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Rouzine IM, Rozhnova G. Evolutionary implications of SARS-CoV-2 vaccination for the future design of vaccination strategies. COMMUNICATIONS MEDICINE 2023; 3:86. [PMID: 37336956 PMCID: PMC10279745 DOI: 10.1038/s43856-023-00320-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Accepted: 06/07/2023] [Indexed: 06/21/2023] Open
Abstract
Once the first SARS-CoV-2 vaccine became available, mass vaccination was the main pillar of the public health response to the COVID-19 pandemic. It was very effective in reducing hospitalizations and deaths. Here, we discuss the possibility that mass vaccination might accelerate SARS-CoV-2 evolution in antibody-binding regions compared to natural infection at the population level. Using the evidence of strong genetic variation in antibody-binding regions and taking advantage of the similarity between the envelope proteins of SARS-CoV-2 and influenza, we assume that immune selection pressure acting on these regions of the two viruses is similar. We discuss the consequences of this assumption for SARS-CoV-2 evolution in light of mathematical models developed previously for influenza. We further outline the implications of this phenomenon, if our assumptions are confirmed, for the future design of SARS-CoV-2 vaccination strategies.
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Affiliation(s)
- Igor M Rouzine
- Immunogenetics, Sechenov Institute of Evolutionary Physiology and Biochemistry of Russian Academy of Sciences, Saint-Petersburg, Russia.
| | - Ganna Rozhnova
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.
- BioISI - Biosystems & Integrative Sciences Institute, Faculdade de Ciências, Universidade de Lisboa, Lisboa, Portugal.
- Center for Complex Systems Studies (CCSS), Utrecht University, Utrecht, The Netherlands.
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2
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HIV/AIDS Global Epidemic. Infect Dis (Lond) 2023. [DOI: 10.1007/978-1-0716-2463-0_522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/10/2023] Open
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3
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Liu M, Chato C, Poon AFY. From components to communities: bringing network science to clustering for molecular epidemiology. Virus Evol 2023; 9:vead026. [PMID: 37187604 PMCID: PMC10175948 DOI: 10.1093/ve/vead026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 01/30/2023] [Accepted: 04/17/2023] [Indexed: 05/17/2023] Open
Abstract
Defining clusters of epidemiologically related infections is a common problem in the surveillance of infectious disease. A popular method for generating clusters is pairwise distance clustering, which assigns pairs of sequences to the same cluster if their genetic distance falls below some threshold. The result is often represented as a network or graph of nodes. A connected component is a set of interconnected nodes in a graph that are not connected to any other node. The prevailing approach to pairwise clustering is to map clusters to the connected components of the graph on a one-to-one basis. We propose that this definition of clusters is unnecessarily rigid. For instance, the connected components can collapse into one cluster by the addition of a single sequence that bridges nodes in the respective components. Moreover, the distance thresholds typically used for viruses like HIV-1 tend to exclude a large proportion of new sequences, making it difficult to train models for predicting cluster growth. These issues may be resolved by revisiting how we define clusters from genetic distances. Community detection is a promising class of clustering methods from the field of network science. A community is a set of nodes that are more densely inter-connected relative to the number of their connections to external nodes. Thus, a connected component may be partitioned into two or more communities. Here we describe community detection methods in the context of genetic clustering for epidemiology, demonstrate how a popular method (Markov clustering) enables us to resolve variation in transmission rates within a giant connected component of HIV-1 sequences, and identify current challenges and directions for further work.
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Affiliation(s)
- Molly Liu
- Department of Pathology and Laboratory Medicine, Western University, Dental Sciences Building, Rm. 4044, London, ON N6A 5C1, Canada
| | - Connor Chato
- Department of Pathology and Laboratory Medicine, Western University, Dental Sciences Building, Rm. 4044, London, ON N6A 5C1, Canada
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Yuan D, Yu B, Li Y, Wang Z, Liu M, Ye L, Huang Y, Su L, Zhang Y, Api L, Chen M, Zhou C, Liu L, Zhang L, Liang S, Jia P, Yang S. Prevalence and Molecular Epidemiology of Transmitted Drug Resistance and Genetic Transmission Networks Among Newly Diagnosed People Living With HIV/AIDS in a Minority Area, China. Front Public Health 2021; 9:731280. [PMID: 34708015 PMCID: PMC8542729 DOI: 10.3389/fpubh.2021.731280] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2021] [Accepted: 09/02/2021] [Indexed: 11/13/2022] Open
Abstract
Introduction: Transmitted drug resistance (TDR) can compromise antiretroviral therapy (ART) efficacy. We aimed to understand the molecular epidemiology of TDR and its genetic transmission networks among newly diagnosed people living with HIV/AIDS (PLWH). Methods: A total of 1,318 newly diagnosed PLWH, identified in all population-based HIV screening in an HIV-affected county of a minority area of China (i.e., Butuo county), were enrolled between January 1, 2018, and November 31, 2018. HIV-1 pol gene sequences were used for phylogenetic and genotypic drug resistance analyses. The genetic transmission networks were identified. Results: The prevalence of TDR among newly diagnosed PLWH was 8.12% (107/1,318). Patients in the stage of AIDS (adjusted odds ratio, OR: 2.32) and who had a history of sharing a needle ≥5 times (adjusted OR: 3.89) were more likely to have an increased risk of TDR. The prevalence of TDR for non-nucleoside reverse transcriptase inhibitors (NNRTIs) is higher than that of other inhibitors, with a relatively high prevalence of three mutations [V179D/E/DE (4.93%), K103N/KN (3.11%), and E138A/G (1.52%)]. A total of 577 (43.78%) pol sequences were involved in the genetic transmission network, with 171 clusters ranging in size from 2 to 91 pol sequences; 37.38% (40/107) of individuals carrying TDR were involved in the network, and individuals with the same TDR-associated mutations were usually cross-linked. Conclusions: Our data suggest a relatively high level of TDR and many transmission clusters among the newly diagnosed PLWH. Targeted intervention, early identification, and monitoring of resistance are warranted to reduce the TDR and prevent HIV-1 transmission in areas with a high rate of HIV-1.
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Affiliation(s)
- Dan Yuan
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention, Chengdu, China
| | - Bin Yu
- West China Second University Hospital of Sichuan University and Key Laboratory of Birth Defects and Related Diseases of Women and Children (Sichuan University), Ministry of Education, Chengdu, China
| | - Yiping Li
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention, Chengdu, China
| | - Zixin Wang
- Centre for Health Behaviours Research, The Jockey Club School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong, SAR China
| | - Meijing Liu
- West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
| | - Li Ye
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention, Chengdu, China
| | - Yuling Huang
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention, Chengdu, China
| | - Ling Su
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention, Chengdu, China
| | - Yan Zhang
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention, Chengdu, China
| | - Laze Api
- Butuo Center for Disease Control and Prevention, Liangshan, China
| | - Maogang Chen
- Liangshan Center for Disease Control and Prevention, Xichang, China
| | - Chang Zhou
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention, Chengdu, China
| | - Li Liu
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention, Chengdu, China
| | - Linglin Zhang
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention, Chengdu, China
| | - Shu Liang
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention, Chengdu, China
| | - Peng Jia
- School of Resources and Environmental Science, Wuhan University, Wuhan, China.,International Institute of Spatial Lifecourse Epidemiology (ISLE), Wuhan University, Wuhan, China
| | - Shujuan Yang
- West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China.,International Institute of Spatial Lifecourse Epidemiology (ISLE), Wuhan University, Wuhan, China
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Cells producing residual viremia during antiretroviral treatment appear to contribute to rebound viremia following interruption of treatment. PLoS Pathog 2020; 16:e1008791. [PMID: 32841299 PMCID: PMC7473585 DOI: 10.1371/journal.ppat.1008791] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Revised: 09/04/2020] [Accepted: 07/08/2020] [Indexed: 12/16/2022] Open
Abstract
During antiretroviral therapy (ART) that suppresses HIV replication to below the limit-of-quantification, virions produced during ART can be detected at low frequencies in the plasma, termed residual viremia (RV). We hypothesized that a reservoir of HIV-infected cells actively produce and release virions during ART that are potentially infectious, and that following ART-interruption, these virions can complete full-cycles of replication and contribute to rebound viremia. Therefore, we studied the dynamics of RV sequence variants in 3 participants who initiated ART after ~3 years of infection and were ART-suppressed for >6 years prior to self-initiated ART-interruptions. Longitudinal RV C2V5env sequences were compared to sequences from pre-ART plasma, supernatants of quantitative viral outgrowth assays (QVOA) of cells collected during ART, post-ART-interruption plasma, and ART-re-suppression plasma. Identical, “putatively clonal,” RV sequences comprised 8–84% of sequences from each timepoint. The majority of RV sequences were genetically similar to those from plasma collected just prior to ART-initiation, but as the duration of ART-suppression increased, an increasing proportion of RV variants were similar to sequences from earlier in infection. Identical sequences were detected in RV over a median of 3 years (range: 0.3–8.2) of ART-suppression. RV sequences were identical to pre-ART plasma viruses (5%), infectious viruses induced in QVOA (4%) and rebound viruses (5%) (total n = 21/154 (14%) across the 3 participants). RV sequences identical to ART-interruption “rebound” sequences were detected 0.1–7.4 years prior to ART-interruption. RV variant prevalence and persistence were not associated with detection of the variant among rebound sequences. Shortly after ART-re-suppression, variants that had been replicating during ART-interruptions were detected as RV (n = 5). These studies show a dynamic, virion-producing HIV reservoir that contributes to rekindling infection upon ART-interruption. The persistence of identical RV variants over years suggests that a subpopulation of HIV-infected clones frequently or continuously produce virions that may resist immune clearance; this suggests that cure strategies should target this active as well as latent reservoirs. HIV-infected individuals receiving effective antiretroviral treatment (ART) produce virions detected in the blood at very low levels, termed residual viremia (RV). To understand the significance of RV as related to the persistence of HIV infection, we characterized the dynamics of RV sequence variants among plasma viruses over nearly a decade of ART and assessed whether RV contributed to rekindling viremia upon ART-interruption. The HIV reservoir producing RV appeared to be “seeded” at various times before ART-initiation. Identical RV sequences likely produced by a clonal cell population, varied over time, with unique sequence variants persisting over a median of 3 years. A subset of RV variants (14%) were identical to viruses found in pre-ART plasma, infectious viruses induced from cultured CD4+ T blood lymphocytes collected during ART, or in rebound plasma during ART-interruption. The persistence of unique RV variants over years, infers that the clones of HIV-infected cells producing these virions resist immune clearance or a subset of these clones are activated on a rolling basis, and that novel treatment strategies are needed to target this active reservoir that contributes to viral rebound.
