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Updated: Nov 20, 2025

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Rational design of PIN1 inhibitors for cancer treatment based on conformational diversity analysis and docking based
Julián Maggio1, Maia Cabrera2, Romina Armando1
1Departamento de Ciencia y Tecnología, Laboratorio de Oncología Molecular, Universidad Nacional de Quilmes, Bernal, Argentina.
Abstract:
The parvulin PIN1 (peptidyl-prolyl cis-trans isomerase NIMA-interacting 1), is the only enzyme capable of isomerizing prolines of phospho-Serine/Threonine-Proline motifs. PIN1 binds to a subset of proteins and plays an essential role in regulating protein function post-phosphorylation control. Furthermore, the activity of PIN1 regulates the outcome of the signalling of proline-directed kinases (e.g. MAPK, CDK, or GSK3) and thus regulates cell proliferation and cell survival. For these reasons, PIN1 inhibitors are interesting since they may have therapeutic implications for cancer. Several authors have already reported that the non-structural point mutation Trp34Ala prevents PIN1 from interacting with its downstream effector proteins. In this work, we characterized PIN1 structurally, intending to explore new inhibition targets for the rational design of pharmacological activity compounds. Through a conformational diversity analysis of PIN1, we identified and characterized a highly specific druggable pocket around the residue Trp34. This pocket was used in a high-throughput docking screening of 450,000 drug-like compounds, and the top 10 were selected for re-docking studies on the previously used conformers. Finally, we evaluated the binding of each compound by thermal shift assay and found four molecules with a high affinity for PIN1 and potential inhibitory activity. Through this strategy, we achieved novel drug candidates with the ability to interfere with the phosphorylation-dependent actions of PIN1 and with potential applications in the treatment of cancer.Communicated by Ramaswamy H. Sarma.
Insights
Peptidyl-prolyl cis-trans isomerase NIMA-interacting 1 (PIN1) regulates key cell processes. Researchers identified a new druggable pocket on PIN1, leading to four potential cancer drug candidates.
Area of Science:
- Biochemistry
- Molecular Biology
- Medicinal Chemistry
Background:
- PIN1 (peptidyl-prolyl cis-trans isomerase NIMA-interacting 1) is crucial for post-phosphorylation protein regulation.
- PIN1 activity influences cell proliferation and survival, making it a target for cancer therapy.
- A Trp34Ala mutation disrupts PIN1's interaction with effector proteins.
Purpose of the Study:
- To structurally characterize PIN1 and identify novel targets for drug design.
- To explore new inhibition strategies for PIN1-related cancer therapeutics.
Main Methods:
- Conformational diversity analysis of PIN1.
- High-throughput docking screening of 450,000 drug-like compounds.
- Thermal shift assay to evaluate compound binding affinity.
Main Results:
- A specific druggable pocket near the Trp34 residue was identified.
- Four compounds demonstrated high affinity and potential inhibitory activity against PIN1.
- Novel drug candidates capable of interfering with PIN1's phosphorylation-dependent actions were discovered.
Conclusions:
- The identified Trp34-associated pocket is a promising target for PIN1 inhibitor development.
- These findings offer new therapeutic strategies for cancers involving PIN1 dysregulation.
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