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AI and pharmacophore-based screening, molecular docking, and dynamic simulation for identification of CDK6 inhibitors
Yana Xu1, Zhehan Wang2, Tianhua Yang3
1Department of Pharmacy, Hangzhou Geriatric Hospital, Affiliated Hangzhou First People's Hospital Chengbei Campus, School of Medicine, Westlake University, Hangzhou, China.
Abstract:
The overactivated CDK6/Cyclin D3 complex is considered to be associated with poor prognosis in patients with NSCLC, thus developing CDK6/Cyclin D3 inhibitors is expected to provide new options for NSCLC patients. This study successfully utilized a mixed virtual screening workflow based on artificial intelligence, pharmacophores, and docking to rapidly identify multiple CDK6/Cyclin D3 inhibitors from a compound library consisting of 12,563 compounds, achieving a hit rate of over 40% (2 out of 5 selected candidate compounds). Among these, compound 2 exhibited the most potent CDK6/Cyclin D3 inhibitory activity, with an IC50 value of 38.6 nM, comparable to CDK6 inhibitors in clinical trial phases. In vitro antitumor activity indicated that compound 2 has strong proliferation-inhibitory activity against NSCLC, with IC50 values below 78 nM for two NSCLC cell lines, showing promise for further exploration. Kinetic simulation results revealed that compound 2 binds to the ATP-binding pocket of CDK6, stabilizing its conformation through hydrogen bond interaction with Val101 and ionic interaction with Asp104, providing new insights for the development of subsequent CDK6 inhibitors.
Insights
Researchers identified potent inhibitors for the overactivated CDK6/Cyclin D3 complex, a target linked to poor prognosis in non-small cell lung cancer (NSCLC). Compound 2 shows significant promise for NSCLC treatment by inhibiting tumor cell proliferation.
Area of Science:
- Biochemistry
- Pharmacology
- Oncology
Background:
- Overactivation of the CDK6/Cyclin D3 complex is linked to poor prognosis in non-small cell lung cancer (NSCLC).
- Targeting this complex with inhibitors offers potential new therapeutic strategies for NSCLC patients.
Purpose of the Study:
- To rapidly identify novel inhibitors of the CDK6/Cyclin D3 complex using a multi-faceted virtual screening approach.
- To evaluate the in vitro efficacy and mechanism of action of identified inhibitors against NSCLC.
Main Methods:
- A mixed virtual screening workflow integrating artificial intelligence, pharmacophore modeling, and molecular docking was employed.
- A library of 12,563 compounds was screened to identify potential CDK6/Cyclin D3 inhibitors.
- In vitro assays were conducted to assess the inhibitory activity and anti-proliferative effects of lead compounds against NSCLC cell lines.
Main Results:
- The screening workflow successfully identified multiple CDK6/Cyclin D3 inhibitors with a hit rate exceeding 40%.
- Compound 2 demonstrated potent CDK6/Cyclin D3 inhibitory activity (IC50 = 38.6 nM) and significant proliferation-inhibitory effects against NSCLC cell lines (IC50 < 78 nM).
- Kinetic simulations revealed that compound 2 binds to the ATP-binding pocket of CDK6, stabilizing its conformation via specific interactions.
Conclusions:
- The study successfully identified potent CDK6/Cyclin D3 inhibitors, including compound 2, with promising anti-NSCLC activity.
- Compound 2's potent inhibition and favorable binding interactions provide a strong foundation for developing novel NSCLC therapeutics.
- The findings offer valuable insights into the structural basis for CDK6 inhibition, guiding future drug design efforts.
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M cyclin...