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The Determination of HIV-1 RT Mutation Rate, Its Possible Allosteric Effects, and Its Implications on Drug Resistance. Viruses 2020; 12:v12030297. [PMID: 32182845 PMCID: PMC7150816 DOI: 10.3390/v12030297] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2020] [Revised: 03/02/2020] [Accepted: 03/06/2020] [Indexed: 12/31/2022] Open
Abstract
The high mutation rate of the human immunodeficiency virus type 1 (HIV-1) plays a major role in treatment resistance, from the development of vaccines to therapeutic drugs. In addressing the crux of the issue, various attempts to estimate the mutation rate of HIV-1 resulted in a large range of 10−5–10−3 errors/bp/cycle due to the use of different types of investigation methods. In this review, we discuss the different assay methods, their findings on the mutation rates of HIV-1 and how the locations of mutations can be further analyzed for their allosteric effects to allow for new inhibitor designs. Given that HIV is one of the fastest mutating viruses, it serves as a good model for the comprehensive study of viral mutations that can give rise to a more horizontal understanding towards overall viral drug resistance as well as emerging viral diseases.
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Yuan D, Du Z, Zhou J, Ye L, Su L, Yang H, Yuan F, Li Y, Liu H, Zhai W, Liang S, Yang S. HIV-1 subtype diversity, drug resistance, and genetic transmission networks in men who have sex with men with virologic failure in antiretroviral therapy in Sichuan, China, 2011 to 2017. Medicine (Baltimore) 2019; 98:e17585. [PMID: 31651864 PMCID: PMC6824707 DOI: 10.1097/md.0000000000017585] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
This study sought to examine the human immunodeficiency virus type 1 (HIV-1) genetic diversity on drug resistance among men who have sex with men (MSM) with virologic failure in antiretroviral therapy (ART), and investigate linking-associated factors for genetic transmission networks.Seven hundred and thirty-four HIV-positive MSM with virologic failure in ART were recruited into our study from 2011 to 2017. HIV-1 pol gene sequences were used for phylogenetic and genotypic drug resistance analyses. The drug resistance mutations were determined using the Stanford University HIV Drug Resistance Database. The genetic transmission networks were analyzed for CRF01_AE and CRF07_BC sequences by the genetic distance-based method.Of 734 subjects, 372 (50.68%) showed drug resistance, in which CRF01_AE and CRF07_BC were the predominating subtypes. Drug resistance more frequently occurred in non-nucleoside reverse transcriptase inhibitors (NNRTIs) treatment (48.64%), and followed by nucleoside reverse transcriptase inhibitors (NRTIs) (36.51%) and PIs (4.03%). The most common drug resistance-associated mutations in protease inhibitors (PIs), NRTIs and NNRTIs were K20I/R, M184V/I and K103N/KN, respectively. For 283CRF01_AE sequences, 64 (22.61%) fell into clusters at a genetic distance of 0.011, resulting in 17 clusters ranging in size from 2 to 16 individuals. For 230 CRF07_BC sequences, 66 (28.69%) were connected to at least one other sequence with 0.005 genetic distances, resulting in 8 clusters ranging in size from 2 to 52 individuals. Individuals who showed drug resistance to ART were less likely to fall into clusters than those who did not. The genetic linkage was robust by the exclusion of sites associated with drug resistance.CRF01_AE and CRF07_BC were the main strains among MSM with virologic failure in ART, and the drug resistance more frequently occurred in NNRTIs, followed by NRTIs and PIs. Genetic transmission networks revealed a complexity of transmission pattern, suggesting early-diagnosis and in-time intervention among MSM.
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Affiliation(s)
- Dan Yuan
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention,
| | - Zonglun Du
- School of Optoelectronic Science and Engineering, University of Electronic Science and Technology of China,
| | - Junmin Zhou
- West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
| | - Li Ye
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention,
| | - Ling Su
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention,
| | - Hong Yang
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention,
| | - Fengshun Yuan
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention,
| | - Yiping Li
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention,
| | - Honglu Liu
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention,
| | - Wenwen Zhai
- West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
| | - Shu Liang
- Center for AIDS/STD Control and Prevention, Sichuan Center for Disease Control and Prevention,
| | - Shujuan Yang
- West China School of Public Health and West China Fourth Hospital, Sichuan University, Chengdu, China
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Chen M, Ma Y, Chen H, Dai J, Dong L, Yang C, Li Y, Luo H, Zhang R, Jin X, Yang L, Cheung AKL, Jia M, Song Z. HIV-1 genetic transmission networks among men who have sex with men in Kunming, China. PLoS One 2018; 13:e0196548. [PMID: 29698467 PMCID: PMC5919538 DOI: 10.1371/journal.pone.0196548] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2017] [Accepted: 04/15/2018] [Indexed: 01/17/2023] Open
Abstract
BACKGROUND Yunnan has the greatest share of reported human immunodeficiency virus (HIV)/acquired immunodeficiency syndrome (AIDS) cases in China. In recent years, HIV prevalence and incidence remained stubbornly high in men who have sex with men (MSM). To follow the dynamics of the HIV-1 epidemic among MSM, HIV-1 genetic characteristics and genetic transmission networks were investigated. METHODS Blood samples from 190 newly diagnosed HIV-1 cases among MSM were continuously collected at fixed sites from January 2013 to December 2015 in Kunming City, Yunnan Province. Partial gag, pol and env genes were sequenced and used for phylogenetic and genotypic drug resistance analyses. The genetic characteristics of the predominant HIV-1 strains were analyzed by the Bayesian Markov Chain Monte Carlo (MCMC) method. The genetic transmission networks were identified with a genetic distance of 0.03 substitutions/site and 90% bootstrap support. RESULTS Among the 190 HIV-1 positive MSM reported during 2013-2105, various genotypes were identified, including CRF01_AE (45.3%), CRF07_BC (35.8%), unique recombinant forms (URFs) (11.6%), CRF08_BC (3.2%), CRF55_01B (2.1%), subtype B (1.6%) and CRF59_01B (0.5%). The effective population sizes (EPS) for CRF01_AE and CRF07_BC increased exponentially from approximately 2001-2010 and 2005-2009, respectively. Genetic transmission networks were constructed with 308 pol sequences from MSM diagnosed during 2010-2015. Of the 308 MSM, 109 (35.4%) were identified in 38 distinct clusters. Having multiple male partners was associated with a high probability of identification in the genetic transmission networks. Of the 38 clusters, 27 (71.1%) contained individuals diagnosed in different years. Of the 109 individuals in the networks, 26 (23.9%) had ≥2 potential transmission partners (≥2 links). The proportion of MSM with ≥2 links was higher among those diagnosed from 2010-2012. The constituent ratios of their potential transmission partners by areas showed no significant difference among MSM from Kunming, other cities in Yunnan and other provinces. Additionally, surveillance drug resistance mutations (SDRMs) were identified in 5% of individuals. CONCLUSION This study revealed the various HIV-a genotypes circulating among MSM in Kunming. MSM with more partners were more easily detected in transmission networks, and early-diagnosed MSM remained active in transmission networks. These findings suggested that the routine interventions should be combined with HIV testing and linkage to care and early antiretroviral therapy among HIV-positive MSM.
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MESH Headings
- Adolescent
- Adult
- Aged
- China
- Drug Resistance, Viral/genetics
- Genotype
- HIV Infections/diagnosis
- HIV Infections/transmission
- HIV Infections/virology
- HIV-1/genetics
- HIV-1/isolation & purification
- Homosexuality, Male
- Humans
- Male
- Middle Aged
- Monte Carlo Method
- Probability
- RNA, Viral/chemistry
- RNA, Viral/metabolism
- Sequence Analysis, DNA
- Young Adult
- env Gene Products, Human Immunodeficiency Virus/classification
- env Gene Products, Human Immunodeficiency Virus/genetics
- gag Gene Products, Human Immunodeficiency Virus/classification
- gag Gene Products, Human Immunodeficiency Virus/genetics
- pol Gene Products, Human Immunodeficiency Virus/classification
- pol Gene Products, Human Immunodeficiency Virus/genetics
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Affiliation(s)
- Min Chen
- Institute for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan, China
| | - Yanling Ma
- Institute for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan, China
| | - Huichao Chen
- Institute for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan, China
| | - Jie Dai
- Institute for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan, China
| | - Lijuan Dong
- Institute for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan, China
| | - Chaojun Yang
- Institute for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan, China
| | - Youfang Li
- Institute for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan, China
| | - Hongbing Luo
- Institute for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan, China
| | - Renzhong Zhang
- Institute for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan, China
| | - Xiaomei Jin
- Institute for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan, China
| | - Li Yang
- Institute for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan, China
| | - Allen Ka Loon Cheung
- AIDS Institute and Department of Microbiology, Research Center for Infection and Immunity, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Manhong Jia
- Institute for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan, China
- * E-mail: (ZS); (MJ)
| | - Zhizhong Song
- Institute for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan, China
- * E-mail: (ZS); (MJ)
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Shinohara N, Matsumoto C, Matsubayashi K, Nagai T, Satake M. Analysis of evolutionary rate of HIV-1 subtype B using blood donor samples in Japan. Virus Genes 2018; 54:457-460. [PMID: 29511955 DOI: 10.1007/s11262-018-1548-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2017] [Accepted: 03/02/2018] [Indexed: 10/17/2022]
Abstract
There are few reports on HIV-1 intra-host evolutionary rate in asymptomatic treatment-naïve patients. Here, the HIV-1 intra-host evolutionary rate was estimated based on HIV-1 RNA sequences from plasma samples of blood donors in Japan. Blood donors were assumed to have received no treatment for and have no symptoms of HIV-1 infection because they were healthy, and declared no risky behaviors of HIV-1 infection on a self-reported questionnaire or interview followed by donation. HIV-1 RNA was obtained from 85 plasma samples from 36 blood donors who donated blood multiple times and were HIV-1-positive. The C2V3C3 region which encodes for a part of the envelope protein, and the V3 loop in the C2V3C3 region were analyzed by RT-PCR and direct sequencing, and the sequences were compared. The nucleotide substitution rate was calculated by linear regression. All HIV-1 samples analyzed were classified as subtype B. The mean nucleotide substitution rate in C2V3C3 was calculated to be 6.2 × 10-3-1.8 × 10-2/site/year (V3: 4.5 × 10-3-2.3 × 10-2/site/year). The mean non-synonymous substitution rate in C2V3C3 was calculated to be 5.2 × 10-3-1.7 × 10-2/site/year (V3: 4.5 × 10-3-2.1 × 10-2/site/year). The mean synonymous substitution rate in C2V3C3 was calculated to be 1.1 × 10-4-2.3 × 10-3/site/year (V3: 2.9 × 10-3/site/year). Among HIV-1 subtype B RNA-positive blood donors in Japan, the nucleotide substitution rate in C2V3C3 was estimated to be higher than that of reported cases using HIV-1 samples mainly obtained from AIDS patients. Compared to AIDS patients, immune responses against HIV-1 are probably more effective in HIV-1 RNA-positive blood donors. Consequently, immune pressure presumably promotes mutation of the virus genome.
