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Co-evolution of drug resistance and broadened substrate recognition in HIV protease variants isolated from an Escherichia coli genetic selection system. Biochem J 2022; 479:479-501. [PMID: 35089310 DOI: 10.1042/bcj20210767] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Revised: 01/07/2022] [Accepted: 01/28/2022] [Indexed: 11/17/2022]
Abstract
A genetic selection system for activity of HIV protease is described that is based on a synthetic substrate constructed as a modified AraC regulatory protein that when cleaved stimulate L-arabinose metabolism in an Escherichia coli araC strain. Growth stimulation on selective plates was shown to depend on active HIV protease and the scissile bond in the substrate. In addition, the growth of cells correlated well with the established cleavage efficiency of the sites in the viral polyprotein, Gag, when these sites were individually introduced into the synthetic substate of the selection system. Plasmids encoding protease variants selected based on stimulation of cell growth in the presence of saquinavir or cleavage of a site not cleaved by wild-type protease, were indistinguishable with respect to both phenotypes. Also, both groups of selected plasmids encoded side chain substitutions known from clinical isolates or displayed different side chain substitutions but at identical positions. One highly frequent side chain substitution, E34V, not regarded as a major drug resistance substitution was found in variants obtained under both selective conditions and is suggested to improve protease processing of the synthetic substrate. This substitution is away from the substrate-binding cavity and together with other substitutions in the selected reading frames supports the previous suggestion of a substrate-binding site extended from the active site binding pocket itself.
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2
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Hu L, Hu P, Luo X, Yuan X, You ZH. Incorporating the Coevolving Information of Substrates in Predicting HIV-1 Protease Cleavage Sites. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2020; 17:2017-2028. [PMID: 31056514 DOI: 10.1109/tcbb.2019.2914208] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Human immunodeficiency virus 1 (HIV-1) protease (PR) plays a crucial role in the maturation of the virus. The study of substrate specificity of HIV-1 PR as a new endeavor strives to increase our ability to understand how HIV-1 PR recognizes its various cleavage sites. To predict HIV-1 PR cleavage sites, most of the existing approaches have been developed solely based on the homogeneity of substrate sequence information with supervised classification techniques. Although efficient, these approaches are found to be restricted to the ability of explaining their results and probably provide few insights into the mechanisms by which HIV-1 PR cleaves the substrates in a site-specific manner. In this work, a coevolutionary pattern-based prediction model for HIV-1 PR cleavage sites, namely EvoCleave, is proposed by integrating the coevolving information obtained from substrate sequences with a linear SVM classifier. The experiment results showed that EvoCleave yielded a very promising performance in terms of ROC analysis and f-measure. We also prospectively assessed the biological significance of coevolutionary patterns by applying them to study three fundamental issues of HIV-1 PR cleavage site. The analysis results demonstrated that the coevolutionary patterns offered valuable insights into the understanding of substrate specificity of HIV-1 PR.
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Giacomelli A, Pezzati L, Rusconi S. The crosstalk between antiretrovirals pharmacology and HIV drug resistance. Expert Rev Clin Pharmacol 2020; 13:739-760. [PMID: 32538221 DOI: 10.1080/17512433.2020.1782737] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
INTRODUCTION The clinical development of antiretroviral drugs has been followed by a rapid and concomitant development of HIV drug resistance. The development and spread of HIV drug resistance is due on the one hand to the within-host intrinsic HIV evolutionary rate and on the other to the wide use of low genetic barrier antiretrovirals. AREAS COVERED We searched PubMed and Embase on 31 January 2020, for studies reporting antiretroviral resistance and pharmacology. In this review, we assessed the molecular target and mechanism of drug resistance development of the different antiretroviral classes focusing on the currently approved antiretroviral drugs. Then, we assessed the main pharmacokinetic/pharmacodynamic of the antiretrovirals. Finally, we retraced the history of antiretroviral treatment and its interconnection with antiretroviral worldwide resistance development both in , and middle-income countries in the perspective of 90-90-90 World Health Organization target. EXPERT OPINION Drug resistance development is an invariably evolutionary driven phenomenon, which challenge the 90-90-90 target. In high-income countries, the antiretroviral drug resistance seems to be stable since the last decade. On the contrary, multi-intervention strategies comprehensive of broad availability of high genetic barrier regimens should be implemented in resource-limited setting to curb the rise of drug resistance.
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Affiliation(s)
- Andrea Giacomelli
- III Infectious Disease Unit, ASST-FBF-Sacco , Milan, Italy.,Department of Biomedical and Clinical Sciences DIBIC L. Sacco, University of Milan , Milan, Italy
| | - Laura Pezzati
- III Infectious Disease Unit, ASST-FBF-Sacco , Milan, Italy.,Department of Biomedical and Clinical Sciences DIBIC L. Sacco, University of Milan , Milan, Italy
| | - Stefano Rusconi
- III Infectious Disease Unit, ASST-FBF-Sacco , Milan, Italy.,Department of Biomedical and Clinical Sciences DIBIC L. Sacco, University of Milan , Milan, Italy
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Rigogliuso G, Biniossek ML, Goodier JL, Mayer B, Pereira GC, Schilling O, Meese E, Mayer J. A human endogenous retrovirus encoded protease potentially cleaves numerous cellular proteins. Mob DNA 2019; 10:36. [PMID: 31462935 PMCID: PMC6707001 DOI: 10.1186/s13100-019-0178-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2019] [Accepted: 08/13/2019] [Indexed: 11/21/2022] Open
Abstract
Background A considerable portion of the human genome derives from retroviruses inherited over millions of years. Human endogenous retroviruses (HERVs) are usually severely mutated, yet some coding-competent HERVs exist. The HERV-K(HML-2) group includes evolutionarily young proviruses that encode typical retroviral proteins. HERV-K(HML-2) has been implicated in various human diseases because transcription is often upregulated and some of its encoded proteins are known to affect cell biology. HERV-K(HML-2) Protease (Pro) has received little attention so far, although it is expressed in some disease contexts and other retroviral proteases are known to process cellular proteins. Results We set out to identify human cellular proteins that are substrates of HERV-K(HML-2) Pro employing a modified Terminal Amine Isotopic Labeling of Substrates (TAILS) procedure. Thousands of human proteins were identified by this assay as significantly processed by HERV-K(HML-2) Pro at both acidic and neutral pH. We confirmed cleavage of a majority of selected human proteins in vitro and in co-expression experiments in vivo. Sizes of processing products observed for some of the tested proteins coincided with product sizes predicted by TAILS. Processed proteins locate to various cellular compartments and participate in diverse, often disease-relevant cellular processes. A limited number of HERV-K(HML-2) reference and non-reference loci appears capable of encoding active Pro. Conclusions Our findings from an approach combining TAILS with experimental verification of candidate proteins in vitro and in cultured cells suggest that hundreds of cellular proteins are potential substrates of HERV-K(HML-2) Pro. It is therefore conceivable that even low-level expression of HERV-K(HML-2) Pro affects levels of a diverse array of proteins and thus has a functional impact on cell biology and possible relevance for human diseases. Further studies are indicated to elucidate effects of HERV-K(HML-2) Pro expression regarding human substrate proteins, cell biology, and disease. The latter also calls for studies on expression of specific HERV-K(HML-2) loci capable of encoding active Pro. Endogenous retrovirus-encoded Pro activity may also be relevant for disease development in species other than human. Electronic supplementary material The online version of this article (10.1186/s13100-019-0178-z) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Giuseppe Rigogliuso
- 1Department of Human Genetics, Medical Faculty, University of Saarland, Homburg, Germany
| | - Martin L Biniossek
- 2Institute of Molecular Medicine and Cell Research, University of Freiburg, Freiburg, Germany
| | - John L Goodier
- 3McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD USA
| | - Bettina Mayer
- 2Institute of Molecular Medicine and Cell Research, University of Freiburg, Freiburg, Germany
| | - Gavin C Pereira
- 3McKusick-Nathans Institute of Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, MD USA
| | - Oliver Schilling
- 4Institute of Surgical Pathology, Medical Center, University of Freiburg, Freiburg, Germany.,5German Cancer Consortium (DKTK) and German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Eckart Meese
- 1Department of Human Genetics, Medical Faculty, University of Saarland, Homburg, Germany
| | - Jens Mayer
- 1Department of Human Genetics, Medical Faculty, University of Saarland, Homburg, Germany
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5
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Double trouble? Gag in conjunction with double insert in HIV protease contributes to reduced DRV susceptibility. Biochem J 2019; 476:375-384. [PMID: 30573649 DOI: 10.1042/bcj20180692] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2018] [Revised: 12/19/2018] [Accepted: 12/20/2018] [Indexed: 01/06/2023]
Abstract
HIV protease is essential for processing the Gag polyprotein to produce infectious virions and is a major target in antiretroviral therapy. We have identified an unusual HIV-1 subtype C variant that contains insertions of leucine and asparagine (L38↑N↑L) in the hinge region of protease at position 38. This was isolated from a protease inhibitor naïve infant. Isothermal titration calorimetry showed that 10% less of L38↑N↑L protease was in the active conformation as compared with a reference strain. L38↑N↑L protease displayed a ±50% reduction in K M and k cat The catalytic efficiency (k cat/K M) of L38↑N↑L protease was not significantly different from that of wild type although there was a 42% reduction in specific activity for the variant. An in vitro phenotypic assay showed the L38↑N↑L protease to be susceptible to lopinavir (LPV), atazanavir (ATV) and darunavir in the context of an unrelated Gag. However, in the presence of the related Gag, L38↑N↑L showed reduced susceptibility to darunavir while remaining susceptible to LPV and ATV. Furthermore, a reduction in viral replication capacity (RC) was observed in combination with the related Gag. The reduced susceptibility to darunavir and decrease in RC may be due to PTAPP duplication in the related Gag. The present study shows the importance of considering the Gag region when looking at drug susceptibility of HIV-1 protease variants.
