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Xu X, Kao WL, Wang A, Lee HJ, Duan R, Holmes H, Gallazzi F, Ji J, Sun H, Heng X, Zou X. In silico screening of protein-binding peptides with an application to developing peptide inhibitors against antibiotic resistance. PNAS NEXUS 2024; 3:pgae541. [PMID: 39660074 PMCID: PMC11630551 DOI: 10.1093/pnasnexus/pgae541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/29/2024] [Accepted: 11/18/2024] [Indexed: 12/12/2024]
Abstract
The field of therapeutic peptides is experiencing a surge, fueled by their advantageous features. These include predictable metabolism, enhanced safety profile, high selectivity, and reduced off-target effects compared with small-molecule drugs. Despite progress in addressing limitations associated with peptide drugs, a significant bottleneck remains: the absence of a large-scale in silico screening method for a given protein target structure. Such methods have proven invaluable in accelerating small-molecule drug discovery. The high flexibility of peptide structures and the large diversity of peptide sequences greatly hinder the development of urgently needed computational methods. Here, we report a method called MDockPeP2_VS to address these challenges. It integrates molecular docking with structural conservation between protein folding and protein-peptide binding. Briefly, we discovered that when the interfacial residues are conserved, a sequence fragment derived from a monomeric protein exhibits a high propensity to bind a target protein with a similar conformation. This valuable insight significantly reduces the search space for peptide conformations, resulting in a substantial reduction in computational time and making in silico peptide screening practical. We applied MDockPeP2_VS to develop peptide inhibitors targeting the TEM-1 β-lactamase of Escherichia coli, a key mechanism behind antibiotic resistance in gram-negative bacteria. Among the top 10 peptides selected from in silico screening, TF7 (KTYLAQAAATG) showed significant inhibition of β-lactamase activity with a K i value of 1.37 ± 0.37 µM. This fully automated, large-scale structure-based in silico peptide screening software is available for free download at https://zougrouptoolkit.missouri.edu/mdockpep2_vs/download.html.
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Affiliation(s)
- Xianjin Xu
- Department of Physics, University of Missouri, Columbia, MO 65211, USA
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
- Dalton Cardiovascular Research Center, University of Missouri, Columbia, MO 65211, USA
- Institute of Data Science and Informatics, University of Missouri, Columbia, MO 65211, USA
| | - Wei-Ling Kao
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
- Department of Medicine, University of Missouri, Columbia, MO 65211, USA
- Department of Pharmacology, National Yang Ming Chiao Tung University College of Medicine, Taipei 112304, Taiwan
| | - Allison Wang
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
- Department of Medicine, University of Missouri, Columbia, MO 65211, USA
- Department of Pharmacology, National Yang Ming Chiao Tung University College of Medicine, Taipei 112304, Taiwan
| | - Hsin-Jou Lee
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
- Department of Medicine, University of Missouri, Columbia, MO 65211, USA
- Department of Pharmacology, National Yang Ming Chiao Tung University College of Medicine, Taipei 112304, Taiwan
| | - Rui Duan
- Department of Physics, University of Missouri, Columbia, MO 65211, USA
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
- Dalton Cardiovascular Research Center, University of Missouri, Columbia, MO 65211, USA
- Institute of Data Science and Informatics, University of Missouri, Columbia, MO 65211, USA
| | - Hannah Holmes
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
| | - Fabio Gallazzi
- Molecular Interactions Core, University of Missouri, Columbia, MO 65211, USA
- Department of Chemistry, University of Missouri, Columbia, MO 65211, USA
| | - Juan Ji
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
| | - Hongmin Sun
- Department of Medicine, University of Missouri, Columbia, MO 65211, USA
| | - Xiao Heng
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
| | - Xiaoqin Zou
- Department of Physics, University of Missouri, Columbia, MO 65211, USA