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Affiliation(s)
- Naoya Shinohara
- Central Blood Institute, Blood Service Headquarters, Japanese Red Cross Society, 2-1-67 Tatsumi, Koto-ku, Tokyo, 135-8521, Japan.
| | - Chieko Matsumoto
- Central Blood Institute, Blood Service Headquarters, Japanese Red Cross Society, 2-1-67 Tatsumi, Koto-ku, Tokyo, 135-8521, Japan
| | - Keiji Matsubayashi
- Central Blood Institute, Blood Service Headquarters, Japanese Red Cross Society, 2-1-67 Tatsumi, Koto-ku, Tokyo, 135-8521, Japan
| | - Tadashi Nagai
- Central Blood Institute, Blood Service Headquarters, Japanese Red Cross Society, 2-1-67 Tatsumi, Koto-ku, Tokyo, 135-8521, Japan
| | - Masahiro Satake
- Central Blood Institute, Blood Service Headquarters, Japanese Red Cross Society, 2-1-67 Tatsumi, Koto-ku, Tokyo, 135-8521, Japan
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10
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McCloskey RM, Poon AFY. A model-based clustering method to detect infectious disease transmission outbreaks from sequence variation. PLoS Comput Biol 2017; 13:e1005868. [PMID: 29131825 PMCID: PMC5703573 DOI: 10.1371/journal.pcbi.1005868] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2017] [Revised: 11/27/2017] [Accepted: 11/02/2017] [Indexed: 01/07/2023] Open
Abstract
Clustering infections by genetic similarity is a popular technique for identifying potential outbreaks of infectious disease, in part because sequences are now routinely collected for clinical management of many infections. A diverse number of nonparametric clustering methods have been developed for this purpose. These methods are generally intuitive, rapid to compute, and readily scale with large data sets. However, we have found that nonparametric clustering methods can be biased towards identifying clusters of diagnosis—where individuals are sampled sooner post-infection—rather than the clusters of rapid transmission that are meant to be potential foci for public health efforts. We develop a fundamentally new approach to genetic clustering based on fitting a Markov-modulated Poisson process (MMPP), which represents the evolution of transmission rates along the tree relating different infections. We evaluated this model-based method alongside five nonparametric clustering methods using both simulated and actual HIV sequence data sets. For simulated clusters of rapid transmission, the MMPP clustering method obtained higher mean sensitivity (85%) and specificity (91%) than the nonparametric methods. When we applied these clustering methods to published sequences from a study of HIV-1 genetic clusters in Seattle, USA, we found that the MMPP method categorized about half (46%) as many individuals to clusters compared to the other methods. Furthermore, the mean internal branch lengths that approximate transmission rates were significantly shorter in clusters extracted using MMPP, but not by other methods. We determined that the computing time for the MMPP method scaled linearly with the size of trees, requiring about 30 seconds for a tree of 1,000 tips and about 20 minutes for 50,000 tips on a single computer. This new approach to genetic clustering has significant implications for the application of pathogen sequence analysis to public health, where it is critical to robustly and accurately identify clusters for the most cost-effective deployment of outbreak management and prevention resources. Many pathogens evolve so rapidly that they accumulate genetic differences within a host before becoming transmitted to the next host. Consequently, clusters of sampled infections with nearly identical genomes may reveal outbreaks of recent or ongoing transmissions. There is rapidly growing interest in using model-free genetic clustering methods to guide public health responses to epidemics in near real-time, including HIV, Ebola virus and tuberculosis. However, we show that current methods are relatively ineffective at detecting transmission outbreaks; instead, they are predominantly influenced by how infections are sampled from the population. We describe a fundamentally new approach to genetic clustering that is based on modelling changes in transmission rates during the spread of the epidemic. We use simulated and real pathogen sequence data sets to demonstrate that this model-based approach is substantially more effective for detecting transmission outbreaks, and remains fast enough for real-time applications to large sequence databases.
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Affiliation(s)
| | - Art F. Y. Poon
- Department of Pathology and Laboratory Medicine, Western University, London, Ontario, Canada
- Department of Microbiology and Immunology, Western University, London, Ontario, Canada
- Department of Applied Mathematics, Western University, London, Ontario, Canada
- * E-mail:
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11
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Abstract
For infectious diseases, a genetic cluster is a group of closely related infections that is usually interpreted as representing a recent outbreak of transmission. Genetic clustering methods are becoming increasingly popular for molecular epidemiology, especially in the context of HIV where there is now considerable interest in applying these methods to prioritize groups for public health resources such as pre-exposure prophylaxis. To date, genetic clustering has generally been performed with ad hoc algorithms, only some of which have since been encoded and distributed as free software. These algorithms have seldom been validated on simulated data where clusters are known, and their interpretation and similarities are not transparent to users outside of the field. Here, I provide a brief overview on the development and inter-relationships of genetic clustering methods, and an evaluation of six methods on data simulated under an epidemic model in a risk-structured population. The simulation analysis demonstrates that the majority of clustering methods are systematically biased to detect variation in sampling rates among subpopulations, not variation in transmission rates. I discuss these results in the context of previous work and the implications for public health applications of genetic clustering.
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Affiliation(s)
- Art F Y Poon
- Department of Pathology and Laboratory Medicine, Western University, London, Canada
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12
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Chen M, Ma Y, Yang C, Yang L, Chen H, Dong L, Dai J, Jia M, Lu L. The combination of phylogenetic analysis with epidemiological and serological data to track HIV-1 transmission in a sexual transmission case. PLoS One 2015; 10:e0119989. [PMID: 25807147 PMCID: PMC4373787 DOI: 10.1371/journal.pone.0119989] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2014] [Accepted: 01/24/2015] [Indexed: 11/18/2022] Open
Abstract
OBJECTIVE To investigate the linkage of HIV transmission from a man to a woman through unprotected sexual contact without disclosing his HIV-positive status. METHODS Combined with epidemiological information and serological tests, phylogenetic analysis was used to test the a priori hypothesis of HIV transmission from the man to the woman. Control subjects, infected with HIV through heterosexual intercourse, from the same location were also sampled. Phylogenetic analyses were performed using the consensus gag, pol and env sequences obtained from blood samples of the man, the woman and the local control subjects. The env quasispecies of the man, the woman, and two controls were also obtained using single genome amplification and sequencing (SGA/S) to explore the paraphyletic relationship by phylogenetic analysis. RESULTS Epidemiological information and serological tests indicated that the man was infected with HIV-1 earlier than the woman. Phylogenetic analyses of the consensus sequences showed a monophyletic cluster for the man and woman in all three genomic regions. Furthermore, gag sequences of the man and woman shared a unique recombination pattern from subtype B and C, which was different from those of CRF07_BC or CRF08_BC observed in the local samples. These indicated that the viral sequences from the two subjects display a high level of similarity. Further, viral quasispecies from the man exhibited a paraphyletic relationship with those from the woman in the Bayesian and maximum-likelihood (ML) phylogenetic trees of the env region, which supported the transmission direction from the man to the woman. CONCLUSIONS In the context of epidemiological and serological evidence, the results of phylogenetic analyses support the transmission from the man to the woman.
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Affiliation(s)
- Min Chen
- Center for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan 650022, China
| | - Yanling Ma
- Center for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan 650022, China
| | - Chaojun Yang
- Center for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan 650022, China
| | - Li Yang
- Center for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan 650022, China
| | - Huichao Chen
- Center for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan 650022, China
| | - Lijuan Dong
- Center for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan 650022, China
| | - Jie Dai
- Center for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan 650022, China
| | - Manhong Jia
- Center for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan 650022, China
- * E-mail: (LL); (MJ)
| | - Lin Lu
- Center for AIDS/STD Control and Prevention, Yunnan Center for Disease Control and Prevention, Kunming, Yunnan 650022, China
- College of Public Health, Kunming Medical University, Kunming, Yunnan 650500, China
- * E-mail: (LL); (MJ)
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13
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Salemi M. The intra-host evolutionary and population dynamics of human immunodeficiency virus type 1: a phylogenetic perspective. Infect Dis Rep 2013; 5:e3. [PMID: 24470967 PMCID: PMC3892624 DOI: 10.4081/idr.2013.s1.e3] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/19/2013] [Accepted: 02/19/2013] [Indexed: 01/09/2023] Open
Abstract
The intra-host evolutionary and population dynamics of the human immunodeficiency virus type 1 (HIV-1), the cause of the acquired immunodeficiency syndrome, have been the focus of one of the most extensive study efforts in the field of molecular evolution over the past three decades. As HIV-1 is among the fastest mutating organisms known, viral sequence data sampled over time from infected patients can provide, through phylogenetic analysis, significant insights about the tempo and mode of evolutionary processes shaped by complex interaction with the host milieu. Five main aspects are discussed: the patterns of HIV-1 intra-host diversity and divergence over time in relation to different phases of disease progression; the impact of selection on the temporal structure of HIV-1 intra-host genealogies inferred from longitudinally sampled viral sequences; HIV-1 intra-host sub-population structure; the potential relationship between viral evolutionary rate and disease progression and the central evolutionary role played by recombination occurring in super-infected cells.