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6
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Fluorometric assay for phenotypic differentiation of drug-resistant HIV mutants. Sci Rep 2015; 5:10323. [PMID: 25988960 PMCID: PMC4437315 DOI: 10.1038/srep10323] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2014] [Accepted: 04/08/2015] [Indexed: 11/24/2022] Open
Abstract
Convenient drug-resistance testing of viral mutants is indispensable to effective treatment of viral infection. We developed a novel fluorometric assay for phenotypic differentiation of drug-resistant mutants of human immunodeficiency virus-I protease (HIV-PR) which uses enzymatic and peptide-specific fluorescence (FL) reactions and high-performance liquid chromatography (HPLC) of three HIV-PR substrates. This assay protocol enables use of non-purified enzyme sources and multiple substrates for the enzymatic reaction. In this study, susceptibility of HIV mutations to drugs was evaluated by selective formation of three FL products after the enzymatic HIV-PR reaction. This proof-of-concept study indicates that the present HPLC-FL method could be an alternative to current phenotypic assays for the evaluation of HIV drug resistance.
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7
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Dayer MR, Dayer MS. Resistance mechanism of human immunodeficiency virus type-1 protease to inhibitors: A molecular dynamic approach. MOLECULAR BIOLOGY RESEARCH COMMUNICATIONS 2014; 3:253-267. [PMID: 27843989 PMCID: PMC5019311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Human immunodeficiency virus type 1 (HIV-1) protease inhibitors comprise an important class of drugs used in HIV treatments. However, mutations of protease genes accelerated by low fidelity of reverse transcriptase yield drug resistant mutants of reduced affinities for the inhibitors. This problem is considered to be a serious barrier against HIV treatment for the foreseeable future. In this study, molecular dynamic simulation method was used to examine the combinational and additive effects of all known mutations involved in drug resistance against FDA approved inhibitors. Results showed that drug resistant mutations are not randomly distributed along the protease sequence; instead, they are localized on flexible or hot points of the protein chain. Substitution of more hydrophobic residues in flexible points of protease chains tends to increase the folding, lower the flexibility and decrease the active site area of the protease. The reduced affinities of HIV-1 protease for inhibitors seemed to be due to substantial decrease in the size of the active site and flap mobility. A correlation was found between the binding energy of inhibitors and their affinities for each mutant suggesting the distortion of the active site geometry in drug resistance by preventing effective fitting of inhibitors into the enzymes' active site. To overcome the problem of drug resistance of HIV-1 protease, designing inhibitors of variable functional groups and configurations is proposed.
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Affiliation(s)
- Mohammad Reza Dayer
- Department of Biology, Faculty of Science, Shahid Chamran University of Ahvaz, Iran,Address for correspondence: Department of Biology, Faculty of Science, Shahid Chamran University of Ahvaz, Ahvaz, Iran ,Tel: +98611-3331045, Fax: +98611-3331045, E-mail:
| | - Mohammad Saaid Dayer
- Department of Parasitology and Medical Entomology, Tarbiat Modares University, Tehran, Iran
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Rögnvaldsson T, You L, Garwicz D. Bioinformatic approaches for modeling the substrate specificity of HIV-1 protease: an overview. Expert Rev Mol Diagn 2014; 7:435-51. [PMID: 17620050 DOI: 10.1586/14737159.7.4.435] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
HIV-1 protease has a broad and complex substrate specificity, which hitherto has escaped a simple comprehensive definition. This, and the relatively high mutation rate of the retroviral protease, makes it challenging to design effective protease inhibitors. Several attempts have been made during the last two decades to elucidate the enigmatic cleavage specificity of HIV-1 protease and to predict cleavage of novel substrates using bioinformatic analysis methods. This review describes the methods that have been utilized to date to address this important problem and the results achieved. The data sets used are also reviewed and important aspects of these are highlighted.
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Affiliation(s)
- Thorsteinn Rögnvaldsson
- Halmstad University, School of Information Science, Computer & Electrical Engineering, Halmstad, Sweden.
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9
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Hsieh SM, Pan SC, Chang SY, Hung CC, Sheng WH, Chen MY, Chang SC. Differential impact of resistance-associated mutations to protease inhibitors and nonnucleoside reverse transcriptase inhibitors on HIV-1 replication capacity. AIDS Res Hum Retroviruses 2013; 29:1117-22. [PMID: 23594266 DOI: 10.1089/aid.2013.0038] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
The effects of drug resistance on HIV-1 replication capacity have been studied, but data from clinical isolates are few. We accessed the patients with HIV-1 infection at the National Taiwan University Hospital who experienced virological failure. Genotypic susceptibility and replication capacity of clinical HIV-1 isolates were measured. There were 80 patients enrolled between September 2007 and August 2010. The HIV-1 replication capacity declined significantly with the increasing number of major resistance-associated mutations (RAMs) to protease inhibitors (PIs) (p<0.001); however, it did not decline significantly with the increasing RAMs to first-line nonnucleoside analogue reverse transcriptase inhibitors (NNRTIs) (p=0.098). Regarding the effects of resistance to antiretroviral drugs in salvage therapy, decreased replication capacity was noted with the increasing RAMs to darunavir/ritonavir (p<0.001) and specific RAMs (L100I, K101P, and Y181C/I/V) to etravirine (p<0.001). Although NNRTI-related RAMs have less remarkable effects, both PI- and NNRTI-related RAMs reduced replication capacity, especially RAMs to darunavir/ritonavir and etravirine, which are commonly used in salvage therapy for treatment of patients infected with highly resistant HIV. Thus, decreased viral fitness during the emergence of RAMs suggests the importance of continued optimal antiretroviral treatment even when virological failure was noted.
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Affiliation(s)
- Szu-Min Hsieh
- Department of Internal Medicine, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
| | - Sung-Ching Pan
- Department of Internal Medicine, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
| | - Sui-Yuan Chang
- Department of Laboratory Medicine, National Taiwan University Hospital, Taipei, Taiwan
| | - Chien-Ching Hung
- Department of Internal Medicine, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
| | - Wang-Huei Sheng
- Department of Internal Medicine, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
| | - Mao-Yuan Chen
- Department of Internal Medicine, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
| | - Shan-Chwen Chang
- Department of Internal Medicine, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
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10
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Mutations in multiple domains of Gag drive the emergence of in vitro resistance to the phosphonate-containing HIV-1 protease inhibitor GS-8374. J Virol 2012; 87:454-63. [PMID: 23097440 DOI: 10.1128/jvi.01211-12] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
GS-8374 is a potent HIV protease inhibitor (PI) with a unique diethyl-phosphonate moiety. Due to a balanced contribution of enthalpic and entropic components to its interaction with the protease (PR) active site, the compound retains activity against HIV mutants with high-level multi-PI resistance. We report here the in vitro selection and characterization of HIV variants resistant to GS-8374. While highly resistant viruses with multiple mutations in PR were isolated in the presence of control PIs, an HIV variant displaying moderate (14-fold) resistance to GS-8374 was generated only after prolonged passaging for >300 days. The isolate showed low-level cross-resistance to darunavir, atazanavir, lopinavir, and saquinavir, but not other PIs, and contained a single R41K mutation in PR combined with multiple genotypic changes in the Gag matrix, capsid, nucleocapsid, and SP2 domains. Mutations also occurred in the transframe peptide and p6* domain of the Gag-Pol polyprotein. Analysis of recombinant HIV variants indicated that mutations in Gag, but not the R41K in PR, conferred reduced susceptibility to GS-8374. The Gag mutations acted in concert, since they did not affect susceptibility when introduced individually. Analysis of viral particles revealed that the mutations rendered Gag more susceptible to PR-mediated cleavage in the presence of GS-8374. In summary, the emergence of resistance to GS-8374 involved a combination of substrate mutations without typical resistance mutations in PR. These substrate changes were distributed throughout Gag and acted in an additive manner. Thus, they are classified as primary resistance mutations indicating a unique mechanism and pathway of resistance development for GS-8374.
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11
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Prediction of mutational tolerance in HIV-1 protease and reverse transcriptase using flexible backbone protein design. PLoS Comput Biol 2012; 8:e1002639. [PMID: 22927804 PMCID: PMC3426558 DOI: 10.1371/journal.pcbi.1002639] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2010] [Accepted: 06/27/2012] [Indexed: 01/21/2023] Open
Abstract
Predicting which mutations proteins tolerate while maintaining their structure and function has important applications for modeling fundamental properties of proteins and their evolution; it also drives progress in protein design. Here we develop a computational model to predict the tolerated sequence space of HIV-1 protease reachable by single mutations. We assess the model by comparison to the observed variability in more than 50,000 HIV-1 protease sequences, one of the most comprehensive datasets on tolerated sequence space. We then extend the model to a second protein, reverse transcriptase. The model integrates multiple structural and functional constraints acting on a protein and uses ensembles of protein conformations. We find the model correctly captures a considerable fraction of protease and reverse-transcriptase mutational tolerance and shows comparable accuracy using either experimentally determined or computationally generated structural ensembles. Predictions of tolerated sequence space afforded by the model provide insights into stability-function tradeoffs in the emergence of resistance mutations and into strengths and limitations of the computational model. Many related protein sequences can be consistent with the structure and function of a given protein, suggesting that proteins may be quite robust to mutations. This tolerance to mutations is frequently exploited by pathogens. In particular, pathogens can rapidly evolve mutated proteins that have a new function - resistance against a therapeutic inhibitor - without abandoning other functions essential for the pathogen. This principle may also hold more generally: Proteins tolerant to mutational changes can more easily acquire new functions while maintaining their existing properties. The ability to predict the tolerance of proteins to mutation could thus help both to analyze the emergence of resistance mutations in pathogens and to engineer proteins with new functions. Here we develop a computational model to predict protein mutational tolerance towards point mutations accessible by single nucleotide changes, and validate it using two important pathogenic proteins and therapeutic targets: the protease and reverse transcriptase from HIV-1. The model provides insights into how resistance emerges and makes testable predictions on mutations that have not been seen yet. Similar models of mutational tolerance should be useful for characterizing and reengineering the functions of other proteins for which a three-dimensional structure is available.
