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.

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.

Related Concept Videos

Inhibition of Cdk Activity02:34

Inhibition of Cdk Activity

The orderly progression of the cell cycle depends on the activation of Cdk protein by binding to its cyclin partner. However, the cell cycle must be restricted when undergoing abnormal changes. Most cancers correlate to the deregulated cell cycle, and since Cdks are a central component of the cell cycle, Cdk inhibitors are extensively studied to develop anticancer agents. For instance, cyclin D associates with several Cdks, such as Cdk 4/6, to form an active complex. The cyclin D-Cdk4/6 complex...
Inhibition of CDK Activity02:34

Inhibition of CDK Activity

The orderly progression of the cell cycle depends on the activation of Cdk protein by binding to its cyclin partner. However, the cell cycle must be restricted when undergoing abnormal changes. Most cancers correlate to the deregulated cell cycle, and since Cdks are a central component of the cell cycle, Cdk inhibitors are extensively studied to develop anticancer agents. For instance, cyclin D associates with several Cdks, such as Cdk 4/6, to form an active complex. The cyclin D-Cdk4/6 complex...
M-Cdk Drives Transition Into Mitosis02:15

M-Cdk Drives Transition Into Mitosis

Checkpoints throughout the cell cycle serve as safeguards and gatekeepers, allowing the cell cycle to progress in favorable conditions and slow or halt it in problematic ones. This regulation is known as the cell cycle control system.
Cyclin-dependent kinases, or Cdks, work in concert with cyclins to control cell cycle transitions. M-Cdk, a complex of Cdk1 bound to M cyclin, is a well-known example of this coordinated control that drives the transition from the G2 to the M phase.
M cyclin...