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Affiliation(s)
- Marco Salemi
- Department of Pathology Immunology and Laboratory Medicine and Emerging Pathogens Institute, University of Florida, Gainesville, USA
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14
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Jadhav SK, Velhal SM, Deshpande A, Bandivdekar AH. Association of human mannose receptor in sexual transmission of human immunodeficiency virus in serodiscordant couples. AIDS Res Hum Retroviruses 2013; 29:156-63. [PMID: 23148569 DOI: 10.1089/aid.2012.0101] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
Abstract
HIV binds specifically to the human mannose receptor (hMR) on vaginal epithelial cells that are devoid of a conventional CD4 receptor. HIV binding to hMR on vaginal epithelial cells induces the production of matrix metalloproteinase 9 (MMP9) leading to degradation of the extracellular matrix, which may increase the risk of HIV entry into vaginal epithelial cells and further transmission into distal cells. Immunofluorescent localization of hMR on vaginal epithelial cells of seronegative females from the general population included the control group (n=52) and seronegative females from serodiscordant couples. There was PCR amplification of DNA from peripheral blood mononuclear cells (PBMCs) of the serodiscordant females for the CCR5 gene flanking the CCR5-Δ32 region; PCR amplification and sequencing of the C2-V3 region of HIV variants in PBMCs and sperm of the infected male partners of the serodiscordant couples; and the presence of hMR on 0-11% of the vaginal epithelial cells of seronegative females (n=39) from serodiscordant couples and 90-95% that of a control group of females (n=52). Nine of these serodiscordant females did not show a CCR5-Δ32 deletion. The translated amino acid sequence of the C2-V3 region of the env gene of HIV-1C in PBMCs (n=9) and sperm (n=5) of the male partners showed the presence of distinct variants and the variation in PBMCs and sperm of serodiscordant males was almost similar to that of infected males from concordant couples. The presence of hMR in a smaller number of vaginal epithelial cells of serodiscordant females prevented binding and HIV entry into these cells and therefore prevented sexual transmission of HIV.
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Affiliation(s)
- Shivaji K. Jadhav
- National Institute for Research in Reproductive Health [NIRRH], Indian Council of Medical Research [ICMR], Parel, Mumbai, India
| | - Shilpa M. Velhal
- National Institute for Research in Reproductive Health [NIRRH], Indian Council of Medical Research [ICMR], Parel, Mumbai, India
| | - Alaka Deshpande
- ART Center, Grant Medical College and Sir J. J. Group of Hospitals, Byculla, Mumbai, India
| | - Atmaram H. Bandivdekar
- National Institute for Research in Reproductive Health [NIRRH], Indian Council of Medical Research [ICMR], Parel, Mumbai, India
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15
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HIV/AIDS Global Epidemic. Infect Dis (Lond) 2013. [DOI: 10.1007/978-1-4614-5719-0_3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
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16
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Soleimani P, Barzegar A, Movafeghi A. Phylogenetic study of SIVcpz MT145 virus based on proteome and genome analysis. J Biomol Struct Dyn 2012; 30:328-37. [DOI: 10.1080/07391102.2012.680032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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17
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Abstract
The HIV epidemic in higher-income nations is driven by receptive anal intercourse, injection drug use through needle/syringe sharing, and, less efficiently, vaginal intercourse. Alcohol and noninjecting drug use increase sexual HIV vulnerability. Appropriate diagnostic screening has nearly eliminated blood/blood product-related transmissions and, with antiretroviral therapy, has reduced mother-to-child transmission radically. Affected subgroups have changed over time (e.g., increasing numbers of Black and minority ethnic men who have sex with men). Molecular phylogenetic approaches have established historical links between HIV strains from central Africa to those in the United States and thence to Europe. However, Europe did not just receive virus from the United States, as it was also imported from Africa directly. Initial introductions led to epidemics in different risk groups in Western Europe distinguished by viral clades/sequences, and likewise, more recent explosive epidemics linked to injection drug use in Eastern Europe are associated with specific strains. Recent developments in phylodynamic approaches have made it possible to obtain estimates of sequence evolution rates and network parameters for epidemics.
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Affiliation(s)
- Sten H Vermund
- Institute for Global Health and Department of Pediatrics, Vanderbilt University School of Medicine, Nashville, Tennessee, USA.
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18
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Jadhav SK, Velhal SM, Deshpande A, Maitra A, Chinnaraj S, Bandivdekar AH. Characterization of human immunodeficiency virus (HIV1C) variants in peripheral blood mononuclear cells and spermatozoa. J Med Virol 2011; 83:760-7. [DOI: 10.1002/jmv.22041] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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19
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Stürmer M, Zimmermann K, Fritzsche C, Reisinger E, Doelken G, Berger A, Doerr HW, Eberle J, Gürtler LG. Regional spread of HIV-1 M subtype B in middle-aged patients by random env-C2V4 region sequencing. Med Microbiol Immunol 2010; 199:123-8. [PMID: 20217125 PMCID: PMC2854364 DOI: 10.1007/s00430-010-0145-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2009] [Indexed: 11/30/2022]
Abstract
A transmission cluster of HIV-1 M:B was identified in 11 patients with a median age of 52 (range 26–65) in North-East Germany by C2V4 region sequencing of the env gene of HIV-1, who—except of one—were not aware of any risky behaviour. The 10 male and 1 female patients deteriorated immunologically, according to their information made available, within 4 years after a putative HIV acquisition. Nucleic acid sequence analysis showed a R5 virus in all patients and in 7 of 11 a crown motif of the V3 loop, GPGSALFTT, which is found rarely. Analysis of formation of this cluster showed that there is still a huge discrepancy between awareness and behaviour regarding HIV transmission in middle-aged patients, and that a local outbreak can be detected by nucleic acid analysis of the hypervariable env region.
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Affiliation(s)
- Martin Stürmer
- Institute for Medical Virology, University Hospital Frankfurt, Paul Ehrlich Str 40, 69596, Frankfurt, Germany
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20
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Development and comparison of strain specific gag and pol real-time PCR assays for the detection of Visna/maedi virus. J Virol Methods 2010; 165:161-7. [PMID: 20116400 DOI: 10.1016/j.jviromet.2010.01.013] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2009] [Revised: 12/21/2009] [Accepted: 01/21/2010] [Indexed: 02/04/2023]
Abstract
The aim of this study was the development of gag and pol dual labelled probe real-time PCR and RT PCR assays to quantify the proviral load and the transcripts of the British Visna/maedi virus EV1 strain. Primers and probes were chosen based on the consensus sequences of gag and pol clones representative of EV1 genetic variants. Both PCRs had a detection limit of 3 copies of target gene, with a linearity over 6 orders of magnitude. The performances of the two PCRs in vivo were evaluated and compared on a panel of DNAs extracted from blood of sheep infected experimentally with EV1. The pol assay detected in most cases lower numbers of viral molecules than gag assay, yielding some false negative results. The gag real-time RT PCR had a detection limit of 100 RNA molecules with a linearity over 5 orders of magnitude. This did not result in a lower performance of the RT PCR compared to the PCR in cells permissive for virus replication, which contain higher numbers of viral transcripts than proviral genomes. The real-time assays developed in this study, particularly the gag assay, provide a sensitive tool which can be used to quantify the viral load in experimental infections.
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21
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Spence RA, Johnson KA. Section Reviews; Anti-infectives: Section Review Anti-infectives: Therapeutic potential of nonnucleoside reverse transcriptase inhibitors in the treatment of HIV infection. Expert Opin Investig Drugs 2008. [DOI: 10.1517/13543784.5.8.985] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Affiliation(s)
- Rebecca A Spence
- Department of Biochemistry & Molecular Biology, 106 Althouse Laboratory, The Pennsylvania State University, University Park, PA, 16802, USA
| | - Kenneth A Johnson
- Department of Biochemistry & Molecular Biology, 106 Althouse Laboratory, The Pennsylvania State University, University Park, PA, 16802, USA
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22
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Kupfer B, Matz B, Däumer MP, Roden F, Rockstroh JK, Qurishi N, Spengler U, Kaiser R. Frequent detection of cell-associated HIV-1 RNA in patients with plasma viral load <50 copies/ml. J Med Virol 2007; 79:1440-5. [PMID: 17705170 DOI: 10.1002/jmv.20993] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Despite prolonged undetectable plasma viral load some HIV-1 infected patients have been reported to develop resistance-associated mutations leading to treatment failure. The mechanisms for this phenomenon and the point of origin for residual viral evolution are still not elucidated. In order to quantify cell-associated HIV-1 RNA in patients with different levels of plasma viremia paired cell-associated HIV-1 RNA loads and plasma viral loads were determined. Weak inverse correlation between these parameters and the amounts of CD4(+) T cells was observed, whereas there was no correlation between viral loads and CD8(+) T cells or CD14(+) monocytes, respectively. In a subset of patients, cell-associated and plasma HIV-1 env V3 sequences were analyzed. Plasma viral load and the amount of cell-associated HIV-RNA correlated strongly. However, in 62.3% of patients with undetectable plasma viral load cell-associated HIV-RNA could be detected. Analyses of HIV-RNA in plasma and blood cells showed identical sequences in 4/19 patients, whereas the majority of patients had differing HIV-1 RNA sequences in plasma and cells, respectively. In summary, this study shows that residual viral replication in peripheral blood still occurs in the majority of patients with undetectable plasma viral load. Since these replication events could lead to ongoing viral evolution it should be considered to optimize antiretroviral therapy in order to minimize the development of drug resistance.
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Affiliation(s)
- Bernd Kupfer
- Institute of Medical Microbiology, Immunology, and Parasitology, University of Bonn, Bonn, Germany
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23
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Kupfer B, Sing T, Schüffler P, Hall R, Kurz R, McKeown A, Schneweis KE, Eberl W, Oldenburg J, Brackmann HH, Rockstroh JK, Spengler U, Däumer MP, Kaiser R, Lengauer T, Matz B. Fifteen years of env C2V3C3 evolution in six individuals infected clonally with human immunodeficiency virus type 1. J Med Virol 2007; 79:1629-39. [PMID: 17854039 DOI: 10.1002/jmv.20976] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
The study of the evolution of human immunodeficiency virus type 1 (HIV-1) requires blood samples collected longitudinally and data on the approximate time point of infection. Although these requirements were fulfilled in several previous studies, the infectious sources were either unknown or heterogeneous genetically. In the present study, HIV-1 env C2V3C3 (nt 7029-7315) evolution was examined retrospectively in a cohort of hemophiliacs. Compared to other cohorts, the area of interest here was the infection of six hemophiliacs by the same virus strain, that is, the infecting viruses shared an identical genome. As expected, divergence from the founder sequence as well as interpatient divergence of the predominant virus strains increased significantly over time. Based on the V3 nucleotide sequences, CCR5 usage was predicted exclusively throughout the whole period of infection in all patients. Interestingly, common patterns of viral evolution were detected in the patients of the cohort. Four amino acid substitutions within the V3 loop emerged and persisted subsequently in five (positions 305 and 308 of the HXB2 gp120 reference sequence) and six patients (positions 325 and 328 in HXB2 gp120), respectively. These common changes within the V3 loop are likely to be enforced by HIV-1 specific immune response.