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12
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Lee SK, Potempa M, Kolli M, Özen A, Schiffer CA, Swanstrom R. Context surrounding processing sites is crucial in determining cleavage rate of a subset of processing sites in HIV-1 Gag and Gag-Pro-Pol polyprotein precursors by viral protease. J Biol Chem 2012; 287:13279-90. [PMID: 22334652 DOI: 10.1074/jbc.m112.339374] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Processing of the human immunodeficiency virus type 1 (HIV-1) Gag and Gag-Pro-Pol polyproteins by the HIV-1 protease (PR) is essential for the production of infectious particles. However, the determinants governing the rates of processing of these substrates are not clearly understood. We studied the effect of substrate context on processing by utilizing a novel protease assay in which a substrate containing HIV-1 matrix (MA) and the N-terminal domain of capsid (CA) is labeled with a FlAsH (fluorescein arsenical hairpin) reagent. When the seven cleavage sites within the Gag and Gag-Pro-Pol polyproteins were placed at the MA/CA site, the rates of cleavage changed dramatically compared with that of the cognate sites in the natural context reported previously. The rate of processing was affected the most for three sites: CA/spacer peptide 1 (SP1) (≈10-fold increase), SP1/nucleocapsid (NC) (≈10-30-fold decrease), and SP2/p6 (≈30-fold decrease). One of two multidrug-resistant (MDR) PR variants altered the pattern of processing rates significantly. Cleavage sites within the Pro-Pol region were cleaved in a context-independent manner, suggesting for these sites that the sequence itself was the determinant of rate. In addition, a chimera consisting of SP1/NC P4-P1 and MA/CA P1'-P4' residues (ATIM↓PIVQ) abolished processing by wild type and MDR proteases, and the reciprocal chimera consisting of MA/CA P4-P1 and SP1/NC P1'-4' (SQNY↓IQKG) was cleaved only by one of the MDR proteases. These results suggest that complex substrate interactions both beyond the active site of the enzyme and across the scissile bond contribute to defining the rate of processing by the HIV-1 PR.
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Affiliation(s)
- Sook-Kyung Lee
- Department of Biochemistry and Biophysics, and the University of North Carolina Center for AIDS Research, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, USA
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13
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Human and mouse granzyme M display divergent and species-specific substrate specificities. Biochem J 2011; 437:431-42. [DOI: 10.1042/bj20110210] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
Cytotoxic lymphocyte protease GrM (granzyme M) is a potent inducer of tumour cell death and a key regulator of inflammation. Although hGrM (human GrM) and mGrM (mouse GrM) display extensive sequence homology, the substrate specificity of mGrM remains unknown. In the present study, we show that hGrM and mGrM have diverged during evolution. Positional scanning libraries of tetrapeptide substrates revealed that mGrM is preferred to cleave after a methionine residue, whereas hGrM clearly favours a leucine residue at the P1 position. The kinetic optimal non-prime subsites of both granzymes were also distinct. Gel-based and complementary positional proteomics showed that hGrM and mGrM have a partially overlapping set of natural substrates and a diverged prime and non-prime consensus cleavage motif with leucine and methionine residues being major P1 determinants. Consistent with positional scanning libraries of tetrapeptide substrates, P1 methionine was more frequently used by mGrM as compared with hGrM. Both hGrM and mGrM cleaved α-tubulin with similar kinetics. Strikingly, neither hGrM nor mGrM hydrolysed mouse NPM (nucleophosmin), whereas human NPM was hydrolysed efficiently by GrM from both species. Replacement of the putative P1′–P2′ residues in mouse NPM with the corresponding residues of human NPM restored cleavage of mouse NPM by both granzymes. This further demonstrates the importance of prime sites as structural determinants for GrM substrate specificity. GrM from both species efficiently triggered apoptosis in human but not in mouse tumour cells. These results indicate that hGrM and mGrM not only exhibit divergent specificities but also trigger species-specific functions.
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14
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Identification of structural mechanisms of HIV-1 protease specificity using computational peptide docking: implications for drug resistance. Structure 2010; 17:1636-1648. [PMID: 20004167 DOI: 10.1016/j.str.2009.10.008] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2009] [Revised: 10/01/2009] [Accepted: 10/04/2009] [Indexed: 11/23/2022]
Abstract
Drug-resistant mutations (DRMs) in HIV-1 protease are a major challenge to antiretroviral therapy. Protease-substrate interactions that are determined to be critical for native selectivity could serve as robust targets for drug design that are immune to DRMs. In order to identify the structural mechanisms of selectivity, we developed a peptide-docking algorithm to predict the atomic structure of protease-substrate complexes and applied it to a large and diverse set of cleavable and noncleavable peptides. Cleavable peptides showed significantly lower energies of interaction than noncleavable peptides with six protease active-site residues playing the most significant role in discrimination. Surprisingly, all six residues correspond to sequence positions associated with drug resistance mutations, demonstrating that the very residues that are responsible for native substrate specificity in HIV-1 protease are altered during its evolution to drug resistance, suggesting that drug resistance and substrate selectivity may share common mechanisms.
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15
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Li X, Hu H, Shu L. Predicting human immunodeficiency virus protease cleavage sites in nonlinear projection space. Mol Cell Biochem 2010; 339:127-33. [PMID: 20054614 DOI: 10.1007/s11010-009-0376-y] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2009] [Accepted: 12/21/2009] [Indexed: 11/30/2022]
Abstract
HIV-1 protease has a broad and complex substrate specificity. The discovery of an accurate, robust, and rapid method for predicting the cleavage sites in proteins by HIV protease would greatly expedite the search for inhibitors of HIV protease. During the last two decades, various methods have been developed to explore the specificity of HIV protease cleavage activity. However, because little advancement has been made in the understanding of HIV-1 protease cleavage site specificity, not much progress has been reported in either extracting effective methods or maintaining high prediction accuracy. In this article, a theoretical framework is developed, based on the kernel method for dimensionality reduction and prediction for HIV-1 protease cleavage site specificity. A nonlinear dimensionality reduction kernel method, based on manifold learning, is proposed to reduce the high dimensions of protease specificity. A support vector machine is applied to predict the protease cleavage. Superior performance in comparison to that previously published in literature is obtained using numerical simulations showing that the basic specificities of the HIV-1 protease are maintained in reduction feature space, and by combining the nonlinear dimensionality reduction algorithm with a support vector machine classifier.
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Affiliation(s)
- Xuehua Li
- School of Applied Mathematics, University of Electronic Science and Technology of China, 610054 Chengdu, People's Republic of China.
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16
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Shafer RW, Schapiro JM. HIV-1 drug resistance mutations: an updated framework for the second decade of HAART. AIDS Rev 2008; 10:67-84. [PMID: 18615118 PMCID: PMC2547476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
More than 200 mutations are associated with antiretroviral resistance to drugs belonging to six licensed antiretroviral classes. More than 50 reverse transcriptase mutations are associated with nucleoside reverse transcriptase inhibitor resistance including M184V, thymidine analog mutations, mutations associated with non-thymidine analog containing regimens, multi-nucleoside resistance mutations, and several recently identified accessory mutations. More than 40 reverse transcriptase mutations are associated with nonnucleoside reverse transcriptase inhibitor resistance including major primary and secondary mutations, non-polymorphic minor mutations, and polymorphic accessory mutations. More than 60 mutations are associated with protease inhibitor resistance including major protease, accessory protease, and protease cleavage site mutations. More than 30 integrase mutations are associated with the licensed integrase inhibitor raltegravir and the investigational inhibitor elvitegravir. More than 15 gp41 mutations are associated with the fusion inhibitor enfuvirtide. CCR5 inhibitor resistance results from mutations that promote gp120 binding to an inhibitor-bound CCR5 receptor or CXCR4 tropism; however, the genotypic correlates of these processes are not yet well characterized.
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Affiliation(s)
- Robert W Shafer
- Division of Infectious Diseases, Department of Medicine, Stanford University, Stanford, CA, USA.
