularly CDK12 and CDK13, are critical regulators of the cell cycle and RNA polymerase II activity.
- These CDKs represent important therapeutic targets for various cancers, including triple-negative breast cancer.
Purpose of the Study:
- To elucidate the selective inhibition mechanism of SR4835 against CDK13/12/9.
- To characterize the drug-target interactions and binding free energy accurately.
Main Methods:
- Development and application of an innovative enhanced sampling method: integrated well-tempered metadynamics-umbrella sampling (IMUS).
- IMUS combines well-tempered metadynamics (WT-MetaD) for pathway exploration and umbrella sampling for precise free energy calculations.
- Analysis of binding free energy and kinetic mechanisms of drug-target interactions.
Main Results:
- The IMUS method successfully characterized the drug-target interaction process and binding free energy.
- SR4835 selectivity was elucidated, primarily driven by differences in Hinge region H-bond stability.
- Distinct protein-ligand interaction patterns were identified as key to selectivity.
Conclusions:
- The study successfully elucidated the drug selectivity mechanism of SR4835 against CDK family members.
- The findings highlight the crucial role of H-bond stability and interaction patterns in kinase inhibitor selectivity.
- The integrated well-tempered metadynamics-umbrella sampling (IMUS) method is validated as an efficient tool for studying drug-target interactions.
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