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Affiliation(s)
- Bernd Kupfer
- Institute for Medical Microbiology, Immunology, and Parasitology, University of Bonn, Bonn, Germany.
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24
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Desport M, Stewart ME, Mikosza AS, Sheridan CA, Peterson SE, Chavand O, Hartaningsih N, Wilcox GE. Sequence analysis of Jembrana disease virus strains reveals a genetically stable lentivirus. Virus Res 2007; 126:233-44. [PMID: 17433486 DOI: 10.1016/j.virusres.2007.03.005] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2006] [Revised: 03/08/2007] [Accepted: 03/08/2007] [Indexed: 10/23/2022]
Abstract
Jembrana disease virus (JDV) is a lentivirus associated with an acute disease syndrome with a 20% case fatality rate in Bos javanicus (Bali cattle) in Indonesia, occurring after a short incubation period and with no recurrence of the disease after recovery. Partial regions of gag and pol and the entire env were examined for sequence variation in DNA samples from cases of Jembrana disease obtained from Bali, Sumatra and South Kalimantan in Indonesian Borneo. A high level of nucleotide conservation (97-100%) was observed in gag sequences from samples taken in Bali and Sumatra, indicating that the source of JDV in Sumatra was most likely to have originated from Bali. The pol sequences and, unexpectedly, the env sequences from Bali samples were also well conserved with low nucleotide (96-99%) and amino acid substitutions (95-99%). However, the sample from South Kalimantan (JDV(KAL/01)) contained more divergent sequences, particularly in env (88% identity). Phylogenetic analysis revealed that the JDV(KAL/01)env sequences clustered with the sequence from the Pulukan sample (Bali) from 2001. JDV appears to be remarkably stable genetically and has undergone minor genetic changes over a period of nearly 20 years in Bali despite becoming endemic in the cattle population of the island.
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MESH Headings
- Amino Acid Sequence
- Animals
- Base Sequence
- Cattle
- Cattle Diseases/virology
- DNA Primers/genetics
- DNA, Viral/genetics
- Evolution, Molecular
- Genes, env
- Genes, gag
- Genes, pol
- Genomic Instability
- Indonesia
- Lentivirus Infections/veterinary
- Lentivirus Infections/virology
- Lentiviruses, Bovine/classification
- Lentiviruses, Bovine/genetics
- Lentiviruses, Bovine/isolation & purification
- Molecular Sequence Data
- Phylogeny
- Sequence Homology, Amino Acid
- Sequence Homology, Nucleic Acid
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Affiliation(s)
- Moira Desport
- Division of Veterinary and Biomedical Science, Murdoch University, Perth, Western Australia 6150, Australia.
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25
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Edwards CTT, Holmes EC, Pybus OG, Wilson DJ, Viscidi RP, Abrams EJ, Phillips RE, Drummond AJ. Evolution of the human immunodeficiency virus envelope gene is dominated by purifying selection. Genetics 2006; 174:1441-53. [PMID: 16951087 PMCID: PMC1667091 DOI: 10.1534/genetics.105.052019] [Citation(s) in RCA: 61] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2005] [Accepted: 08/17/2006] [Indexed: 11/18/2022] Open
Abstract
The evolution of the human immunodeficiency virus (HIV-1) during chronic infection involves the rapid, continuous turnover of genetic diversity. However, the role of natural selection, relative to random genetic drift, in governing this process is unclear. We tested a stochastic model of genetic drift using partial envelope sequences sampled longitudinally in 28 infected children. In each case the Bayesian posterior (empirical) distribution of coalescent genealogies was estimated using Markov chain Monte Carlo methods. Posterior predictive simulation was then used to generate a null distribution of genealogies assuming neutrality, with the null and empirical distributions compared using four genealogy-based summary statistics sensitive to nonneutral evolution. Because both null and empirical distributions were generated within a coalescent framework, we were able to explicitly account for the confounding influence of demography. From the distribution of corrected P-values across patients, we conclude that empirical genealogies are more asymmetric than expected if evolution is driven by mutation and genetic drift only, with an excess of low-frequency polymorphisms in the population. This indicates that although drift may still play an important role, natural selection has a strong influence on the evolution of HIV-1 envelope. A negative relationship between effective population size and substitution rate indicates that as the efficacy of selection increases, a smaller proportion of mutations approach fixation in the population. This suggests the presence of deleterious mutations. We therefore conclude that intrahost HIV-1 evolution in envelope is dominated by purifying selection against low-frequency deleterious mutations that do not reach fixation.
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Affiliation(s)
- C T T Edwards
- Nuffield Department of Clinical Medicine, University of Oxford, UK, and Department of Pediatrics, The Johns Hopkins Hospital, Baltimore, MD 21287, USA.
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26
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Fernàndez G, Llano A, Esgleas M, Clotet B, Esté JA, Martínez MA. Purifying selection of CCR5-tropic human immunodeficiency virus type 1 variants in AIDS subjects that have developed syncytium-inducing, CXCR4-tropic viruses. J Gen Virol 2006; 87:1285-1294. [PMID: 16603531 DOI: 10.1099/vir.0.81722-0] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Human immunodeficiency virus type 1 (HIV-1) infection is established by virus variants that use the CCR5 co-receptor for entry (CCR5-tropic or R5 variants), whereas viruses that use CXCR4 as co-receptor (CXCR4-tropic or X4 variants) emerge during disease progression in approximately 50 % of infected subjects. X4 variants may have a higher fitness ex vivo and their detection is usually accompanied by faster T-cell depletion and the onset of AIDS in HIV-1-positive individuals. Here, the relationship between the sequence variation of the HIV-1 env V3-V5 region and positive selective pressure on R5 and X4 variants from infected subjects with CD4 T cell counts below 200 cells microl(-1) was studied. A correlation was found between genetic distance and CD4(+) cell count at late stages of the disease. R5 variants that co-existed with X4 variants were significantly less heterogeneous than R5 variants from subjects without X4 variants (P < 0.0001). Similarly, X4 variants had a significantly higher diversity than R5 variants (P < 0.0001), although residues under positive selection had a similar distribution pattern in both variants. Therefore, both X4 and R5 variants were subjected to high selective pressures from the host. Furthermore, the interaction between X4 and R5 variants within the same subject resulted in a purifying selection on R5 variants, which only survived as a homogeneous virus population. These results indicate that R5 variants from X4 phenotype samples were highly homogeneous and under weakly positive selective pressures. In contrast, R5 variants from R5 phenotype samples were highly heterogeneous and subject to positive selective pressures.
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Affiliation(s)
- Guerau Fernàndez
- Fundacio irsiCaixa, Hospital Universitari Germans Trias i Pujol, Universitat Autònoma de Barcelona (UAB), 08916 Badalona, Spain
| | - Anuska Llano
- Fundacio irsiCaixa, Hospital Universitari Germans Trias i Pujol, Universitat Autònoma de Barcelona (UAB), 08916 Badalona, Spain
| | - Miriam Esgleas
- Fundacio irsiCaixa, Hospital Universitari Germans Trias i Pujol, Universitat Autònoma de Barcelona (UAB), 08916 Badalona, Spain
| | - Bonaventura Clotet
- Fundacio irsiCaixa, Hospital Universitari Germans Trias i Pujol, Universitat Autònoma de Barcelona (UAB), 08916 Badalona, Spain
| | - José A Esté
- Fundacio irsiCaixa, Hospital Universitari Germans Trias i Pujol, Universitat Autònoma de Barcelona (UAB), 08916 Badalona, Spain
| | - Miguel Angel Martínez
- Fundacio irsiCaixa, Hospital Universitari Germans Trias i Pujol, Universitat Autònoma de Barcelona (UAB), 08916 Badalona, Spain
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27
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Sato H, Yokoyama M. [RNA viruses and mutations]. Uirusu 2006; 55:221-9. [PMID: 16557007 DOI: 10.2222/jsv.55.221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Actively replicating RNA viruses in nature are continually changing their genetic information by spontaneous mutations. These changes often result in alterations in immune-sensitivity, drug-sensitivity, cell-tropism, and host-range, causing uncontrollability of the pathogen and emerging/re-emerging infections. To better understand the virus changes and develop effective methods to control the moving targets, it is essential to obtain information on changes in viral genomes and proteins. Although information on genetic changes is being accumulated very rapidly, assessment of changes in protein structure and function still requires time-consuming works. In this review, we will overview mutation studies of human immunodeficiency virus and other RNA viruses. In addition, we will introduce recent advances in the computational science and its application on mutation studies and drug development.
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Affiliation(s)
- Hironori Sato
- Center for Pathogen Genomics, National Institute of Infectious Diseases, Tokyo, Japan.
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28
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Yang OO, Daar ES, Jamieson BD, Balamurugan A, Smith DM, Pitt JA, Petropoulos CJ, Richman DD, Little SJ, Brown AJL. Human immunodeficiency virus type 1 clade B superinfection: evidence for differential immune containment of distinct clade B strains. J Virol 2005; 79:860-8. [PMID: 15613314 PMCID: PMC538553 DOI: 10.1128/jvi.79.2.860-868.2005] [Citation(s) in RCA: 70] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Sequential infection with different strains of human immunodeficiency virus type 1 (HIV-1) is a rarely identified phenomenon with important implications for immunopathogenesis and vaccine development. Here, we identify an individual whose good initial control of viremia was lost in association with reduced containment of a superinfecting strain. Subject 2030 presented with acute symptoms of HIV-1 infection with high viremia and an incomplete seroconversion as shown by Western blotting. A low set point of viremia (approximately 1,000 HIV-1 copies/ml) was initially established without drug therapy, but a new higher set point (approximately 40,000 HIV-1 copies/ml) manifested about 5 months after infection. Drug susceptibility testing demonstrated a multidrug-resistant virus initially but a fully sensitive virus after 5 months, and an analysis of pol genotypes showed that these were two phylogenetically distinct strains of virus (strains A and B). Replication capacity assays suggested that the outgrowth of strain B was not due to higher fitness conferred by pol, and env sequences indicated that the two strains had the same R5 coreceptor phenotype. Delineation of CD8+-T-lymphocyte responses against HIV-1 showed a striking pattern of decay of the initial cellular immune responses after superinfection, followed by some adaptation of targeting to new epitopes. An examination of targeted sequences suggested that differences in the recognized epitopes contributed to the poor immune containment of strain B. In conclusion, the rapid overgrowth of a superinfecting strain of HIV-1 of the same subtype raises major concerns for effective vaccine development.