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17
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Tyndall JDA, Pattenden LK, Reid RC, Hu SH, Alewood D, Alewood PF, Walsh T, Fairlie DP, Martin JL. Crystal Structures of Highly Constrained Substrate and Hydrolysis Products Bound to HIV-1 Protease. Implications for the Catalytic Mechanism. Biochemistry 2008; 47:3736-44. [DOI: 10.1021/bi7023157] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Joel D. A. Tyndall
- National School of Pharmacy, University of Otago, P.O. Box 913, Dunedin 9054, New Zealand, Centre for Drug Design and Development, Institute for Molecular Bioscience, University of Queensland, Brisbane QLD 4072, Australia, and Centre for Molecular Biotechnology, Queensland University of Technology, Brisbane QLD 4001, Australia
| | - Leonard K. Pattenden
- National School of Pharmacy, University of Otago, P.O. Box 913, Dunedin 9054, New Zealand, Centre for Drug Design and Development, Institute for Molecular Bioscience, University of Queensland, Brisbane QLD 4072, Australia, and Centre for Molecular Biotechnology, Queensland University of Technology, Brisbane QLD 4001, Australia
| | - Robert C. Reid
- National School of Pharmacy, University of Otago, P.O. Box 913, Dunedin 9054, New Zealand, Centre for Drug Design and Development, Institute for Molecular Bioscience, University of Queensland, Brisbane QLD 4072, Australia, and Centre for Molecular Biotechnology, Queensland University of Technology, Brisbane QLD 4001, Australia
| | - Shu-Hong Hu
- National School of Pharmacy, University of Otago, P.O. Box 913, Dunedin 9054, New Zealand, Centre for Drug Design and Development, Institute for Molecular Bioscience, University of Queensland, Brisbane QLD 4072, Australia, and Centre for Molecular Biotechnology, Queensland University of Technology, Brisbane QLD 4001, Australia
| | - Dianne Alewood
- National School of Pharmacy, University of Otago, P.O. Box 913, Dunedin 9054, New Zealand, Centre for Drug Design and Development, Institute for Molecular Bioscience, University of Queensland, Brisbane QLD 4072, Australia, and Centre for Molecular Biotechnology, Queensland University of Technology, Brisbane QLD 4001, Australia
| | - Paul F. Alewood
- National School of Pharmacy, University of Otago, P.O. Box 913, Dunedin 9054, New Zealand, Centre for Drug Design and Development, Institute for Molecular Bioscience, University of Queensland, Brisbane QLD 4072, Australia, and Centre for Molecular Biotechnology, Queensland University of Technology, Brisbane QLD 4001, Australia
| | - Terry Walsh
- National School of Pharmacy, University of Otago, P.O. Box 913, Dunedin 9054, New Zealand, Centre for Drug Design and Development, Institute for Molecular Bioscience, University of Queensland, Brisbane QLD 4072, Australia, and Centre for Molecular Biotechnology, Queensland University of Technology, Brisbane QLD 4001, Australia
| | - David P. Fairlie
- National School of Pharmacy, University of Otago, P.O. Box 913, Dunedin 9054, New Zealand, Centre for Drug Design and Development, Institute for Molecular Bioscience, University of Queensland, Brisbane QLD 4072, Australia, and Centre for Molecular Biotechnology, Queensland University of Technology, Brisbane QLD 4001, Australia
| | - Jennifer L. Martin
- National School of Pharmacy, University of Otago, P.O. Box 913, Dunedin 9054, New Zealand, Centre for Drug Design and Development, Institute for Molecular Bioscience, University of Queensland, Brisbane QLD 4072, Australia, and Centre for Molecular Biotechnology, Queensland University of Technology, Brisbane QLD 4001, Australia
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18
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Kim H, Zhang Y, Heo YS, Oh HB, Chen SS. Specificity rule discovery in HIV-1 protease cleavage site analysis. Comput Biol Chem 2007; 32:71-8. [PMID: 18006382 DOI: 10.1016/j.compbiolchem.2007.09.006] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2007] [Revised: 08/28/2007] [Accepted: 09/09/2007] [Indexed: 10/22/2022]
Abstract
Several machine learning algorithms have recently been applied to modeling the specificity of HIV-1 protease. The problem is challenging because of the three issues as follows: (1) datasets with high dimensionality and small number of samples could misguide classification modeling and its interpretation; (2) symbolic interpretation is desirable because it provides us insight to the specificity in the form of human-understandable rules, and thus helps us to design effective HIV inhibitors; (3) the interpretation should take into account complexity or dependency between positions in sequences. Therefore, it is necessary to investigate multivariate and feature-selective methods to model the specificity and to extract rules from the model. We have tested extensively various machine learning methods, and we have found that the combination of neural networks and decompositional approach can generate a set of effective rules. By validation to experimental results for the HIV-1 protease, the specificity rules outperform the ones generated by frequency-based, univariate or black-box methods.
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Affiliation(s)
- Hyeoncheol Kim
- Department of Computer Science Education, Korea University, Seoul, Republic of Korea.
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19
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De Luca A, Weidler J, Di Giambenedetto S, Coakley E, Cingolani A, Bates M, Lie Y, Pesano R, Cauda R, Schapiro J. Association of HIV-1 Replication Capacity With Treatment Outcomes in Patients With Virologic Treatment Failure. J Acquir Immune Defic Syndr 2007; 45:411-7. [PMID: 17554216 DOI: 10.1097/qai.0b013e318074f008] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
BACKGROUND The extent to which HIV-1 replication capacity (RC) influences the response to therapy remains to be established. METHODS Phenotypic susceptibility and RC of baseline isolates (n = 139) from patients enrolled in the ARGENTA trial were measured and correlated to treatment outcomes over 36 months. RESULTS RC in baseline isolates correlated with the number of phenotypically active drugs (R = 0.34, P < 0.001). Crude viral RC did not predict treatment outcomes. When viral RC was adjusted by baseline CD4 cell counts, HIV-1 RNA levels, and phenotypic susceptibility to the rescue regimen, it showed significant association with the immunologic outcome (per log10 RC higher, mean difference in 36 months' time-averaged change from baseline CD4 count = -68 cells/microL; P = 0.020). In the subgroup of patients with 3 or more phenotypically active drugs in the salvage regimen (n = 35, median RC = 65%), subjects carrying isolates with RC < or =65% as compared to those with RC >65% had better time-averaged HIV-1 RNA responses (mean: -1.04 vs. -0.32 log10 copies/mL; P = 0.012) and CD4 cell responses (mean: 132 vs. -7 cells/microL; P = 0.006). Among patients with HIV-1 RNA levels persistently >500 copies/mL (n = 61), RC, on a log10 basis, was inversely associated with time-averaged 36-month CD4 cell responses (beta = -0.26; P = 0.046). CONCLUSION After normalizing for viral susceptibility to the employed regimen or in patient subsets with suboptimal virologic response, higher viral RC may predict worse subsequent treatment outcomes.
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Affiliation(s)
- Andrea De Luca
- Institute of Clinical Infectious Diseases, Policlinoco Universitario Agostino Gemelli, Catholic University of the Sacred Heart, Largo F. Vito 1, 00168 Rome, Italy.
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20
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Kontijevskis A, Wikberg JES, Komorowski J. Computational proteomics analysis of HIV-1 protease interactome. Proteins 2007; 68:305-12. [PMID: 17427231 DOI: 10.1002/prot.21415] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
HIV-1 protease is a small homodimeric enzyme that ensures maturation of HIV virions by cleaving the viral precursor Gag and Gag-Pol polyproteins into structural and functional elements. The cleavage sites in the viral polyproteins share neither sequence homology nor binding motif and the specificity of the HIV-1 protease is therefore only partially understood. Using an extensive data set collected from 16 years of HIV proteome research we have here created a general and predictive rule-based model for HIV-1 protease specificity based on rough sets. We demonstrate that HIV-1 protease specificity is much more complex than previously anticipated, which cannot be defined based solely on the amino acids at the substrate's scissile bond or by any other single substrate amino acid position only. Our results show that the combination of at least three particular amino acids is needed in the substrate for a cleavage event to occur. Only by combining and analyzing massive amounts of HIV proteome data it was possible to discover these novel and general patterns of physico-chemical substrate cleavage determinants. Our study is an example how computational biology methods can advance the understanding of the viral interactomes.
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21
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Malet I, Roquebert B, Dalban C, Wirden M, Amellal B, Agher R, Simon A, Katlama C, Costagliola D, Calvez V, Marcelin AG. Association of Gag cleavage sites to protease mutations and to virological response in HIV-1 treated patients. J Infect 2007; 54:367-74. [DOI: 10.1016/j.jinf.2006.06.012] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2006] [Revised: 06/08/2006] [Accepted: 06/15/2006] [Indexed: 10/24/2022]
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22
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Kontijevskis A, Prusis P, Petrovska R, Yahorava S, Mutulis F, Mutule I, Komorowski J, Wikberg JES. A look inside HIV resistance through retroviral protease interaction maps. PLoS Comput Biol 2007; 3:e48. [PMID: 17352531 PMCID: PMC1817660 DOI: 10.1371/journal.pcbi.0030048] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2006] [Accepted: 01/24/2007] [Indexed: 11/19/2022] Open
Abstract
Retroviruses affect a large number of species, from fish and birds to mammals and humans, with global socioeconomic negative impacts. Here the authors report and experimentally validate a novel approach for the analysis of the molecular networks that are involved in the recognition of substrates by retroviral proteases. Using multivariate analysis of the sequence-based physiochemical descriptions of 61 retroviral proteases comprising wild-type proteases, natural mutants, and drug-resistant forms of proteases from nine different viral species in relation to their ability to cleave 299 substrates, the authors mapped the physicochemical properties and cross-dependencies of the amino acids of the proteases and their substrates, which revealed a complex molecular interaction network of substrate recognition and cleavage. The approach allowed a detailed analysis of the molecular-chemical mechanisms involved in substrate cleavage by retroviral proteases.
