Non-Canonical Binding of Nelfinavir in HIV-1 Protease Variants Reveals Structural Mechanisms of Antiretroviral Resistance
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Population and Sample Collection
2.2. RNA Extraction and RT-PCR Amplification
2.3. Sequencing and Phylogenetic Analysis
2.4. Antiretroviral Resistance Analysis
2.5. Structural Modeling
2.6. Molecular Docking Analysis
3. Results
3.1. Phylogenetic Classification of HIV-1 Protease Sequences
3.2. Modeling of Wild-Type Sequences
3.3. Structural Analysis of Nelfinavir–Protease Interactions
4. Discussion
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Greene, W.C. A History of AIDS: Looking Back to See Ahead. Eur. J. Immunol. 2007, 37, S94–S102. [Google Scholar] [CrossRef] [PubMed]
- Fischl, M.A.; Richman, D.D.; Grieco, M.H.; Gottlieb, M.S.; Volberding, P.A.; Laskin, O.L.; Leedom, J.M.; Groopman, J.E.; Mildvan, D.; Schooley, R.T.; et al. The Efficacy of Azidothymidine (AZT) in the Treatment of Patients with AIDS and AIDS-Related Complex. N. Engl. J. Med. 1987, 317, 185–191. [Google Scholar] [CrossRef] [PubMed]
- Rooke, R.; Tremblay, M.; Soudeyns, H.; DeStephano, L.; Yao, X.J.; Fanning, M.; Montaner, J.S.; O’Shaughnessy, M.; Gelmon, K.; Tsoukas, C. Isolation of Drug-Resistant Variants of HIV-1 from Patients on Long-Term Zidovudine Therapy. Canadian Zidovudine Multi-Centre Study Group. AIDS 1989, 3, 411–415. [Google Scholar] [CrossRef] [PubMed]
- Lederman, M.M.; Connick, E.; Landay, A.; Kuritzkes, D.R.; Spritzler, J.; St Clair, M.; Kotzin, B.L.; Fox, L.; Chiozzi, M.H.; Leonard, J.M.; et al. Immunologic Responses Associated with 12 Weeks of Combination Antiretroviral Therapy Consisting of Zidovudine, Lamivudine, and Ritonavir: Results of AIDS Clinical Trials Group Protocol 315. J. Infect. Dis. 1998, 178, 70–79. [Google Scholar] [CrossRef] [PubMed]
- Ledergerber, B.; Egger, M.; Opravil, M.; Telenti, A.; Hirschel, B.; Battegay, M.; Vernazza, P.; Sudre, P.; Flepp, M.; Furrer, H.; et al. Clinical Progression and Virological Failure on Highly Active Antiretroviral Therapy in HIV-1 Patients: A Prospective Cohort Study. Swiss HIV Cohort Study. Lancet 1999, 353, 863–868. [Google Scholar] [CrossRef] [PubMed]
- Murray, J.S.; Elashoff, M.R.; Iacono-Connors, L.C.; Cvetkovich, T.A.; Struble, K.A. The Use of Plasma HIV RNA as a Study Endpoint in Efficacy Trials of Antiretroviral Drugs. AIDS 1999, 13, 797. [Google Scholar] [CrossRef] [PubMed]
- Cesarman, E.; Damania, B.; Krown, S.E.; Martin, J.; Bower, M.; Whitby, D. Kaposi Sarcoma. Nat. Rev. Dis. Prim. 2019, 5, 9. [Google Scholar] [CrossRef] [PubMed]
- Egger, M.; May, M.; Chêne, G.; Phillips, A.N.; Ledergerber, B.; Dabis, F.; Costagliola, D.; D’Arminio Monforte, A.; de Wolf, F.; Reiss, P.; et al. Prognosis of HIV-1-Infected Patients Starting Highly Active Antiretroviral Therapy: A Collaborative Analysis of Prospective Studies. Lancet 2002, 360, 119–129. [Google Scholar] [CrossRef] [PubMed]
- HIV-CAUSAL Collaboration; Ray, M.; Logan, R.; Sterne, J.A.C.; Hernández-Díaz, S.; Robins, J.M.; Sabin, C.; Bansi, L.; van Sighem, A.; de Wolf, F.; et al. The Effect of Combined Antiretroviral Therapy on the Overall Mortality of HIV-Infected Individuals. AIDS 2010, 24, 123–137. [Google Scholar] [CrossRef] [PubMed]