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Affiliation(s)
- Otto O Yang
- 37-121 Center for Health Sciences, Division of Infectious Diseases, 10833 LeConte Ave., UCLA Medical Center, Los Angeles, CA 90095, USA.
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29
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Virology. THE AIDS PANDEMIC 2005. [PMCID: PMC7148614 DOI: 10.1016/b978-012465271-2/50004-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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30
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Zhang L, Chen Z, Cao Y, Yu J, Li G, Yu W, Yin N, Mei S, Li L, Balfe P, He T, Ba L, Zhang F, Lin HH, Yuen MF, Lai CL, Ho DD. Molecular characterization of human immunodeficiency virus type 1 and hepatitis C virus in paid blood donors and injection drug users in china. J Virol 2004; 78:13591-9. [PMID: 15564470 PMCID: PMC533913 DOI: 10.1128/jvi.78.24.13591-13599.2004] [Citation(s) in RCA: 113] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
China is facing a rapid upsurge in cases of human immunodeficiency virus type 1 (HIV-1) and hepatitis C virus (HCV) infection due to large numbers of paid blood donors (PBD), injection drug users (IDU), and sexual partners of infected individuals. In this report, a total of 236 HIV-1-positive blood samples were collected from PBD, IDU, and their sexual partners in the most severely affected provinces, such as Henan, Yunnan, Guangxi, and Xinjiang. PCR was used to amplify the p17 region of gag and the C2-V3 region of env of HIV-1 and the 5' noncoding region and a region of E1/E2 of HCV. Genetic characterization of viral sequences indicated that there are two major epidemics of HIV-1 and multiple HCV epidemics in China. The PBD and transfusion recipients in Henan harbored HIV-1 subtype B', which is similar to the virus found in Thailand, and HCV genotypes 1b and 2a, whereas the IDU in Yunnan, Guangxi, and Xinjiang carried HIV-1 circulating recombinant forms 07 and 08, which resemble those in India, and HCV genotypes 1b, 3a, and 3b. Our findings show that the epidemics of HIV-1 and HCV infection in China are the consequences of multiple introductions. The distinct distribution patterns of both the HIV-1 and HCV genotypes in the different high-risk groups are tightly linked to the mode of transmission rather than geographic proximity. These findings provide information relevant to antiviral therapy and vaccine development in China and should assist public health workers in implementing measures to reduce the further dissemination of these viruses in the world's most populous nation.
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Affiliation(s)
- Linqi Zhang
- Aaron Diamond AIDS Research Center, The Rockefeller University, 455 First Ave., 7th Floor, New York, NY 10016, USA.
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31
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Apetrei C, Gormus B, Pandrea I, Metzger M, ten Haaft P, Martin LN, Bohm R, Alvarez X, Koopman G, Murphey-Corb M, Veazey RS, Lackner AA, Baskin G, Heeney J, Marx PA. Direct inoculation of simian immunodeficiency virus from sooty mangabeys in black mangabeys (Lophocebus aterrimus): first evidence of AIDS in a heterologous African species and different pathologic outcomes of experimental infection. J Virol 2004; 78:11506-18. [PMID: 15479792 PMCID: PMC523258 DOI: 10.1128/jvi.78.21.11506-11518.2004] [Citation(s) in RCA: 51] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
A unique opportunity for the study of the role of serial passage and cross-species transmission was offered by a series of experiments carried out at the Tulane National Primate Research Center in 1990. To develop an animal model for leprosy, three black mangabeys (BkMs) (Lophocebus aterrimus) were inoculated with lepromatous tissue that had been serially passaged in four sooty mangabeys (SMs) (Cercocebus atys). All three BkMs became infected with simian immunodeficiency virus from SMs (SIVsm) by day 30 postinoculation (p.i.) with lepromatous tissue. One (BkMG140) died 2 years p.i. from causes unrelated to SIV, one (BkMG139) survived for 10 years, whereas the third (BkMG138) was euthanized with AIDS after 5 years. Histopathology revealed a high number of giant cells in tissues from BkMG138, but no SIV-related lesions were found in the remaining two BkMs. Four-color immunofluorescence revealed high levels of SIVsm associated with both giant cells and T lymphocytes in BkMG138 and no detectable SIV in the remaining two. Serum viral load (VL) showed a significant increase (>1 log) during the late stage of the disease in BkMG138, as opposed to a continuous decline in VL in the remaining two BkMs. With the progression to AIDS, neopterin levels increased in BkMG138. This study took on new significance when phylogenetic analysis unexpectedly showed that all four serially inoculated SMs were infected with different SIVsm lineages prior to the beginning of the experiment. Furthermore, the strain infecting the BkMs originated from the last SM in the series. Therefore, the virus infecting BkMs has not been serially passaged. In conclusion, we present the first compelling evidence that direct cross-species transmission of SIV may induce AIDS in heterologous African nonhuman primate (NHP) species. The results showed that cross-species-transmitted SIVsm was well controlled in two of three BkMs for 2 and 10 years, respectively. Finally, this case of AIDS in an African monkey suggests that the dogma of SIV nonpathogenicity in African NHP hosts should be reconsidered.
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Affiliation(s)
- Cristian Apetrei
- Division of Microbiology and Immunology, Tulane National Primate Research Center, 18703 Three Rivers Rd., Covington, LA 70433, USA.
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32
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Hewer R, Meyer D. Peptide immunogens designed to enhance immune responses against human immunodeficiency virus (HIV) mutant strains: a plausible means of preventing viral persistence. J Theor Biol 2004; 233:85-90. [PMID: 15615622 DOI: 10.1016/j.jtbi.2004.09.008] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2004] [Revised: 08/25/2004] [Accepted: 09/23/2004] [Indexed: 11/28/2022]
Abstract
A major problem impeding the development of an effective HIV-1 vaccine is the rapid antigenic variability that occurs throughout the viral genome but is most pronounced in the envelope (env) gene and env gene products. The high number of errors made by the reverse transcriptase (RT) enzyme and the absence of an RT proofreading mechanism during HIV-1 replication leads to new antigenic variants that escape current immunological attack. In turn, accumulation of escape mutants leads to a persistent infection. It has been hypothesized through many means including mathematical modeling that preventing HIV persistence necessitates a vaccine that enhances immunity against a sufficiently large fraction of mutant stains. To this extent we have developed a 4 branched--and an 8 branched--multiple epitope immunogen (MEI) that in theory represent 6.7x10(7) and 1.8x10(16) envelope V3 loop sequences respectively. Both MEI constructs were recognized by antibodies in sera from AIDS and/or HIV-1 positive patients from South Africa and Puerto Rico. The immunogens also induced immune responses in MF1 mice and New Zealand White rabbits with the octameric MEI proving to be a more effective antigen. This data supports our hypothesis that synthetic peptides designed to represent the variable regions of HIV-1 envelope should induce immunity against a large quantity of mutant strains.
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Affiliation(s)
- R Hewer
- Department of Chemistry and Biochemistry, Rand Afrikaans University, P.O. Box 524, Auckland Park, Johannesburg 2006, South Africa.
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33
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Williamson S, Perry SM, Bustamante CD, Orive ME, Stearns MN, Kelly JK. A statistical characterization of consistent patterns of human immunodeficiency virus evolution within infected patients. Mol Biol Evol 2004; 22:456-68. [PMID: 15509726 DOI: 10.1093/molbev/msi029] [Citation(s) in RCA: 37] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Within-patient HIV populations evolve rapidly because of a high mutation rate, short generation time, and strong positive selection pressures. Previous studies have identified "consistent patterns" of viral sequence evolution. Just before HIV infection progresses to AIDS, evolution seems to slow markedly, and the genetic diversity of the viral population drops. This evolutionary slowdown could be caused either by a reduction in the average viral replication rate or because selection pressures weaken with the collapse of the immune system. The former hypothesis (which we denote "cellular exhaustion") predicts a simultaneous reduction in both synonymous and nonsynonymous evolution, whereas the latter hypothesis (denoted "immune relaxation") predicts that only nonsynonymous evolution will slow. In this paper, we present a set of statistical procedures for distinguishing between these alternative hypotheses using DNA sequences sampled over the course of infection. The first component is a new method for estimating evolutionary rates that takes advantage of the temporal information in longitudinal DNA sequence samples. Second, we develop a set of probability models for the analysis of evolutionary rates in HIV populations in vivo. Application of these models to both synonymous and nonsynonymous evolution affords a comparison of the cellular-exhaustion and immune-relaxation hypotheses. We apply the procedures to longitudinal data sets in which sequences of the env gene were sampled over the entire course of infection. Our analyses (1) statistically confirm that an evolutionary slowdown occurs late in infection, (2) strongly support the immune-relaxation hypothesis, and (3) indicate that the cessation of nonsynonymous evolution is associated with disease progression.
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Affiliation(s)
- Scott Williamson
- Department of Biological Statistics and Computational Biology, Cornell University, Ithaca, New York, USA.
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34
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Fulcher JA, Hwangbo Y, Zioni R, Nickle D, Lin X, Heath L, Mullins JI, Corey L, Zhu T. Compartmentalization of human immunodeficiency virus type 1 between blood monocytes and CD4+ T cells during infection. J Virol 2004; 78:7883-93. [PMID: 15254161 PMCID: PMC446117 DOI: 10.1128/jvi.78.15.7883-7893.2004] [Citation(s) in RCA: 67] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Distinct sequences of human immunodeficiency virus type 1 (HIV-1) have been found between different tissue compartments or subcompartments within a given tissue. Whether such compartmentalization of HIV-1 occurs between different cell populations is still unknown. Here we address this issue by comparing HIV-1 sequences in the second constant region through the fifth hypervariable region (C2 to V5) of the surface envelope glycoprotein (Env) between viruses in purified blood CD14(+) monocytes and CD4(+) T cells obtained longitudinally from five infected patients over a time period ranging from 117 to 3,409 days postseroconversion. Viral populations in both cell types at early infection time points appeared relatively homogeneous. However, later in infections, all five patients showed heterogeneous populations in both CD14(+) monocytes and CD4(+) T cells. Three of the five patients had CD14(+) monocyte populations with significantly more genetic diversity than the CD4(+) T-cell population, while the other two patients had more genetic diversity in CD4(+) T cells. The cellular compartmentalization of HIV-1 between CD14(+) monocytes and CD4(+) T cells was not seen early during infections but was evident at the later time points for all five patients, indicating an association of viral compartmentalization with the time course of HIV-1 infection. The majority of HIV-1 V3 sequences indicated a macrophage-tropic phenotype, while a V3 sequence-predicted T-cell tropic virus was found in the CD4(+) T cells and CD14(+) monocytes of two patients. These findings suggest that HIV-1 in CD14(+) monocytes could disseminate and evolve independently from that in CD4(+) T cells over the course of HIV-1 infection, which may have implications on the development of new therapeutic strategies.