- Department of Biochemistry, University of Missouri, Columbia, MO 65211, USA
- Dalton Cardiovascular Research Center, University of Missouri, Columbia, MO 65211, USA
- Institute of Data Science and Informatics, University of Missouri, Columbia, MO 65211, USA
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Novel Naturally Occurring Dipeptides and Single-Stranded Oligonucleotide Act as Entry Inhibitors and Exhibit a Strong Synergistic Anti-HIV-1 Profile. Infect Dis Ther 2022; 11:1103-1116. [PMID: 35391633 PMCID: PMC9124260 DOI: 10.1007/s40121-022-00626-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Accepted: 03/15/2022] [Indexed: 11/17/2022] Open
Abstract
Introduction The availability of new classes of antiretroviral drugs is critical for treatment-experienced patients due to drug resistance to and unwanted side effects from current drugs. Our aim was therefore to evaluate the anti-HIV-1 activity of a new set of antivirals, dipeptides (WG-am or VQ-am) combined with a single-stranded oligonucleotide (ssON). The dipeptides were identified as naturally occurring and enriched in feces and systemic circulation in HIV-1-infected elite controllers and were proposed to act as entry inhibitors by binding to HIV-1 gp120. The ssON is DNA 35-mer, stabilized by phosphorothioate modifications, which acts on the endocytic step by binding to cell host receptors and inhibiting viruses through interference with binding to nucleolin. Methods Chou–Talalay’s Combination Index method for quantifying synergism was used to evaluate the drug combinations. Patient-derived chimeric viruses encoding the gp120 (env region) were produced by transient transfection and used to evaluate the antiviral profile of the combinations by drug susceptibility assays. Results We found that the combination WG-am:ssON or VQ-am:ssON had low combination index values, suggesting strong antiviral synergism. Of the two combinations, WG-am:ssON (1 mM:1 μM) had high efficacy against all prototype or patient-derived HIV-1 isolates tested, independent of subtype including the HIV-1-A6 sub-subtype. In addition, the antiviral effect was independent of co-receptor usage in patient-derived strains. Conclusion WG-am and ssON alone significantly inhibited HIV-1 replication regardless of viral subtype and co-receptor usage, and the combination WG-am:ssON (1 mM:1 μM) was even more effective due to synergism.
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López P, Tirado G, Arias A, Sánchez R, Rodríguez-López ER, Rivera-Amill V. Short Communication: Integrase Strand Transfer Inhibitors Drug Resistance Mutations in Puerto Rico HIV-Positive Individuals. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18052719. [PMID: 33800269 PMCID: PMC7967446 DOI: 10.3390/ijerph18052719] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/17/2020] [Revised: 01/29/2021] [Accepted: 02/02/2021] [Indexed: 11/16/2022]
Abstract
The HIV-1 integrase viral protein is responsible for incorporating the viral DNA into the genomic DNA. The inhibition of viral integration into host cell DNA is part of recent therapeutic procedures. Combination therapy with protease and reverse transcriptase inhibitors has demonstrated good synergistic results in reducing viral replication. The purpose of this study is to assess the occurrence of integrase drug resistance mutations from the period comprising 2013 through 2018 in Puerto Rico (PR). We analyzed 131 nucleotide sequences available in our HIV genotyping database, and we performed drug resistance mutation analyses using the Stanford HIV Drug Resistance Database. Twenty-one sequences (16.03%) harbored major or resistance-associated mutations. We identified the Q148HKR, G140S, Y143R, N155H, S147G, and E138EA major drug resistance mutations and the D232DN, T97TA, E157Q, G163GART accessory mutations. We detected high-level drug resistance to Elvitegravir and Raltegravir (76.19% and 85.71%). Moreover, we identified sequences harboring drug resistance mutations that could provide resistance to Dolutegravir. The transmission of strains with integrase antiretroviral resistance has been previously documented in treatment naïve patients. Given the increase of patients treated with integrase inhibitors, surveillance of drug resistance mutations is an essential aspect of PR's clinical management of HIV infection.