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Affiliation(s)
- Aleksejs Kontijevskis
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
- Linnaeus Centre for Bioinformatics, Uppsala University, Uppsala, Sweden
| | - Peteris Prusis
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
| | - Ramona Petrovska
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
| | - Sviatlana Yahorava
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
| | - Felikss Mutulis
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
| | - Ilze Mutule
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
| | - Jan Komorowski
- Linnaeus Centre for Bioinformatics, Uppsala University, Uppsala, Sweden
| | - Jarl E. S Wikberg
- Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
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23
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Nijhuis M, van Maarseveen NM, Lastere S, Schipper P, Coakley E, Glass B, Rovenska M, de Jong D, Chappey C, Goedegebuure IW, Heilek-Snyder G, Dulude D, Cammack N, Brakier-Gingras L, Konvalinka J, Parkin N, Kräusslich HG, Brun-Vezinet F, Boucher CAB. A novel substrate-based HIV-1 protease inhibitor drug resistance mechanism. PLoS Med 2007; 4:e36. [PMID: 17227139 PMCID: PMC1769415 DOI: 10.1371/journal.pmed.0040036] [Citation(s) in RCA: 132] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2006] [Accepted: 10/31/2006] [Indexed: 12/02/2022] Open
Abstract
BACKGROUND HIV protease inhibitor (PI) therapy results in the rapid selection of drug resistant viral variants harbouring one or two substitutions in the viral protease. To combat PI resistance development, two approaches have been developed. The first is to increase the level of PI in the plasma of the patient, and the second is to develop novel PI with high potency against the known PI-resistant HIV protease variants. Both approaches share the requirement for a considerable increase in the number of protease mutations to lead to clinical resistance, thereby increasing the genetic barrier. We investigated whether HIV could yet again find a way to become less susceptible to these novel inhibitors. METHODS AND FINDINGS We have performed in vitro selection experiments using a novel PI with an increased genetic barrier (RO033-4649) and demonstrated selection of three viruses 4- to 8-fold resistant to all PI compared to wild type. These PI-resistant viruses did not have a single substitution in the viral protease. Full genomic sequencing revealed the presence of NC/p1 cleavage site substitutions in the viral Gag polyprotein (K436E and/or I437T/V) in all three resistant viruses. These changes, when introduced in a reference strain, conferred PI resistance. The mechanism leading to PI resistance is enhancement of the processing efficiency of the altered substrate by wild-type protease. Analysis of genotypic and phenotypic resistance profiles of 28,000 clinical isolates demonstrated the presence of these NC/p1 cleavage site mutations in some clinical samples (codon 431 substitutions in 13%, codon 436 substitutions in 8%, and codon 437 substitutions in 10%). Moreover, these cleavage site substitutions were highly significantly associated with reduced susceptibility to PI in clinical isolates lacking primary protease mutations. Furthermore, we used data from a clinical trial (NARVAL, ANRS 088) to demonstrate that these NC/p1 cleavage site changes are associated with virological failure during PI therapy. CONCLUSIONS HIV can use an alternative mechanism to become resistant to PI by changing the substrate instead of the protease. Further studies are required to determine to what extent cleavage site mutations may explain virological failure during PI therapy.
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Affiliation(s)
- Monique Nijhuis
- Eijkman Winkler Center, Department of Medical Microbiology, University Medical Center Utrecht, Utrecht, Netherlands
| | - Noortje M van Maarseveen
- Eijkman Winkler Center, Department of Medical Microbiology, University Medical Center Utrecht, Utrecht, Netherlands
| | | | - Pauline Schipper
- Eijkman Winkler Center, Department of Medical Microbiology, University Medical Center Utrecht, Utrecht, Netherlands
| | - Eoin Coakley
- Monogram Biosciences, San Francisco, California, United States of America
| | - Bärbel Glass
- Department of Virology, University of Heidelberg, Heidelberg, Germany
| | - Mirka Rovenska
- Institute of Organic Chemistry and Biochemistry, Academy of Science of the Czech Republic, Prague, Czech Republic
| | - Dorien de Jong
- Eijkman Winkler Center, Department of Medical Microbiology, University Medical Center Utrecht, Utrecht, Netherlands
| | - Colombe Chappey
- Monogram Biosciences, San Francisco, California, United States of America
| | - Irma W Goedegebuure
- Eijkman Winkler Center, Department of Medical Microbiology, University Medical Center Utrecht, Utrecht, Netherlands
| | | | - Dominic Dulude
- Department of Biochemistry, Université de Montreal, Montreal, Canada
| | - Nick Cammack
- Roche Bioscience, Palo Alto, California, United States of America
| | | | - Jan Konvalinka
- Institute of Organic Chemistry and Biochemistry, Academy of Science of the Czech Republic, Prague, Czech Republic
| | - Neil Parkin
- Monogram Biosciences, San Francisco, California, United States of America
| | | | | | - Charles A. B Boucher
- Eijkman Winkler Center, Department of Medical Microbiology, University Medical Center Utrecht, Utrecht, Netherlands
- * To whom correspondence should be addressed. E-mail:
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24
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Weinheimer S, Discotto L, Friborg J, Yang H, Colonno R. Atazanavir signature I50L resistance substitution accounts for unique phenotype of increased susceptibility to other protease inhibitors in a variety of human immunodeficiency virus type 1 genetic backbones. Antimicrob Agents Chemother 2005; 49:3816-24. [PMID: 16127058 PMCID: PMC1195397 DOI: 10.1128/aac.49.9.3816-3824.2005] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Substitution of leucine for isoleucine at residue 50 (I50L) of human immunodeficiency virus (HIV) protease is the signature substitution for atazanavir (ATV) resistance. A unique phenotypic profile has been associated with viruses containing the I50L substitution, which produces ATV-specific resistance and increased susceptibility to most other approved HIV protease inhibitors (PIs). The basis for this unique phenotype has not been clearly elucidated. In this report, a direct effect of I50L on the susceptibility to the PI class is described. Cell-based protease assays using wild-type and PI-resistant proteases from laboratory and clinical isolates and in vitro antiviral assays were used to demonstrate a strong concordance between changes in PI susceptibility at the level of protease inhibition and changes in susceptibility observed at the level of virus infection. The results show that the induction of ATV resistance and increased susceptibility to other PIs by the I50L substitution is likely determined at the level of protease inhibition. Moreover, the I50L substitution functions to increase PI susceptibility even in the presence of other primary and secondary PI resistance substitutions. These findings may have implications regarding the optimal sequencing of PI therapies necessary to preserve PI treatment options of patients with ATV-resistant HIV infections.
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Affiliation(s)
- S Weinheimer
- Bristol-Myers Squibb Pharmaceutical Research Institute, Wallingford, Conn, USA
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25
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You L, Garwicz D, Rögnvaldsson T. Comprehensive bioinformatic analysis of the specificity of human immunodeficiency virus type 1 protease. J Virol 2005; 79:12477-86. [PMID: 16160175 PMCID: PMC1211560 DOI: 10.1128/jvi.79.19.12477-12486.2005] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2004] [Accepted: 07/01/2005] [Indexed: 11/20/2022] Open
Abstract
Rapidly developing viral resistance to licensed human immunodeficiency virus type 1 (HIV-1) protease inhibitors is an increasing problem in the treatment of HIV-infected individuals and AIDS patients. A rational design of more effective protease inhibitors and discovery of potential biological substrates for the HIV-1 protease require accurate models for protease cleavage specificity. In this study, several popular bioinformatic machine learning methods, including support vector machines and artificial neural networks, were used to analyze the specificity of the HIV-1 protease. A new, extensive data set (746 peptides that have been experimentally tested for cleavage by the HIV-1 protease) was compiled, and the data were used to construct different classifiers that predicted whether the protease would cleave a given peptide substrate or not. The best predictor was a nonlinear predictor using two physicochemical parameters (hydrophobicity, or alternatively polarity, and size) for the amino acids, indicating that these properties are the key features recognized by the HIV-1 protease. The present in silico study provides new and important insights into the workings of the HIV-1 protease at the molecular level, supporting the recent hypothesis that the protease primarily recognizes a conformation rather than a specific amino acid sequence. Furthermore, we demonstrate that the presence of 1 to 2 lysine residues near the cleavage site of octameric peptide substrates seems to prevent cleavage efficiently, suggesting that this positively charged amino acid plays an important role in hindering the activity of the HIV-1 protease.
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Affiliation(s)
- Liwen You
- School of Information Science, Computer and Electrical Engineering, Halmstad University, Halmstad, Sweden
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26
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Resch W, Parkin N, Watkins T, Harris J, Swanstrom R. Evolution of human immunodeficiency virus type 1 protease genotypes and phenotypes in vivo under selective pressure of the protease inhibitor ritonavir. J Virol 2005; 79:10638-49. [PMID: 16051856 PMCID: PMC1182672 DOI: 10.1128/jvi.79.16.10638-10649.2005] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
We examined the population dynamics of human immunodeficiency virus type 1 pro variants during the evolution of resistance to the protease inhibitor ritonavir (RTV) in vivo. pro variants were followed in subjects who had added RTV to their previously failed reverse transcriptase inhibitor therapy using a heteroduplex tracking assay designed to detect common resistance-associated mutations. In most cases the initial variant appeared rapidly within 2 to 3 months followed by one or more subsequent population turnovers. Some of the subsequent transitions between variants were rapid, and some were prolonged with the coexistence of multiple variants. In several cases variants without resistance mutations persisted despite the emergence of new variants with an increasing number of resistance-associated mutations. Based on the rate of turnover of pro variants in the RTV-treated subjects we estimated that the mean fitness of newly emerging variants was increased 1.2-fold (range, 1.02 to 1.8) relative to their predecessors. A subset of pro genes was introduced into infectious molecular clones. The corresponding viruses displayed impaired replication capacity and reduced susceptibility to RTV. A subset of these clones also showed increased susceptibility to two nonnucleoside reverse transcriptase inhibitors and the protease inhibitor saquinavir. Finally, a significant correlation between the reduced replication capacity and reduced processing at the gag NC-p1 processing site was noted. Our results reveal a complexity of patterns in the evolution of resistance to a protease inhibitor. In addition, these results suggest that selection for resistance to one protease inhibitor can have pleiotropic effects that can affect fitness and susceptibility to other drugs.