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Affiliation(s)
- Jennifer A Fulcher
- Department of Laboratory Medicine, University of Washington School of Medicine, Seattle, WA 98195-8070, USA
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35
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Ikeda Y, Miyazawa T, Nishimura Y, Nakamura K, Tohya Y, Mikami T. High genetic stability of TM1 and TM2 strains of subtype B feline immunodeficiency virus in long-term infection. J Vet Med Sci 2004; 66:287-9. [PMID: 15107558 DOI: 10.1292/jvms.66.287] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
To know the genetic changes of feline immunodeficiency virus (FIV) in long-term infection in cats, we inoculated three specific pathogen-free cats with FIV isolates and determined a partial env sequence covering the V3-V5 region. In 2 cats infected with subtype B strains TM1 and TM2, only one amino acid change in region V3 was observed at 9 years post infection (y.p.i.), and no nucleotide substitutions were observed between 9 and 10 y.p.i., indicating that these strains are genetically stable. On the other hand, in a cat infected with subtype A strain Petaluma at 8.7 y.p.i., 3 nucleotide insertions (one amino acid insertion) in region V5, and 1 synonymous nucleotide substitution and 2 non-synonymous nucleotide substitutions in region V5, were observed.
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Affiliation(s)
- Yasuhiro Ikeda
- Department of Veterinary Microbiology, Graduate School of Agricultural and Life Sciences, The University of Tokyo, Japan
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36
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Kelly JK, Williamson S, Orive ME, Smith MS, Holt RD. Linking dynamical and population genetic models of persistent viral infection. Am Nat 2003; 162:14-28. [PMID: 12856234 DOI: 10.1086/375543] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2002] [Accepted: 12/18/2002] [Indexed: 11/03/2022]
Abstract
This article develops a theoretical framework to link dynamical and population genetic models of persistent viral infection. This linkage is useful because, while the dynamical and population genetic theories have developed independently, the biological processes they describe are completely interrelated. Parameters of the dynamical models are important determinants of evolutionary processes such as natural selection and genetic drift. We develop analytical methods, based on coupled differential equations and Markov chain theory, to predict the accumulation of genetic diversity within the viral population as a function of dynamical parameters. These methods are first applied to the standard model of viral dynamics and then generalized to consider the infection of multiple host cell types by the viral population. Each cell type is characterized by specific parameter values. Inclusion of multiple cell types increases the likelihood of persistent infection and can increase the amount of genetic diversity within the viral population. However, the overall rate of gene sequence evolution may actually be reduced.
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Affiliation(s)
- John K Kelly
- Department of Ecology and Evolutionary Biology, University of Kansas, Lawrence, Kansas 66045, USA.
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37
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Taylor S, Cane P, Hué S, Xu L, Wrin T, Lie Y, Hellmann N, Petropoulos C, Workman J, Ratcliffe D, Choudhury B, Pillay D. Identification of a transmission chain of HIV type 1 containing drug resistance-associated mutations. AIDS Res Hum Retroviruses 2003; 19:353-61. [PMID: 12803994 DOI: 10.1089/088922203765551700] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022] Open
Abstract
We have investigated a potential transmission chain of HIV-1 with drug resistance-associated mutations between three individuals over a period of 5 years by use of cloning and sequencing of viral genes, and phenotypic characterization. Viruses containing reverse transcriptase drug resistance-associated mutations were transmitted sequentially between three homosexual men (A, B, and C), and persisted in one individual for at least 4 years, despite intermittent therapy and reduced viral replicative capacity compared with wild-type strains. Clonal analysis of the envelope gene from semen and blood virus showed that the virus transmitted to patient C was more closely related to virus from the semen than the blood of patient B. Our data suggest that HIV variants with drug resistance-associated mutations can persist following primary infection, despite intervening antiretroviral therapy, and subsequently sexually transmitted. We provide "proof of principle" that such mutations can therefore become "fixed" within the circulating virus pool.
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Affiliation(s)
- Stephen Taylor
- Public Health Laboratory Service Antiviral Susceptibility Reference Unit, Division of Immunity and Infection, University of Birmingham, Birmingham B9 5SS, UK
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38
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Zhang L, Rowe L, He T, Chung C, Yu J, Yu W, Talal A, Markowitz M, Ho DD. Compartmentalization of surface envelope glycoprotein of human immunodeficiency virus type 1 during acute and chronic infection. J Virol 2002; 76:9465-73. [PMID: 12186928 PMCID: PMC136436 DOI: 10.1128/jvi.76.18.9465-9473.2002] [Citation(s) in RCA: 38] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Human immunodeficiency virus type 1 is characterized by extensive genetic heterogeneity. Having previously demonstrated that, in the peripheral blood, the initial viral population is more homogeneous than at subsequent stages of infection, we have extended our studies to tissue samples, allowing comparisons between viral populations in peripheral blood and tissues during both the acute and chronic stages of infection. We found that homogeneity in gp120 sequences during the acute infection phase is not just restricted to the peripheral blood but also extends to other tissue compartments. However, in chronically infected individuals, heterogeneous and distinct viral populations were found in different compartments. We therefore conclude that the dominant and homogeneous viral population observed during the acute infection phase is likely to infiltrate lymphoid tissues and form the genetic bases for subsequent diversification. It is therefore likely that the compartmentalization of viral sequences observed in chronically infected patients reflects a gradual diversification of a common dominant viral variant rather than the preferential migration of distinct viral populations to different tissue compartments at the beginning of infection.
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Affiliation(s)
- Linqi Zhang
- Aaron Diamond AIDS Research Center, The Rockefeller University, New York, New York 10016, USA.
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39
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Lawson VA, Oelrichs R, Guillon C, Imrie AA, Cooper DA, Deacon NJ, McPhee DA. Adaptive changes after human immunodeficiency virus type 1 transmission. AIDS Res Hum Retroviruses 2002; 18:545-56. [PMID: 12036484 DOI: 10.1089/088922202753747897] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Primary HIV-1 infection (PHI) is associated with a period of viremia, the resolution of which generally coincides with the development of both humoral and cellular immune responses. In this study replication-competent quasispecies were derived from virus isolated from an individual before and after seroconversion. Virus was also isolated from the presumed donor. Phenotypic and genotypic analysis of biological clones identified transmission of an R5/M-tropic phenotype. However, the ability of clones derived from the recipient to replicate in primary macrophages and PBMCs was restricted after transmission. This apparent selection process was supported by analysis of molecular clones derived from the isolated virus. Analysis of the ratio of synonymous and nonsynonymous substitutions predicted the existence of selective pressure soon after transmission, coincident with the development of HIV-1-specific antibodies. An Env trans-complementation assay demonstrated that the infectivity of a clone derived from the recipient after seroconversion was enhanced in the presence of a selected neutralizing antibody, indicating that the developing humoral immune response may have at least in part contributed to the selective pressure identified.
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Affiliation(s)
- Victoria A Lawson
- AIDS Cellular Biology Unit and National Centre in HIV Virology Research, Macfarlane Burnet Institute for Medical Research and Public Health, Fairfield, Melbourne, Victoria, Australia 3078.
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40
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Mukai T, Kurosu T, Kinomoto M, Komoto S, Shiraga M, Auwanit W, Ikuta K. Construction and in vitro characterization of a molecularly cloned human immunodeficiency virus type 1 library. Vaccine 2002; 20:1181-5. [PMID: 11803080 DOI: 10.1016/s0264-410x(01)00429-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
Development of a safe and effective vaccine against human immunodeficiency virus (HIV) is urgent, but many concerns regarding the safety and efficacy of the currently developing vaccines remain. A major hindrance in HIV vaccine development is the genetic diversity, a hallmark of HIV biology, and a poor understanding of how HIV vaccine prevents the emergence of escape variants during infection and progression of AIDS. Here, we developed a method to construct a molecularly cloned viral library. This technique employs a long-range polymerase chain reaction (PCR) to amplify a virtually full-length HIV type 1 (HIV-1) provirus genome from peripheral blood mononuclear cells (PBMCs) infected with CRF01_AE (subtype E) Thai primary isolate. Among randomly selected 93 clones, 41 with a full-length sequence were able to replicate in PBMCs, 5 of which induced strong cytopathic effects. Replication kinetics also showed that the parental virus was intermediate among the clones. Thus, the molecular library prepared by this method showed the quasi-species in infected cells and this method could provide a new possibility for the development of an order-made therapeutic vaccine against HIV-1.
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Affiliation(s)
- Tetsu Mukai
- Department of Virology, Research Institute for Microbial Diseases, Osaka University, Suita, 565-0871, Osaka, Japan.
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41
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Agwale SM, Robbins KE, Odama L, Saekhou A, Zeh C, Edubio A, Njoku OM, Sani-Gwarzo N, Gboun MF, Gao F, Reitz M, Hone D, Folks TM, Pieniazek D, Wambebe C, Kalish ML. Development of an env gp41-based heteroduplex mobility assay for rapid human immunodeficiency virus type 1 subtyping. J Clin Microbiol 2001; 39:2110-4. [PMID: 11376043 PMCID: PMC88097 DOI: 10.1128/jcm.39.6.2110-2114.2001] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The gp120 region of the human immunodeficiency virus type 1 (HIV-1) envelope (env) gene exhibits a high level of genetic heterogeneity across the group M subtypes. The heteroduplex mobility assay (HMA) has successfully been used to assign subtype classifications, but C2V5 primers often fail to amplify African strains. We developed an env gp41-based HMA for which the target sequence is amplified with highly conserved gp41 primers, known to efficiently amplify nucleic acids from HIV-1 group M, N, and O viruses. By using gp41 from a new panel of reference strains, the subtype assignments made by our modified HMA were concordant with those obtained by sequencing and phylogenetic analysis of 34 field strains from 10 countries representing subtypes A to G. Testing of field strains from Nigeria further demonstrated the utility of this modified assay. Of 28 samples, all could be amplified with gp41 primers but only 17 (60.7%) could be amplified with the standard C2V5 primers. Therefore, gp41-based HMA can be a useful tool for the rapid monitoring of prevalent subtypes in countries with divergent strains of circulating HIV-1.