- Hu, W.-S.; Hughes, S.H. HIV-1 Reverse Transcription. Cold Spring Harb. Perspect. Med. 2012, 2, a006882. [Google Scholar] [CrossRef] [PubMed]
- Charpentier, C.; Nora, T.; Tenaillon, O.; Clavel, F.; Hance, A.J. Extensive Recombination among Human Immunodeficiency Virus Type 1 Quasispecies Makes an Important Contribution to Viral Diversity in Individual Patients. J. Virol. 2006, 80, 2472–2482. [Google Scholar] [CrossRef] [PubMed]
- Beard, W.A.; Wilson, S.H. Site-Directed Mutagenesis of HIV Reverse Transcriptase to Probe Enzyme Processivity and Drug Binding. Curr. Opin. Biotechnol. 1994, 5, 414–421. [Google Scholar] [CrossRef] [PubMed]
- Dash, C. Using Pyrrolo-Deoxycytosine to Probe RNA/DNA Hybrids Containing the Human Immunodeficiency Virus Type-1 3′ Polypurine Tract. Nucleic Acids Res. 2004, 32, 1539–1547. [Google Scholar] [CrossRef] [PubMed][Green Version]
- Abram, M.E.; Ferris, A.L.; Shao, W.; Alvord, W.G.; Hughes, S.H. Nature, Position, and Frequency of Mutations Made in a Single Cycle of HIV-1 Replication. J. Virol. 2010, 84, 9864–9878. [Google Scholar] [CrossRef] [PubMed]
- Goody, R.S.; Müller, B.; Restle, T. Factors Contributing to the Inhibition of HIV Reverse Transcriptase by Chain-Terminating Nucleotides in Vitro and in Vivo. FEBS Lett. 1991, 291, 1–5. [Google Scholar] [CrossRef] [PubMed]
- Brady, S.; Singh, G.; Bolinger, C.; Song, Z.; Boeras, I.; Weng, K.; Trent, B.; Brown, W.C.; Singh, K.; Boris-Lawrie, K.; et al. Virion-Associated, Host-Derived DHX9/RNA Helicase A Enhances the Processivity of HIV-1 Reverse Transcriptase on Genomic RNA. J. Biol. Chem. 2019, 294, 11473–11485. [Google Scholar] [CrossRef] [PubMed]
- Goffin, V. Transcription Factor Binding Sites in the Pol Gene Intragenic Regulatory Region of HIV-1 Are Important for Virus Infectivity. Nucleic Acids Res. 2005, 33, 4285–4310. [Google Scholar] [CrossRef] [PubMed]
- Tamura, K.; Stecher, G.; Kumar, S. MEGA11: Molecular Evolutionary Genetics Analysis Version 11. Mol. Biol. Evol. 2021, 38, 3022–3027. [Google Scholar] [CrossRef] [PubMed]
- Pineda-Peña, A.-C.; Faria, N.R.; Imbrechts, S.; Libin, P.; Abecasis, A.B.; Deforche, K.; Gómez-López, A.; Camacho, R.J.; de Oliveira, T.; Vandamme, A.-M. Automated Subtyping of HIV-1 Genetic Sequences for Clinical and Surveillance Purposes: Performance Evaluation of the New REGA Version 3 and Seven Other Tools. Infect. Genet. Evol. 2013, 19, 337–348. [Google Scholar] [CrossRef] [PubMed]
- Struck, D.; Perez-Bercoff, D.; Devaux, C.; Schmit, J.C.; Danielle, P.B. COMET: A Novel Approach to HIV-1 Subtype Prediction. In Proceedings of the 8th European HIV Drug Resistance Workshop, Sorrento, Italy, 17–19 March 2010; pp. 17–19. [Google Scholar]
- Schultz, A.-K.; Zhang, M.; Bulla, I.; Leitner, T.; Korber, B.; Morgenstern, B.; Stanke, M. jpHMM: Improving the Reliability of Recombination Prediction in HIV-1. Nucleic Acids Res. 2009, 37, W647–W651. [Google Scholar] [CrossRef] [PubMed]
- Myers: A Statistical Model for HIV-1 Sequence Classificat…—Google Académico. Available online: https://academic.oup.com/bioinformatics/article/21/17/3535/212806 (accessed on 4 March 2024).