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Gremminger T, Song Z, Ji J, Foster A, Weng K, Heng X. Extended Interactions between HIV-1 Viral RNA and tRNA Lys3 Are Important to Maintain Viral RNA Integrity. Int J Mol Sci 2020; 22:ijms22010058. [PMID: 33374603 PMCID: PMC7793103 DOI: 10.3390/ijms22010058] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Revised: 12/09/2020] [Accepted: 12/19/2020] [Indexed: 01/19/2023] Open
Abstract
The reverse transcription of the human immunodeficiency virus 1 (HIV-1) initiates upon annealing of the 3′-18-nt of tRNALys3 onto the primer binding site (PBS) in viral RNA (vRNA). Additional intermolecular interactions between tRNALys3 and vRNA have been reported, but their functions remain unclear. Here, we show that abolishing one potential interaction, the A-rich loop: tRNALys3 anticodon interaction in the HIV-1 MAL strain, led to a decrease in viral infectivity and reduced the synthesis of reverse transcription products in newly infected cells. In vitro biophysical and functional experiments revealed that disruption of the extended interaction resulted in an increased affinity for reverse transcriptase (RT) and enhanced primer extension efficiency. In the absence of deoxyribose nucleoside triphosphates (dNTPs), vRNA was degraded by the RNaseH activity of RT, and the degradation rate was slower in the complex with the extended interaction. Consistently, the loss of vRNA integrity was detected in virions containing A-rich loop mutations. Similar results were observed in the HIV-1 NL4.3 strain, and we show that the nucleocapsid (NC) protein is necessary to promote the extended vRNA: tRNALys3 interactions in vitro. In summary, our data revealed that the additional intermolecular interaction between tRNALys3 and vRNA is likely a conserved mechanism among various HIV-1 strains and protects the vRNA from RNaseH degradation in mature virions.
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Kirichenko A, Lapovok I, Baryshev P, van de Vijver DAMC, van Kampen JJA, Boucher CAB, Paraskevis D, Kireev D. Genetic Features of HIV-1 Integrase Sub-Subtype A6 Predominant in Russia and Predicted Susceptibility to INSTIs. Viruses 2020; 12:v12080838. [PMID: 32752001 PMCID: PMC7472261 DOI: 10.3390/v12080838] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Revised: 07/29/2020] [Accepted: 07/29/2020] [Indexed: 02/07/2023] Open
Abstract
The increasing use of the integrase strand transfer inhibitor (INSTI) class for the treatment of HIV-infection has pointed to the importance of analyzing the features of HIV-1 subtypes for an improved understanding of viral genetic variability in the occurrence of drug resistance (DR). In this study, we have described the prevalence of INSTI DR in a Russian cohort and the genetic features of HIV-1 integrase sub-subtype A6. We included 408 HIV infected patients who were not exposed to INSTI. Drug resistance mutations (DRMs) were detected among 1.3% of ART-naïve patients and among 2.7% of INSTI-naïve patients. The prevalence of 12 polymorphic mutations was significantly different between sub-subtypes A6 and A1. Analysis of the genetic barriers determined two positions in which subtype A (A1 and A6) showed a higher genetic barrier (G140C and V151I) compared with subtype B, and one position in which subtypes A1 and B displayed a higher genetic barrier (L74M and L74I) than sub-subtype A6. Additionally, we confirmed that the L74I mutation was selected at the early stage of the epidemic and subsequently spread as a founder effect in Russia. Our data have added to the overall understanding of the genetic features of sub-subtype A6 in the context of drug resistance.
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Affiliation(s)
- Alina Kirichenko
- Central Research Institute of Epidemiology, 111123 Moscow, Russia; (I.L.); (P.B.); (D.K.)
- Correspondence:
| | - Ilya Lapovok
- Central Research Institute of Epidemiology, 111123 Moscow, Russia; (I.L.); (P.B.); (D.K.)
| | - Pavel Baryshev
- Central Research Institute of Epidemiology, 111123 Moscow, Russia; (I.L.); (P.B.); (D.K.)
| | - David A. M. C. van de Vijver
- Viroscience Department, Erasmus Medical Centre, 3015 CE Rotterdam, The Netherlands; (D.A.M.C.v.d.V.); (J.J.A.v.K.); (C.A.B.B.)
