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Updated: Mar 23, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Exploring the conformational and binding properties of unphosphorylated/phosphorylated monomeric and trimeric Bcl-2
Oscar J Zacarías-Lara1, José Correa-Basurto1, Martiniano Bello1
1Laboratorio de Modelado Molecular y Bioinformática de la Escuela Superior de Medicina, Instituto Politécnico Nacional, México.
Abstract:
B-cell lymphoma (Bcl-2) is commonly associated with the progression and preservation of cancer and certain lymphomas; therefore, it is considered as a biological target against cancer. Nevertheless, evidence of all its structural binding sites has been hidden because of the lack of a complete Bcl-2 model, given the presence of a flexible loop domain (FLD), which is responsible for its complex behavior. FLD region has been implicated in phosphorylation, homotrimerization, and heterodimerization associated with Bcl-2 antiapoptotic function. In this contribution, homology modeling, molecular dynamics (MD) simulations in the microsecond (µs) time-scale and docking calculations were combined to explore the conformational complexity of unphosphorylated/phosphorylated monomeric and trimeric Bcl-2 systems. Conformational ensembles generated through MD simulations allowed for identifying the most populated unphosphorylated/phosphorylated monomeric conformations, which were used as starting models to obtain trimeric complexes through protein-protein docking calculations, also submitted to µs MD simulations. Principal component analysis showed that FLD represents the main contributor to total Bcl-2 mobility, and is affected by phosphorylation and oligomerization. Subsequently, based on the most representative unphosphorylated/phosphorylated monomeric and trimeric Bcl-2 conformations, docking studies were initiated to identify the ligand binding site of several known Bcl-2 inhibitors to explain their influence in homo-complex formation and phosphorylation. Docking studies showed that the different conformational states experienced by FLD, such as phosphorylation and oligomerization, play an essential role in the ability to make homo and hetero-complexes. © 2016 Wiley Periodicals, Inc. Biopolymers 105: 393-413, 2016.
Insights
Bcl-2
Area of Science:
- Biochemistry and structural biology, focusing on protein dynamics and interactions.
Background:
- B-cell lymphoma (Bcl-2) is a key target in cancer therapy due to its role in cancer progression.
- The Flexible Loop Domain (FLD) of Bcl-2 complicates structural modeling and understanding its anti-apoptotic function.
Purpose of the Study:
- To explore the conformational complexity of Bcl-2 monomers and trimers.
- To investigate the impact of phosphorylation and oligomerization on Bcl-2 structure and function.
- To identify ligand binding sites for Bcl-2 inhibitors.
Main Methods:
- Homology modeling was used to generate initial Bcl-2 models.
- Microsecond (µs) timescale molecular dynamics (MD) simulations were performed on monomeric and trimeric Bcl-2 systems.
- Protein-protein docking and subsequent MD simulations were used to analyze trimeric complexes.
- Principal Component Analysis (PCA) assessed protein mobility.
- Docking studies identified inhibitor binding sites.
Main Results:
- The Flexible Loop Domain (FLD) is the primary driver of Bcl-2 conformational mobility.
- Phosphorylation and oligomerization significantly affect FLD dynamics and Bcl-2 conformation.
- Specific binding sites for known Bcl-2 inhibitors were identified on different conformational states.
- Conformational states of FLD influence homo- and hetero-complex formation.
Conclusions:
- Understanding Bcl-2's conformational dynamics, particularly the FLD, is crucial for targeted cancer therapies.
- Phosphorylation and oligomerization are key regulatory mechanisms affecting Bcl-2's anti-apoptotic activity.
- The identified binding sites offer insights for designing novel Bcl-2 inhibitors.
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