- Liu, T.F.; Shafer, R.W. Web Resources for HIV Type 1 Genotypic-Resistance Test Interpretation. Clin. Infect. Dis. 2006, 42, 1608–1618. [Google Scholar] [CrossRef] [PubMed]
- Wensing, A.M.; Calvez, V.; Ceccherini-Silberstein, F.; Charpentier, C.; Günthard, H.F.; Paredes, R.; Shafer, R.W.; Richman, D.D. 2019 Update of the Drug Resistance Mutations in HIV-1. Top. Antivir. Med. 2019, 27, 111–121. [Google Scholar] [PubMed]
- Bennett, D.E.; Camacho, R.J.; Otelea, D.; Kuritzkes, D.R.; Fleury, H.; Kiuchi, M.; Heneine, W.; Kantor, R.; Jordan, M.R.; Schapiro, J.M.; et al. Drug Resistance Mutations for Surveillance of Transmitted HIV-1 Drug-Resistance: 2009 Update. PLoS ONE 2009, 4, e4724. [Google Scholar] [CrossRef] [PubMed]
- Jumper, J.; Evans, R.; Pritzel, A.; Green, T.; Figurnov, M.; Ronneberger, O.; Tunyasuvunakool, K.; Bates, R.; Žídek, A.; Potapenko, A.; et al. Highly Accurate Protein Structure Prediction with AlphaFold. Nature 2021, 596, 583–589. [Google Scholar] [CrossRef] [PubMed]
- Varadi, M.; Anyango, S.; Deshpande, M.; Nair, S.; Natassia, C.; Yordanova, G.; Yuan, D.; Stroe, O.; Wood, G.; Laydon, A.; et al. AlphaFold Protein Structure Database: Massively Expanding the Structural Coverage of Protein-Sequence Space with High-Accuracy Models. Nucleic Acids Res. 2022, 50, D439–D444. [Google Scholar] [CrossRef] [PubMed]
- Pettersen, E.F.; Goddard, T.D.; Huang, C.C.; Couch, G.S.; Greenblatt, D.M.; Meng, E.C.; Ferrin, T.E. UCSF Chimera—A Visualization System for Exploratory Research and Analysis. J. Comput. Chem. 2004, 25, 1605–1612. [Google Scholar] [CrossRef] [PubMed]
- Hanwell, M.D.; Curtis, D.E.; Lonie, D.C.; Vandermeersch, T.; Zurek, E.; Hutchison, G.R. Avogadro: An Advanced Semantic Chemical Editor, Visualization, and Analysis Platform. J. Cheminform. 2012, 4, 17. [Google Scholar] [CrossRef] [PubMed]
- Dassault Systèmes BIOVIA. Discovery Studio, V21.1.0; Dassault Systèmes: San Diego, CA, USA, 2021.
- The PyMOL Molecular Graphics System, Version 2.0; Schrödinger, LLC: New York, NY, USA, 2015.