| | - Jeroen J. A. van Kampen
- Viroscience Department, Erasmus Medical Centre, 3015 CE Rotterdam, The Netherlands; (D.A.M.C.v.d.V.); (J.J.A.v.K.); (C.A.B.B.)
| | - Charles A. B. Boucher
- Viroscience Department, Erasmus Medical Centre, 3015 CE Rotterdam, The Netherlands; (D.A.M.C.v.d.V.); (J.J.A.v.K.); (C.A.B.B.)
| | - Dimitrios Paraskevis
- Department of Hygiene, Epidemiology and Medical Statistics, Medical School, National and Kapodistrian University of Athens, 11527 Goudi, Athens, Greece;
| | - Dmitry Kireev
- Central Research Institute of Epidemiology, 111123 Moscow, Russia; (I.L.); (P.B.); (D.K.)
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Acharya A, Tagny CT, Mbanya D, Fonsah JY, Nchindap E, Kenmogne L, Jihyun M, Njamnshi AK, Kanmogne GD. Variability in HIV-1 Integrase Gene and 3'-Polypurine Tract Sequences in Cameroon Clinical Isolates, and Implications for Integrase Inhibitors Efficacy. Int J Mol Sci 2020; 21:ijms21051553. [PMID: 32106437 PMCID: PMC7084836 DOI: 10.3390/ijms21051553] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2020] [Revised: 02/18/2020] [Accepted: 02/20/2020] [Indexed: 01/06/2023] Open
Abstract
Integrase strand-transfer inhibitors (INSTIs) are now included in preferred first-line antiretroviral therapy (ART) for HIV-infected adults. Studies of Western clade-B HIV-1 show increased resistance to INSTIs following mutations in integrase and nef 3′polypurine tract (3′-PPT). With anticipated shifts in Africa (where 25.6-million HIV-infected people resides) to INSTIs-based ART, it is critical to monitor patients in African countries for resistance-associated mutations (RAMs) affecting INSTIs efficacy. We analyzed HIV-1 integrase and 3′-PPT sequences in 345 clinical samples from INSTIs-naïve HIV-infected Cameroonians for polymorphisms and RAMs that affect INSTIs. Phylogeny showed high genetic diversity, with the predominance of HIV-1 CRF02_AG. Major INSTIs RAMs T66A and N155K were found in two (0.6%) samples. Integrase polymorphic and accessory RAMs found included T97A, E157Q, A128T, M50I, S119R, L74M, L74I, S230N, and E138D (0.3′23.5% of samples). Ten (3.2%) samples had both I72V+L74M, L74M+T97A, or I72V+T97A mutations; thirty-one (9.8%) had 3′-PPT mutations. The low frequency of major INSTIs RAMs shows that INSTIs-based ART can be successfully used in Cameroon. Several samples had ≥1 INSTIs accessory RAMs known to reduce INSTIs efficacy; thus, INSTIs-based ART would require genetic surveillance. The 3′-PPT mutations could also affect INSTIs. For patients failing INSTIs-based ART with no INSTIs RAMs, monitoring 3′-PPT sequences could reveal treatment failure etiology.
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Affiliation(s)
- Arpan Acharya
- Department of Pharmacology and Experimental Neuroscience, College of Medicine, University of Nebraska Medical Center, Omaha, NE 68198, USA;
| | - Claude T. Tagny
- Faculty of Medicine and Biomedical Sciences, University of Yaoundé I, P.O. Box 1364 Yaoundé, Cameroon (D.M.); (J.Y.F.); (A.K.N.)
- Yaoundé University Teaching Hospital, Department of Haematology, P.O. Box 5739 Yaoundé, Cameroon; (E.N.); (L.K.)
| | - Dora Mbanya
- Faculty of Medicine and Biomedical Sciences, University of Yaoundé I, P.O. Box 1364 Yaoundé, Cameroon (D.M.); (J.Y.F.); (A.K.N.)
- Yaoundé University Teaching Hospital, Department of Haematology, P.O. Box 5739 Yaoundé, Cameroon; (E.N.); (L.K.)
| | - Julius Y. Fonsah
- Faculty of Medicine and Biomedical Sciences, University of Yaoundé I, P.O. Box 1364 Yaoundé, Cameroon (D.M.); (J.Y.F.); (A.K.N.)