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Affiliation(s)
- Wolfgang Resch
- Department of Biochemistry and Biophysics, University of North Carolina, Chapel Hill, NC, USA
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27
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Gosalia DN, Salisbury CM, Maly DJ, Ellman JA, Diamond SL. Profiling serine protease substrate specificity with solution phase fluorogenic peptide microarrays. Proteomics 2005; 5:1292-8. [PMID: 15742319 DOI: 10.1002/pmic.200401011] [Citation(s) in RCA: 92] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
A novel microarray-based proteolytic profiling assay enabled the rapid determination of protease substrate specificities with minimal sample and enzyme usage. A 722-member library of fluorogenic protease substrates of the general format Ac-Ala-X-X-(Arg/Lys)-coumarin was synthesized and microarrayed, along with fluorescent calibration standards, in glycerol nanodroplets on microscope slides. The arrays were then activated by deposition of an aerosolized enzyme solution, followed by incubation and fluorometric scanning. The specificities of human blood serine proteases (human thrombin, factor Xa, plasmin, and urokinase plasminogen activator) were examined. The arrays provided complete maps of protease specificity for all of the substrates tested and allowed for detection of cooperative interactions between substrate subsites. The arrays were further utilized to explore the conservation of thrombin specificity across species by comparing the proteolytic fingerprints of human, bovine, and salmon thrombin. These enzymes share nearly identical specificity profiles despite approximately 390 million years of divergent evolution. Fluorogenic substrate microarrays provide a rapid way to determine protease substrate specificity information that can be used for the design of selective inhibitors and substrates, the study of evolutionary divergence, and potentially, for diagnostic applications.
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Affiliation(s)
- Dhaval N Gosalia
- Department of Bioengineering, Institute for Medicine and Engineering, University of Pennsylvania, PA, USA
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28
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Mahrus S, Kisiel W, Craik CS. Granzyme M Is a Regulatory Protease That Inactivates Proteinase Inhibitor 9, an Endogenous Inhibitor of Granzyme B. J Biol Chem 2004; 279:54275-82. [PMID: 15494398 DOI: 10.1074/jbc.m411482200] [Citation(s) in RCA: 73] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Granzyme M is a trypsin-fold serine protease that is specifically found in the granules of natural killer cells. This enzyme has been implicated recently in the induction of target cell death by cytotoxic lymphocytes, but unlike granzymes A and B, the molecular mechanism of action of granzyme M is unknown. We have characterized the extended substrate specificity of human granzyme M by using purified recombinant enzyme, several positional scanning libraries of coumarin substrates, and a panel of individual p-nitroanilide and coumarin substrates. In contrast to previous studies conducted using thiobenzyl ester substrates (Smyth, M. J., O'Connor, M. D., Trapani, J. A., Kershaw, M. H., and Brinkworth, R. I. (1996) J. Immunol. 156, 4174-4181), a strong preference for leucine at P1 over methionine was demonstrated. The extended substrate specificity was determined to be lysine = norleucine at P4, broad at P3, proline > alanine at P2, and leucine > norleucine > methionine at P1. The enzyme activity was found to be highly dependent on the length and sequence of substrates, indicative of a regulatory function for human granzyme M. Finally, the interaction between granzyme M and the serpins alpha(1)-antichymotrypsin, alpha(1)-proteinase inhibitor, and proteinase inhibitor 9 was characterized by using a candidate-based approach to identify potential endogenous inhibitors. Proteinase inhibitor 9 was effectively hydrolyzed and inactivated by human granzyme M, raising the possibility that this orphan granzyme bypasses proteinase inhibitor 9 inhibition of granzyme B.
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Affiliation(s)
- Sami Mahrus
- Chemistry and Chemical Biology Graduate Program, University of California, San Francisco, California 94143-2280, USA
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29
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Prabu-Jeyabalan M, Nalivaika EA, King NM, Schiffer CA. Structural basis for coevolution of a human immunodeficiency virus type 1 nucleocapsid-p1 cleavage site with a V82A drug-resistant mutation in viral protease. J Virol 2004; 78:12446-54. [PMID: 15507631 PMCID: PMC525094 DOI: 10.1128/jvi.78.22.12446-12454.2004] [Citation(s) in RCA: 78] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2004] [Accepted: 07/12/2004] [Indexed: 11/20/2022] Open
Abstract
Maturation of human immunodeficiency virus (HIV) depends on the processing of Gag and Pol polyproteins by the viral protease, making this enzyme a prime target for anti-HIV therapy. Among the protease substrates, the nucleocapsid-p1 (NC-p1) sequence is the least homologous, and its cleavage is the rate-determining step in viral maturation. In the other substrates of HIV-1 protease, P1 is usually either a hydrophobic or an aromatic residue, and P2 is usually a branched residue. NC-p1, however, contains Asn at P1 and Ala at P2. In response to the V82A drug-resistant protease mutation, the P2 alanine of NC-p1 mutates to valine (AP2V). To provide a structural rationale for HIV-1 protease binding to the NC-p1 cleavage site, we solved the crystal structures of inactive (D25N) WT and V82A HIV-1 proteases in complex with their respective WT and AP2V mutant NC-p1 substrates. Overall, the WT NC-p1 peptide binds HIV-1 protease less optimally than the AP2V mutant, as indicated by the presence of fewer hydrogen bonds and fewer van der Waals contacts. AlaP2 does not fill the P2 pocket completely; PheP1' makes van der Waals interactions with Val82 that are lost with the V82A protease mutation. This loss is compensated by the AP2V mutation, which reorients the peptide to a conformation more similar to that observed in other substrate-protease complexes. Thus, the mutant substrate not only binds the mutant protease more optimally but also reveals the interdependency between the P1' and P2 substrate sites. This structural interdependency results from coevolution of the substrate with the viral protease.
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Affiliation(s)
- Moses Prabu-Jeyabalan
- Department of Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, 364 Plantation Street, Worcester, MA 01605-2324, USA
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Tie Y, Boross PI, Wang YF, Gaddis L, Hussain AK, Leshchenko S, Ghosh AK, Louis JM, Harrison RW, Weber IT. High resolution crystal structures of HIV-1 protease with a potent non-peptide inhibitor (UIC-94017) active against multi-drug-resistant clinical strains. J Mol Biol 2004; 338:341-52. [PMID: 15066436 DOI: 10.1016/j.jmb.2004.02.052] [Citation(s) in RCA: 178] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2003] [Revised: 02/13/2004] [Accepted: 02/19/2004] [Indexed: 11/21/2022]
Abstract
The compound UIC-94017 (TMC-114) is a second-generation HIV protease inhibitor with improved pharmacokinetics that is chemically related to the clinical inhibitor amprenavir. UIC-94017 is a broad-spectrum potent inhibitor active against HIV-1 clinical isolates with minimal cytotoxicity. We have determined the high-resolution crystal structures of UIC-94017 in complexes with wild-type HIV-1 protease (PR) and mutant proteases PR(V82A) and PR(I84V) that are common in drug-resistant HIV. The structures were refined at resolutions of 1.10-1.53A. The crystal structures of PR and PR(I84V) with UIC-94017 ternary complexes show that the inhibitor binds to the protease in two overlapping positions, while the PR(V82A) complex had one ordered inhibitor. In all three structures, UIC-94017 forms hydrogen bonds with the conserved main-chain atoms of Asp29 and Asp30 of the protease. These interactions are proposed to be critical for the potency of this compound against HIV isolates that are resistant to multiple protease inhibitors. Other small differences were observed in the interactions of the mutants with UIC-94017 as compared to PR. PR(V82A) showed differences in the position of the main-chain atoms of residue 82 compared to PR structure that better accommodated the inhibitor. Finally, the 1.10A resolution structure of PR(V82A) with UIC-94017 showed an unusual distribution of electron density for the catalytic aspartate residues, which is discussed in relation to the reaction mechanism.
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Affiliation(s)
- Yunfeng Tie
- Department of Chemistry, Georgia State University, Atlanta, GA 30303, USA
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31
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Charpentier C, Dwyer DE, Mammano F, Lecossier D, Clavel F, Hance AJ. Role of minority populations of human immunodeficiency virus type 1 in the evolution of viral resistance to protease inhibitors. J Virol 2004; 78:4234-47. [PMID: 15047838 PMCID: PMC374292 DOI: 10.1128/jvi.78.8.4234-4247.2004] [Citation(s) in RCA: 70] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Human immunodeficiency virus type 1 (HIV-1) drug resistance results from the accumulation of mutations in the viral genes targeted by the drugs. These genetic changes, however, are commonly detected and monitored by techniques that only take into account the dominant population of plasma virus. Because HIV-1-infected patients harbor a complex and diverse mixture of virus populations, the mechanisms underlying the emergence and the evolution of resistance are not fully elucidated. Using techniques that allow the quantification of resistance mutations in minority virus species, we have monitored the evolution of resistance in plasma virus populations from patients failing protease inhibitor treatment. Minority populations with distinct resistance genotypes were detected in all patients throughout the evolution of resistance. The emergence of new dominant genotypes followed two possible mechanisms: (i) emergence of a new mutation in a currently dominant genotype and (ii) emergence of a new genotype derived from a minority virus species. In most cases, these population changes were associated with an increase in resistance at the expense of a reduction in replication capacity. Our findings provide a preliminary indication that minority viral species, which evolve independently of the majority virus population, can eventually become dominant populations, thereby serving as a reservoir of diversity and possibly accelerating the development of drug resistance.
