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Updated: Mar 29, 2026

Quantitative Structure-Activity Relationship, Activity Prediction, and Molecular Dynamics of Non-nucleotide Reverse Transcriptase Inhibitors
Published on: May 9, 2025
Could the FDA-approved anti-HIV PR inhibitors be promising anticancer agents? An answer from enhanced docking
Olayide A Arodola1, Mahmoud E S Soliman1
1Molecular Modelling and Drug Design Lab, School of Health Sciences, Westville Campus, University of KwaZulu-Natal, Durban, South Africa.
Abstract:
Based on experimental data, the anticancer activity of nelfinavir (NFV), a US Food and Drug Administration (FDA)-approved HIV-1 protease inhibitor (PI), was reported. Nevertheless, the mechanism of action of NFV is yet to be verified. It was hypothesized that the anticancer activity of NFV is due to its inhibitory effect on heat shock protein 90 (Hsp90), a promising target for anticancer therapy. Such findings prompted us to investigate the potential anticancer activity of all other FDA-approved HIV-1 PIs against human Hsp90. To accomplish this, "loop docking" - an enhanced in-house developed molecular docking approach - followed by molecular dynamic simulations and postdynamic analyses were performed to elaborate on the binding mechanism and relative binding affinities of nine FDA-approved HIV-1 PIs against human Hsp90. Due to the lack of the X-ray crystal structure of human Hsp90, homology modeling was performed to create its 3D structure for subsequent simulations. Results showed that NFV has better binding affinity (ΔG =-9.2 kcal/mol) when compared with other PIs: this is in a reasonable accordance with the experimental data (IC50 3.1 μM). Indinavir, saquinavir, and ritonavir have close binding affinity to NFV (ΔG =-9.0, -8.6, and -8.5 kcal/mol, respectively). Per-residue interaction energy decomposition analysis showed that hydrophobic interaction (most importantly with Val534 and Met602) played the most predominant role in drug binding. To further validate the docking outcome, 5 ns molecular dynamic simulations were performed in order to assess the stability of the docked complexes. To our knowledge, this is the first account of detailed computational investigations aimed to investigate the potential anticancer activity and the binding mechanism of the FDA-approved HIV PIs binding to human Hsp90. Information gained from this study should also provide a route map toward the design, optimization, and further experimental investigation of potential derivatives of PIs to treat HER2+ breast cancer.
Insights
The anticancer activity of HIV-1 protease inhibitors (PIs) like nelfinavir may stem from inhibiting heat shock protein 90 (Hsp90). This study computationally investigated nine FDA-approved HIV-1 PIs binding to Hsp90, revealing nelfinavir
Area of Science:
- Computational drug discovery
- Molecular modeling
- Biochemistry
Background:
- Nelfinavir (NFV), an FDA-approved HIV-1 protease inhibitor (PI), exhibits anticancer activity, but its mechanism is unclear.
- Heat shock protein 90 (Hsp90) is a validated target for anticancer therapies.
- Hypothesized anticancer activity of NFV is linked to Hsp90 inhibition.
Purpose of the Study:
- To investigate the anticancer potential of FDA-approved HIV-1 PIs against human Hsp90.
- To elucidate the binding mechanism and affinities of these PIs to Hsp90 using computational methods.
Main Methods:
- Homology modeling to generate the 3D structure of human Hsp90.
- An enhanced molecular docking approach ('loop docking') to predict binding.
- Molecular dynamic simulations and postdynamic analyses to assess complex stability and binding.
Main Results:
- Nelfinavir (NFV) demonstrated the strongest binding affinity (ΔG = -9.2 kcal/mol) to Hsp90, consistent with experimental IC50 values.
- Other PIs like indinavir, saquinavir, and ritonavir showed comparable binding affinities.
- Hydrophobic interactions, particularly with Val534 and Met602, were key to drug binding.
Conclusions:
- This study provides the first detailed computational analysis of FDA-approved HIV-1 PIs binding to human Hsp90.
- Findings support Hsp90 as a target for NFV's anticancer effects and suggest potential for other PIs.
- Results offer a roadmap for designing novel PI derivatives for cancer therapy, including HER2+ breast cancer.
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