- Department of Neurology, Yaoundé Central Hospital/Brain Research Africa Initiative (BRAIN), P.O. Box 25625 Yaoundé, Cameroon
| | - Emilienne Nchindap
- Yaoundé University Teaching Hospital, Department of Haematology, P.O. Box 5739 Yaoundé, Cameroon; (E.N.); (L.K.)
| | - Léopoldine Kenmogne
- Yaoundé University Teaching Hospital, Department of Haematology, P.O. Box 5739 Yaoundé, Cameroon; (E.N.); (L.K.)
| | - Ma Jihyun
- Department of Biostatistics, College of Public Health, University of Nebraska Medical Center, Omaha, NE 68198, USA;
| | - Alfred K. Njamnshi
- Faculty of Medicine and Biomedical Sciences, University of Yaoundé I, P.O. Box 1364 Yaoundé, Cameroon (D.M.); (J.Y.F.); (A.K.N.)
- Department of Neurology, Yaoundé Central Hospital/Brain Research Africa Initiative (BRAIN), P.O. Box 25625 Yaoundé, Cameroon
| | - Georgette D. Kanmogne
- Department of Pharmacology and Experimental Neuroscience, College of Medicine, University of Nebraska Medical Center, Omaha, NE 68198, USA;
- Correspondence: ; Tel.: +402-559-4084
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Singh K, Sarafianos SG, Sönnerborg A. Long-Acting Anti-HIV Drugs Targeting HIV-1 Reverse Transcriptase and Integrase. Pharmaceuticals (Basel) 2019; 12:E62. [PMID: 31010004 PMCID: PMC6631967 DOI: 10.3390/ph12020062] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2019] [Revised: 04/16/2019] [Accepted: 04/18/2019] [Indexed: 12/20/2022] Open
Abstract
One of the major factors contributing to HIV-1 drug resistance is suboptimal adherence to combination antiretroviral therapy (cART). Currently, recommended cART for HIV-1 treatment is a three-drug combination, whereas the pre-exposure prophylaxis (PrEP) regimens consist of one or two antivirals. Treatment regimens require adherence to a once or twice (in a subset of patients) daily dose. Long-acting formulations such as injections administered monthly could improve adherence and convenience, and thereby have potential to enhance the chances of expected outcomes, although long-lasting drug concentrations can also contribute to clinical issues like adverse events and development of drug resistance. Globally, two long-acting antivirals have been approved, and fifteen are in clinical trials. More than half of investigational long-acting antivirals target HIV-1 reverse transcriptase (HIV-1 RT) and/or integrase (HIV-1 IN). Here, we discuss the status and potential of long-acting inhibitors, including rilpivirine (RPV), dapivirine (DPV), and 4-ethynyl-2-fluoro-2-deoxyadenosine (EFdA; also known as MK-8591), which target RT, and cabotegravir (CAB), which targets IN. The outcomes of various clinical trials appear quite satisfactory, and the future of long-acting HIV-1 regimens appears bright.
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Affiliation(s)
- Kamal Singh
- Department of Molecular Microbiology and Immunology, University of Missouri, Columbia, MO 65211, USA.
- Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA.
- Division of Clinical Microbiology, Department of Laboratory Medicine, Karolinska Institute, Huddinge 14186, Stockholm, Sweden.
| | - Stefan G Sarafianos
- Laboratory of Biochemical Pharmacology, Department of Pediatrics, Emory University School of Medicine, Atlanta, GA 30322, USA.
| | - Anders Sönnerborg
- Department of Molecular Microbiology and Immunology, University of Missouri, Columbia, MO 65211, USA.
- Division of Clinical Microbiology, Department of Laboratory Medicine, Karolinska Institute, Huddinge 14186, Stockholm, Sweden.
- Division of Infectious Diseases, Department of Medicine Huddinge, Karolinska Institute, Huddinge 14186, Stockholm, Sweden.
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