- Debnath, A.K. Rational Design of HIV-1 Entry Inhibitors. Methods Mol. Biol. 2013, 993, 185–204. [Google Scholar] [CrossRef] [PubMed]
- Yu, F.; Jiang, S. Small-Molecule HIV Entry Inhibitors Targeting Gp120 and Gp41. Adv. Exp. Med. Biol. 2022, 1366, 27–43. [Google Scholar] [CrossRef] [PubMed]
- Kellenberger, E.; Springael, J.-Y.; Parmentier, M.; Hachet-Haas, M.; Galzi, J.-L.; Rognan, D. Identification of Nonpeptide CCR5 Receptor Agonists by Structure-Based Virtual Screening. J. Med. Chem. 2007, 50, 1294–1303. [Google Scholar] [CrossRef] [PubMed]
- Jadhav, A.K.; Karuppayil, S.M. Andrographis Paniculata (Burm. F) Wall Ex Nees: Antiviral Properties. Phytother. Res. 2021, 35, 5365–5373. [Google Scholar] [CrossRef] [PubMed]
- Dharmalingam, T.; Udhaya, V.; Umaarasu, T.; Elangovan, V.; Rajesh, S.V.; Shanmugam, G. Prediction of Drug-Resistance Using Genotypic and Docking Analysis Among Anti-Retroviral Therapy Naïve and First-Line Treatment Failures in Salem, Tamil Nadu, India. Curr. HIV Res. 2015, 13, 160–172. [Google Scholar] [CrossRef] [PubMed]
- Miceli, L.; Teixeira, V.; Castro, H.; Rodrigues, C.; Mello, J.; Albuquerque, M.; Cabral, L.; De Brito, M.; De Souza, A. Molecular Docking Studies of Marine Diterpenes as Inhibitors of Wild-Type and Mutants HIV-1 Reverse Transcriptase. Mar. Drugs 2013, 11, 4127–4143. [Google Scholar] [CrossRef] [PubMed]
- Tintori, C.; Corona, A.; Esposito, F.; Brai, A.; Grandi, N.; Ceresola, E.R.; Clementi, M.; Canducci, F.; Tramontano, E.; Botta, M. Inhibition of HIV-1 Reverse Transcriptase Dimerization by Small Molecules. ChemBioChem 2016, 17, 683–688. [Google Scholar] [CrossRef] [PubMed]
- Olotu, F.A.; Agoni, C.; Soremekun, O.; Soliman, M.E.S. The Recent Application of 3D-QSAR and Docking Studies to Novel HIV-Protease Inhibitor Drug Discovery. Expert. Opin. Drug Discov. 2020, 15, 1095–1109. [Google Scholar] [CrossRef] [PubMed]
- Zuo, Z.; Huang, W.; Liu, L.; Li, M.; Chen, H.; Feng, Y.; Liao, L.; Shao, Y.; Ruan, Y.; Wu, J.; et al. HIV Drug Resistance and Its Associated Factors among Patients during Interruption of Antiretroviral Therapy in China. Front. Microbiol. 2025, 16, 1617795. [Google Scholar] [CrossRef] [PubMed]
- Geremia, N.; Basso, M.; De Vito, A.; Scaggiante, R.; Giobbia, M.; Battagin, G.; Dal Bello, F.; Giordani, M.T.; Nardi, S.; Malena, M.; et al. Patterns of Transmitted Drug Resistance Mutations and HIV-1 Subtype Dynamics in ART-Naïve Individuals in Veneto, Italy, from 2017 to 2024. Viruses 2024, 16, 1393. [Google Scholar] [CrossRef] [PubMed]
- Bihani, S.C.; Das, A.; Prashar, V.; Ferrer, J.-L.; Hosur, M.V. Resistance Mechanism Revealed by Crystal Structures of Unliganded Nelfinavir-Resistant HIV-1 Protease Non-Active Site Mutants N88D and N88S. Biochem. Biophys. Res. Commun. 2009, 389, 295–300. [Google Scholar] [CrossRef] [PubMed]