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Logsdon BC, Vickrey JF, Martin P, Proteasa G, Koepke JI, Terlecky SR, Wawrzak Z, Winters MA, Merigan TC, Kovari LC. Crystal structures of a multidrug-resistant human immunodeficiency virus type 1 protease reveal an expanded active-site cavity. J Virol 2004; 78:3123-32. [PMID: 14990731 PMCID: PMC354404 DOI: 10.1128/jvi.78.6.3123-3132.2004] [Citation(s) in RCA: 65] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The goal of this study was to use X-ray crystallography to investigate the structural basis of resistance to human immunodeficiency virus type 1 (HIV-1) protease inhibitors. We overexpressed, purified, and crystallized a multidrug-resistant (MDR) HIV-1 protease enzyme derived from a patient failing on several protease inhibitor-containing regimens. This HIV-1 variant contained codon mutations at positions 10, 36, 46, 54, 63, 71, 82, 84, and 90 that confer drug resistance to protease inhibitors. The 1.8-angstrom (A) crystal structure of this MDR patient isolate reveals an expanded active-site cavity. The active-site expansion includes position 82 and 84 mutations due to the alterations in the amino acid side chains from longer to shorter (e.g., V82A and I84V). The MDR isolate 769 protease "flaps" stay open wider, and the difference in the flap tip distances in the MDR 769 variant is 12 A. The MDR 769 protease crystal complexes with lopinavir and DMP450 reveal completely different binding modes. The network of interactions between the ligands and the MDR 769 protease is completely different from that seen with the wild-type protease-ligand complexes. The water molecule-forming hydrogen bonds bridging between the two flaps and either the substrate or the peptide-based inhibitor are lacking in the MDR 769 clinical isolate. The S1, S1', S3, and S3' pockets show expansion and conformational change. Surface plasmon resonance measurements with the MDR 769 protease indicate higher k(off) rates, resulting in a change of binding affinity. Surface plasmon resonance measurements provide k(on) and k(off) data (K(d) = k(off)/k(on)) to measure binding of the multidrug-resistant protease to various ligands. This MDR 769 protease represents a new antiviral target, presenting the possibility of designing novel inhibitors with activity against the open and expanded protease forms.
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Affiliation(s)
- Bradley C Logsdon
- Department of Biochemistry and Molecular Biology, Wayne State University School of Medicine, Detroit, Michigan, USA
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Abstract
Viral fitness, defined as the extent of viral adaptation to the host environment, arises from tissue tropism, immune system evasion, drug resistance, and viral replication capacity. The fitness of wild-type and drug-resistant HIV-1 varies widely, associating with plasma viremia, CD4+ T-cell count, and clinical progression. HIV-1 fitness may be measured in competitive culture assays, single cycle assays, or single cycle assays based on a subgenomic fragment of HIV-1, which has been standardized as the replication capacity assay (pol RC). During virologic failure of antiretroviral therapy, CD4 T-cell counts remain elevated while pol RC declines and remains durably lower because of drug-selected changes in the gag and pol genes. CD4 T-cell sparing also is observed among patients without evidence of drug resistance who carry a low pol RC virus. Reduced HIV-1 replication capacity and virulence may occur because of drug resistance or viral escape from host immune responses.
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Affiliation(s)
- Jason D. Barbour
- Gladstone Institute of Virology and Immunology, PO Box 419100, San Francisco, CA 94141, USA.
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34
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Myint L, Matsuda M, Matsuda Z, Yokomaku Y, Chiba T, Okano A, Yamada K, Sugiura W. Gag non-cleavage site mutations contribute to full recovery of viral fitness in protease inhibitor-resistant human immunodeficiency virus type 1. Antimicrob Agents Chemother 2004; 48:444-52. [PMID: 14742193 PMCID: PMC321554 DOI: 10.1128/aac.48.2.444-452.2004] [Citation(s) in RCA: 67] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
It is well documented that human immunodeficiency virus type 1 (HIV-1) Gag cleavage site mutations (CSMs) emerge in conjunction with various HIV-1 mutations for protease inhibitor (PI) resistance and improve viral replication capacity, which is reduced by acquisition of the resistance. However, CSMs are not the only mutations that emerge in Gag during treatment; many mutations other than CSMs (non-CSMs) have been found to accumulate in the Gag region. In the present study we demonstrate the important role of Gag non-CSMs with regard to viral fitness recovery. We selected three Gag-protease sequences with different PI resistance-associated mutations and CSMs from patients with antiretroviral treatment failure. To clarify the significance of CSMs and non-CSMs, four types of recombinant viruses with different patterns in each sequence were constructed. These were the GP type (patient-derived Gag and protease), the P type (HXB2 Gag and patient-derived protease), the GP(-c) type (CSMs removed from the GP type), and the P(+c) type (CSMs in the HXB2 Gag frame and patient-derived protease). By comparison of these four types of recombinant viruses in each patient-derived Gag-protease sequence, we found that non-CSMs, which had no systematic pattern, make a significant contribution to viral fitness recovery. Our findings demonstrate a delicate interaction between the in vivo evolution of Gag and protease to evade drug selective pressure and the importance of Gag in evaluating drug-resistant viruses.
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Affiliation(s)
- Lay Myint
- AIDS Research Center, National Institute of Infectious Diseases, Tokyo, Japan
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35
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Simon V, Padte N, Murray D, Vanderhoeven J, Wrin T, Parkin N, Di Mascio M, Markowitz M. Infectivity and replication capacity of drug-resistant human immunodeficiency virus type 1 variants isolated during primary infection. J Virol 2003; 77:7736-45. [PMID: 12829813 PMCID: PMC161921 DOI: 10.1128/jvi.77.14.7736-7745.2003] [Citation(s) in RCA: 41] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
It is believed that replication capacity is an important determinant of human immunodeficiency virus type 1 (HIV-1) pathogenicity and transmissibility. To explore this, we conducted a comprehensive analysis of the replication properties of nine drug-resistant and nine drug-susceptible viral isolates derived from patients with primary HIV-1 infection. Viral isolates were tested for single-cycle infectivity in the GHOST cell line. The infectivity of isolates carrying resistance-associated mutations was significantly higher than that of drug-susceptible isolates. Additionally, the growth kinetics of these isolates were determined in CD4+ T lymphocytes. Drug-resistant isolates replicated as well as drug-susceptible viruses. Insertion of the resistance-conferring regions into an NL4-3-based molecular background resulted in chimeras that displayed a modest but significant reduction in replication capacity compared to the drug-susceptible chimeric viruses. Of note, two multidrug-resistant isolates and one protease inhibitor-resistant isolate displayed higher rates of infectivity and growth kinetics than the other drug-resistant or drug-susceptible isolates. These distinct replicative features, however, were not seen in the corresponding chimeras, indicating that changes within the C-terminal region of Gag as well as within the protease and reverse transcriptase genes contribute to but are not sufficient for the level of compensatory adaptation observed. These findings suggest that some drug-resistant viruses isolated during primary infection possess unique adaptive changes that allow for both high viral replication capacity and resistance to one or more classes of antiretroviral drugs. Further studies are needed to elucidate the precise regions that are essential for these characteristics.
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Affiliation(s)
- Viviana Simon
- Aaron Diamond AIDS Research Center, The Rockefeller University, 455 First Avenue, 7th Floor, New York, NY 10016, USA.
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36
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Bates M, Wrin T, Huang W, Petropoulos C, Hellmann N. Practical applications of viral fitness in clinical practice. Curr Opin Infect Dis 2003; 16:11-8. [PMID: 12821824 DOI: 10.1097/00001432-200302000-00003] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
PURPOSE OF REVIEW To review recent clinical data regarding viral fitness and its potential utility in clinical practice. Therapeutic failure of antiretroviral regimens is often due to the development of drug resistance. The viral loads achieved by these drug-resistant variants frequently remain suppressed below pretreatment levels. Furthermore, many patients with virologic failure continue to maintain stable CD4 counts and remain clinically well. One possible explanation for these observations is that the resistant virus that emerges during failure of highly active antiretroviral therapy is less fit than its wild-type counterpart as a result of the requirement to maintain resistance mutations that allow it to replicate in the presence of antiretroviral drugs. Since there are many patients with limited treatment options due to extensive resistance or drug toxicities, or both, there is intense interest in exploring the possibility that viral fitness can be exploited for clinical benefit. This review describes the assays that are used to measure fitness and replication capacity, and investigations of their utility in clinical practice. RECENT FINDINGS A number of methods have been developed to measure viral fitness. Replication kinetic and competitive culture assays are accurate, but labour and time intensive. The availability of a rapid, single-cycle recombinant assay that measures viral replication capacity presents the possibility that assessments of viral fitness could be incorporated into clinical management. The replication capacity assay appears to correlate with more standard measures of viral fitness, and recently accumulated data in both wild-type and drug resistant viral populations suggest that replication capacity describes an intrinsic characteristic of HIV-1. A number of investigations of the clinical utility of fitness and replication capacity assays have established correlations between these measurements and virologic and immunologic outcomes. SUMMARY Much progress has been made in the past year in our understanding of viral fitness and replication capacity. Assays that measure these viral characteristics have the potential to expand the range of clinical strategies employed against HIV-1. Further investigations are needed to firmly establish the clinical utility of these assays.