- Antunes, D.A.; Rigo, M.M.; Sinigaglia, M.; De Medeiros, R.M.; Junqueira, D.M.; Almeida, S.E.M.; Vieira, G.F. New Insights into the In Silico Prediction of HIV Protease Resistance to Nelfinavir. PLoS ONE 2014, 9, e87520. [Google Scholar] [CrossRef] [PubMed]
- Kožíšek, M.; Bray, J.; Řezáčová, P.; Šašková, K.; Brynda, J.; Pokorná, J.; Mammano, F.; Rulíšek, L.; Konvalinka, J. Molecular Analysis of the HIV-1 Resistance Development: Enzymatic Activities, Crystal Structures, and Thermodynamics of Nelfinavir-Resistant HIV Protease Mutants. J. Mol. Biol. 2007, 374, 1005–1016. [Google Scholar] [CrossRef] [PubMed]
- Pandarinathan, S.; Jayanthi, S. Insights into the Interaction Mechanism of First-Generation HIV-1 Protease Inhibitors with Wild-Type and Mutant (D30N and L76V) Enzymes through in-Silico Based Approach. J. Biomol. Struct. Dyn. 2026, 44, 3118–3130. [Google Scholar] [CrossRef] [PubMed]
- Wang, R.-G.; Zhang, H.-X.; Zheng, Q.-C. Revealing the Binding and Drug Resistance Mechanism of Amprenavir, Indinavir, Ritonavir, and Nelfinavir Complexed with HIV-1 Protease Due to Double Mutations G48T/L89M by Molecular Dynamics Simulations and Free Energy Analyses. Phys. Chem. Chem. Phys. 2020, 22, 4464–4480. [Google Scholar] [CrossRef] [PubMed]
- Gupta, A.; Jamal, S.; Goyal, S.; Jain, R.; Wahi, D.; Grover, A. Structural Studies on Molecular Mechanisms of Nelfinavir Resistance Caused by Non-Active Site Mutation V77I in HIV-1 Protease. BMC Bioinform. 2015, 16, S10. [Google Scholar] [CrossRef] [PubMed]
- Wlodawer, A.; Miller, M.; Jaskólski, M.; Sathyanarayana, B.K.; Baldwin, E.; Weber, I.T.; Selk, L.M.; Clawson, L.; Schneider, J.; Kent, S.B.H. Conserved Folding in Retroviral Proteases: Crystal Structure of Synthetic HIV-1 Protease. Science 1989, 245, 616–621. [Google Scholar] [CrossRef] [PubMed]
- Shen, C.-H.; Wang, Y.-F.; Kovalevsky, A.Y.; Harrison, R.W.; Weber, I.T. Amprenavir Complexes with HIV-1 Protease and Its Drug-Resistant Mutants Altering Hydrophobic Clusters. FEBS J. 2010, 277, 3699–3714. [Google Scholar] [CrossRef] [PubMed]
- Perez, M.A.S.; Fernandes, P.A.; Ramos, M.J. Drug Design: New Inhibitors for HIV-1 Protease Based on Nelfinavir as Lead. J. Mol. Graph. Model. 2007, 26, 634–642. [Google Scholar] [CrossRef] [PubMed]



| ID | Subtipo | ATV | DRV | FPV | IDV | LPV | NFV | SQV | TPV |
|---|---|---|---|---|---|---|---|---|---|
| POL01 | B | S | S | S | S | S | S | S | S |
| POL02 | B | S | S | S | S | S | S | S | S |
| POL09 | B | PLLR | S | PLLR | PLLR | S | LLR | S | S |
| POL10 | B | S | S | S | S | S | S | S | S |
| POL11 | B | S | S | S | S | S | S | S | S |
| POL12 | B | S | S | S | S | S | S | S | S |
| POL14 | B | S | S | S | S | S | S | S | S |
| POL15 | B | S | S | S | S | S | S | S | S |
| POL31 | D | S | S | S | S | S | S | S | S |
| POL32 | D | PLLR | PLLR | IR | LLR | LLR | LLR | S | IR |
| POL33 | B | S | S | S | S | S | S | S | S |
| POL34 | B | S | S | S | S | S | S | S | S |
| POL36 | B | S | S | S | S | S | S | S | S |
| POL37 | B | S | S | S | S | S | S | S | S |
| POL41 | B | S | S | S | S | S | S | S | S |
| POL42 | D | S | S | S | S | S | S | S | S |
| POL43 | B | S | S | S | S | S | S | S | S |
| POL44 | D | S | S | S | S | S | S | S | S |
| POL45 | B | S | S | S | S | S | S | S | S |
| POL46 | B | S | S | S | S | S | PLLR | S | LLR |
| POL47 | B | S | S | S | S | S | S | S | S |
| POL48 | B | IR | PLLR | HLR | IR | HLR | HLR | HLR | HLR |
| POL57 | B | S | S | S | S | S | S | S | S |
| POL58 | B | S | S | S | S | S | S | S | S |
| ID | Subtype | PI Resistance-Associated Mutations Identified by Stanford HIVdb | IAS-USA-Defined PI Resistance Mutations Observed | Additional Rare or Unusual PI-Associated Variants | NFV Resistance Profile |
|---|---|---|---|---|---|
| POL09 | B | M46V | None | M46V | LLR |
| POL32 | D | I47V, M46N | None | M46N | LLR |
| POL46 | B | Q58E | None | None | PLLR |
| POL48 | B | M46L, I47A, G48A, V82L, I50C | M46L, I47A, V82L | G48A, I50C | HLR |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Cadena-Cruz, C.; De Avila-Arias, M.; Guzmán, F.; Pérez, M.; Zuluaga, M.A.; Navarro Quiroz, E.; Angulo, A.; Garcerant, L.E.P.; Rojas, H.R.; Chica, D.A.F.; et al. Non-Canonical Binding of Nelfinavir in HIV-1 Protease Variants Reveals Structural Mechanisms of Antiretroviral Resistance. Viruses 2026, 18, 701. https://doi.org/10.3390/v18070701
Cadena-Cruz C, De Avila-Arias M, Guzmán F, Pérez M, Zuluaga MA, Navarro Quiroz E, Angulo A, Garcerant LEP, Rojas HR, Chica DAF, et al. Non-Canonical Binding of Nelfinavir in HIV-1 Protease Variants Reveals Structural Mechanisms of Antiretroviral Resistance. Viruses. 2026; 18(7):701. https://doi.org/10.3390/v18070701
Chicago/Turabian StyleCadena-Cruz, Christian, Marcio De Avila-Arias, Fabio Guzmán, Mariana Pérez, María Angelica Zuluaga, Elkin Navarro Quiroz, Alejandro Angulo, Luz Elena Prieto Garcerant, Hector Rodríguez Rojas, Dinno Alberto Fernández Chica, and et al. 2026. "Non-Canonical Binding of Nelfinavir in HIV-1 Protease Variants Reveals Structural Mechanisms of Antiretroviral Resistance" Viruses 18, no. 7: 701. https://doi.org/10.3390/v18070701
APA StyleCadena-Cruz, C., De Avila-Arias, M., Guzmán, F., Pérez, M., Zuluaga, M. A., Navarro Quiroz, E., Angulo, A., Garcerant, L. E. P., Rojas, H. R., Chica, D. A. F., Cervantes, G., & Villarreal-Camacho, J. L. (2026). Non-Canonical Binding of Nelfinavir in HIV-1 Protease Variants Reveals Structural Mechanisms of Antiretroviral Resistance. Viruses, 18(7), 701. https://doi.org/10.3390/v18070701