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Affiliation(s)
- Michael Bates
- Division of Clinical Research, ViroLogic, Inc., San Francisco, CA 94080, USA.
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Pinilla C, Appel JR, Borràs E, Houghten RA. Advances in the use of synthetic combinatorial chemistry: mixture-based libraries. Nat Med 2003; 9:118-22. [PMID: 12514724 DOI: 10.1038/nm0103-118] [Citation(s) in RCA: 81] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Clemencia Pinilla
- Torrey Pines Institute for Molecular Studies, San Diego, California, USA
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38
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Matsuoka-Aizawa S, Sato H, Hachiya A, Tsuchiya K, Takebe Y, Gatanaga H, Kimura S, Oka S. Isolation and molecular characterization of a nelfinavir (NFV)-resistant human immunodeficiency virus type 1 that exhibits NFV-dependent enhancement of replication. J Virol 2003; 77:318-27. [PMID: 12477837 PMCID: PMC140576 DOI: 10.1128/jvi.77.1.318-327.2003] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
During the use of a phenotypic anti-human immunodeficiency virus type 1 (HIV-1) drug resistance assay in a large set of clinical virus isolates, we found a unique variant (CL-4) that exhibited a high level of nelfinavir (NFV) resistance and rather enhanced replication under subinhibitory concentrations of NFV (0.001 to 0.1 micro M). Comparison of gag-pol sequences of the CL-4 variant and its predecessor virus isolates showed a stepwise accumulation of a total of 19 amino acid substitutions in protease (PR) and Gag p17 during 32-month NFV-containing antiretroviral therapy, while other Gag regions including the cleavage sites of the p55 precursor remained highly conserved. To understand the relationship between the genetic and phenotypic changes in CL-4, we constructed chimeric viruses using pNL4-3, replacing the PR, p24PR, or p17PR gene segment of CL-4 or its predecessor. A series of tissue culture infections with the chimeras in the absence or presence of increasing concentrations of NFV demonstrated that only the p17PR segment of CL-4 could confer the NFV-dependent replication enhancement phenotype on NL4-3. Our data suggest a novel adaptation mechanism of HIV-1 to NFV, in which coevolution of Gag and PR genes generates a variant that replicates more efficiently in the cellular environment in the presence of NFV than without the drug.
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39
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Barrios AM, Craik CS. Scanning the prime-site substrate specificity of proteolytic enzymes: a novel assay based on ligand-enhanced lanthanide ion fluorescence. Bioorg Med Chem Lett 2002; 12:3619-23. [PMID: 12443789 DOI: 10.1016/s0960-894x(02)00786-2] [Citation(s) in RCA: 20] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
A novel method for assaying the substrate specificity of proteolytic enzymes has been developed utilizing ligand-enhanced lanthanide ion fluorescence. This approach was used to develop peptide libraries to probe substrate specificity in the prime sites of proteolytic enzymes. A positional scanning synthetic combinatorial library of fluorogenic peptides was synthesized and used to determine the extended prime site specificity of bovine alpha-chymotrypsin. The enzyme showed a preference for Lys and Arg in the P1' position, rather broad specificity in the P2' position, and a slight Arg specificity in the P3' position. The specificity profile of bovine alpha-chymotrypsin agrees well with previously reported data, and the substrate library reported herein should provide valuable information about the prime site substrate specificities of other proteolytic enzymes as well. Furthermore, the continuous fluorogenic assay described may prove useful in analyzing the activity of other hydrolytic enzymes.
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Affiliation(s)
- Amy M Barrios
- Department of Pharmaceutical Chemistry, University of California, San Francisco 94143, USA
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40
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Casbarra A, Piaz FD, Ingallinella P, Orrù S, Pucci P, Pessi A, Bianchi E. The effect of prime-site occupancy on the hepatitis C virus NS3 protease structure. Protein Sci 2002; 11:2102-12. [PMID: 12192066 PMCID: PMC2373603 DOI: 10.1110/ps.0206602] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
We recently reported a new class of inhibitors of the chymotrypsin-like serine protease NS3 of the hepatitis C virus. These inhibitors exploit the binding potential of the S' site of the protease, which is not generally used by the natural substrates. The effect of prime-site occupancy was analyzed by circular dichroism spectroscopy and limited proteolysis-mass spectrometry. Generally, nonprime inhibitors cause a structural change in NS3. Binding in the S' site produces additional conformational changes with different binding modes, even in the case of the NS3/4A cofactor complex. Notably, inhibitor binding either in the S or S' site also has profound effects on the stabilization of the protease. In addition, the stabilization propagates to regions not in direct contact with the inhibitor. In particular, the N-terminal region, which according to structural studies is endowed with low structural stability and is not stabilized by nonprime inhibitors, was now fully protected from proteolytic degradation. From the perspective of drug design, P-P' inhibitors take advantage of binding pockets, which are not exploited by the natural HCV substrates; hence, they are an entry point for a novel class of NS3/4A inhibitors. Here we show that binding of each inhibitor is associated with a specific structural rearrangement. The development of a range of inhibitors belonging to different classes and an understanding of their interactions with the protease are required to address the issue of the most likely outcome of viral protease inhibitor therapy, that is, viral resistance.
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Affiliation(s)
- Annarita Casbarra
- Dipartimento di Chimica Organica e Biochimica, Complesso Universitario Monte Santangelo, Via Cinthia, 80126 Napoli, Italy
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Maguire MF, Guinea R, Griffin P, Macmanus S, Elston RC, Wolfram J, Richards N, Hanlon MH, Porter DJT, Wrin T, Parkin N, Tisdale M, Furfine E, Petropoulos C, Snowden BW, Kleim JP. Changes in human immunodeficiency virus type 1 Gag at positions L449 and P453 are linked to I50V protease mutants in vivo and cause reduction of sensitivity to amprenavir and improved viral fitness in vitro. J Virol 2002; 76:7398-406. [PMID: 12097552 PMCID: PMC136352 DOI: 10.1128/jvi.76.15.7398-7406.2002] [Citation(s) in RCA: 124] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Human immunodeficiency virus type 1 (HIV-1) Gag protease cleavage sites (CS) undergo sequence changes during the development of resistance to several protease inhibitors (PIs). We have analyzed the association of sequence variation at the p7/p1 and p1/p6 CS in conjunction with amprenavir (APV)-specific protease mutations following PI combination therapy with APV. Querying a central resistance data repository resulted in the detection of significant associations (P < 0.001) between the presence of APV protease signature mutations and Gag L449F (p1/p6 LP1'F) and P453L (p1/p6 PP5'L) CS changes. In population-based sequence analyses the I50V mutant was invariably linked to either L449F or P453L. Clonal analysis revealed that both CS mutations were never present in the same genome. Sequential plasma samples from one patient revealed a transition from I50V M46L P453L viruses at early time points to I50V M46I L449F viruses in later samples. Various combinations of the protease and Gag mutations were introduced into the HXB2 laboratory strain of HIV-1. In both single- and multiple-cycle assay systems and in the context of I50V, the L449F and P453L changes consistently increased the 50% inhibitory concentration of APV, while the CS changes alone had no measurable effect on inhibitor sensitivity. The decreased in vitro fitness of the I50V mutant was only partially improved by addition of either CS change (I50V M46I L449F mutant replicative capacity approximately 16% of that of wild-type virus). Western blot analysis of Pr55 Gag precursor cleavage products from infected-cell cultures indicated accumulation of uncleaved Gag p1-p6 in all I50V viruses without coexisting CS changes. Purified I50V protease catalyzed cleavage of decapeptides incorporating the L449F or P453L change 10-fold and 22-fold more efficiently than cleavage of the wild-type substrate, respectively. HIV-1 protease CS changes are selected during PI therapy and can have effects on both viral fitness and phenotypic resistance to PIs.
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Affiliation(s)
- Michael F Maguire
- Department of Clinical Virology, GlaxoSmithKline Research and Development, Stevenage SG1 2NY, United Kingdom
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Maly DJ, Leonetti F, Backes BJ, Dauber DS, Harris JL, Craik CS, Ellman JA. Expedient solid-phase synthesis of fluorogenic protease substrates using the 7-amino-4-carbamoylmethylcoumarin (ACC) fluorophore. J Org Chem 2002; 67:910-5. [PMID: 11856036 DOI: 10.1021/jo016140o] [Citation(s) in RCA: 109] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
A highly efficient solid-phase synthesis method for the preparation of fluorogenic protease substrates based upon the bifunctional leaving group 7-amino-4-carbamoylmethylcoumarin (ACC) is reported. Methods for the large-scale preparation of the novel fluorogenic leaving-group ACC are provided (Scheme 1). Detailed procedures are also provided for loading a diverse set of amino acids to support-bound ACC in good yields and with minimal racemization. Finally, procedures are included for the preparative synthesis of optimized ACC substrates for HIV-1 protease and plasmin.
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Affiliation(s)
- Dustin J Maly
- Department of Chemistry, University of California, Berkeley, California 94720, USA
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