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Affiliation(s)
- S M Agwale
- Centers for Disease Control and Prevention, 1600 Clifton Road, Atlanta, GA 30333, USA
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42
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Hayman A, Moss T, Simmons G, Arnold C, Holmes EC, Naylor-Adamson L, Hawkswell J, Allen K, Radford J, Nguyen-Van-Tam J, Balfe P. Phylogenetic analysis of multiple heterosexual transmission events involving subtype b of HIV type 1. AIDS Res Hum Retroviruses 2001; 17:689-95. [PMID: 11429109 DOI: 10.1089/088922201750236960] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Between 1996 and 1999 thirteen cases of HIV infection were detected in Doncaster, a small town in the north of England (population approximately 250,000). A complex network of shared sexual histories involving local nightclubs linked these cases, with the only known risk factor being heterosexual intercourse. A series of frozen blood samples was collected in 1998-1999 and amplified by PCR to generate full-length gp120 clones. Sequencing demonstrated that all the transmission events in this heterosexual group involved the B subtype of HIV-1. When relationships between the samples were assessed it became clear that these 13 cases represented at least three separate strains of HIV-1, indicating that HIV is well established in this community. Eleven of the 13 cases were related, forming two distinct groups. Further investigation revealed that one group contained five patients whose general health was good and who were not receiving HAART. In contrast, the second group of six patients, including the putative index case, were symptomatic, receiving HAART, and may have been infected with a CXCR-4-utilizing virus. Several of the cases that were linked by genetic criteria were not linked by contact tracing, implying that further undiagnosed cases may exist in this community. To our knowledge, this is the largest outbreak of HIV studied within the heterosexual community in the United Kingdom to date, suggesting that this route of infection is becoming more common within the United Kingdom.
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Affiliation(s)
- A Hayman
- Department of Virology, Windeyer Institute, RDUCMS, London W1T 4JF, UK
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43
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Abstract
We present in this paper a simple method for estimating the mutation rate per site per year which also yields an estimate of the length of a generation when mutation rate per site per generation is known. The estimator, which takes advantage of DNA polymorphisms in longitudinal samples, is unbiased under a number of population models, including population structure and variable population size over time. We apply the new method to a longitudinal sample of DNA sequences of the env gene of human immunodeficiency virus type 1 (HIV-1) from a single patient and obtain 1.62 x 10(-2) as the mutation rate per site per year for HIV-1. Using an independent data set to estimate the mutation rate per generation, we obtain 1.8 days as the length of a generation of HIV-1, which agrees well with recent estimates based on viral load data. Our estimate of generation time differs considerably from a recent estimate by Rodrigo et al. when the same mutation rate per site per generation is used. Some factors that may contribute to the difference among different estimators are discussed.
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Affiliation(s)
- Y X Fu
- Human Genetics Center, University of Texas at Houston, 77030, USA.
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44
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Rouzine IM, Rodrigo A, Coffin JM. Transition between stochastic evolution and deterministic evolution in the presence of selection: general theory and application to virology. Microbiol Mol Biol Rev 2001; 65:151-85. [PMID: 11238990 PMCID: PMC99023 DOI: 10.1128/mmbr.65.1.151-185.2001] [Citation(s) in RCA: 139] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
We present here a self-contained analytic review of the role of stochastic factors acting on a virus population. We develop a simple one-locus, two-allele model of a haploid population of constant size including the factors of random drift, purifying selection, and random mutation. We consider different virological experiments: accumulation and reversion of deleterious mutations, competition between mutant and wild-type viruses, gene fixation, mutation frequencies at the steady state, divergence of two populations split from one population, and genetic turnover within a single population. In the first part of the review, we present all principal results in qualitative terms and illustrate them with examples obtained by computer simulation. In the second part, we derive the results formally from a diffusion equation of the Wright-Fisher type and boundary conditions, all derived from the first principles for the virus population model. We show that the leading factors and observable behavior of evolution differ significantly in three broad intervals of population size, N. The "neutral limit" is reached when N is smaller than the inverse selection coefficient. When N is larger than the inverse mutation rate per base, selection dominates and evolution is "almost" deterministic. If the selection coefficient is much larger than the mutation rate, there exists a broad interval of population sizes, in which weakly diverse populations are almost neutral while highly diverse populations are controlled by selection pressure. We discuss in detail the application of our results to human immunodeficiency virus population in vivo, sampling effects, and limitations of the model.
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Affiliation(s)
- I M Rouzine
- Department of Molecular Biology and Microbiology, Tufts University, Boston, Massachusetts 02111, USA.
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Valentine MR, Termini J. Kinetics of formation of hypoxanthine containing base pairs by HIV-RT: RNA template effects on the base substitution frequencies. Nucleic Acids Res 2001; 29:1191-9. [PMID: 11222769 PMCID: PMC29738 DOI: 10.1093/nar/29.5.1191] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Hypoxanthine (H), the deamination product of adenine, has been implicated in the high frequency of A to G transitions observed in retroviral and other RNA genomes. Although H.C base pairs are thermodynamically more stable than other H.N pairs, polymerase selection may be determined in part by kinetic factors. Therefore, the hypoxanthine induced substitution pattern resulting from replication by viral polymerases may be more complex than that predicted from thermodynamics. We have examined the steady-state kinetics of formation of base pairs opposite template H in RNA by HIV-RT, and for the incorporation of dITP during first- and second-strand synthesis. Hypoxanthine in an RNA template enhances the k(2app) for pairing with standard dNTPs by factors of 10-1000 relative to adenine at the same sequence position. The order of base pairing preferences for H in RNA was observed to be H.C >> H.T > H.A > H.G. Steady-state kinetics of insertion for all possible mispairs formed with dITP were examined on RNA and DNA templates of identical sequence. Insertion of dITP opposite all bases occurs 2-20 times more frequently on RNA templates. This bias for higher insertion frequencies on RNA relative to DNA templates is also observed for formation of mispairs at template A. This kinetic advantage afforded by RNA templates for mismatches and pairing involving H suggests a higher induction of mutations at adenines during first-strand synthesis by HIV-RT.
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Affiliation(s)
- M R Valentine
- Division of Biology, Beckman Research Institute of the City of Hope, 1450 East Duarte Road, Duarte, CA 91010, USA
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Lorenzo E, Collins T, Fisher E, Herrera RJ. The use of tat and env sequences from human immunodeficiency virus 1 in phylogenetic epidemiological studies. Electrophoresis 2001; 22:438-44. [PMID: 11258752 DOI: 10.1002/1522-2683(200102)22:3<438::aid-elps438>3.0.co;2-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Using nucleotide sequences from the first exon of the tat gene of the human immunodeficiency virus 1 (HIV-1), we tested the hypothesis that a Florida dentist (a common source) infected five of his patients in the course of dental procedures against the null hypothesis that the dentist and each individual of the dental group independently acquired the virus within the local community. This novel approach of analyzing the tat gene region was used because it may, in some circumstances, be more informative for phylogenetic epidemiology than the more commonly used C2-V3 envelope gene region. The first exon of the tat gene was polymerase chain reaction (PCR)-amplified and directly sequenced from uncultured peripheral blood mononuclear cells. Patient's sequences were compared with sequences from six HIV-1 infected heterosexual couples unrelated to the dentist or the five patients, but from the same general geographic area. In addition, a sixth infected dental patient, previously inferred to have acquired HIV-1 from a source other than the dentist, was included. Multiple phylogenetic analyses demonstrated that the sequences of the five patients were significantly more closely related to each other than to sequences of the controls. Our results using tat sequences, combined with envelope sequence data, strongly support a common phylogenetic epidemiological relationship among these five patients, and the HIV-1 infected dentist who treated them. Correct recovery of known epidemiological relationships among couples included in the analysis further strengthens this conclusion.
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Affiliation(s)
- E Lorenzo
- Department of Biological Sciences, Florida, International University, Miami 33199, USA
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Banaschak S, Werwein M, Brinkmann B, Hauber I. Human immunodeficiency virus type 1 infection after sexual abuse: value of nucleic acid sequence analysis in identifying the offender. Clin Infect Dis 2000; 31:1098-100. [PMID: 11049796 DOI: 10.1086/318152] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
Nucleic acid sequence analysis of human immunodeficiency virus type 1-specific sequences allowed the identification of the source of infection in a case of sexual abuse of a 10-year-old girl.
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Affiliation(s)
- S Banaschak
- Institute of Legal Medicine, Westfälische Wilhelms-University, Münster, Germany
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48
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Salzberger B, Wiesel W, Schwingel E, Hauber I. Occupational HIV infection documented by sequence analysis of source and index virus strains. HIV Med 2000; 1:256-8. [PMID: 11737358 DOI: 10.1046/j.1468-1293.2000.00038.x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Affiliation(s)
- B Salzberger
- Department of Internal Medicine, University of Köln, Germany
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Nokta M, Turk P, Loesch K, Pollard RB. Neutralization profiles of sera from human immunodeficiency virus (HIV)-infected individuals: relationship to HIV viral load and CD4 cell count. CLINICAL AND DIAGNOSTIC LABORATORY IMMUNOLOGY 2000; 7:412-6. [PMID: 10799454 PMCID: PMC95887 DOI: 10.1128/cdli.7.3.412-416.2000] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
The relationship of the neutralizing activity (NA) profile of sera from human immunodeficiency virus (HIV)-infected individuals to the HIV viral load and the absolute CD4 count was examined. The NA of 24 serum samples against autologous isolates (AI) and HIV type 1 strain MN was examined. Three NA patterns were recognized. Nine sera neutralized both AI and MN (+/+), six sera neutralized MN but not AI (-/+), and nine sera failed to neutralize both AI and MN (-/-). The identification of the three neutralization patterns (+/+, -/+, and -/-) indicated that resistance to neutralization was progressive. A reciprocal relationship between the viral burden of the patients and the NA profiles was observed. The nine subjects with a -/- NA profile had a plasma viral load of > or =5 x 10(4) copies/ml and a cellular viral burden of > or =1,122 infectious units per million viable cells, which were significantly different from those of the other groups (P < 0.02). These patterns were independent of the phenotypic characteristics of the virus. Longitudinally, subjects with a -/- profile at baseline gained their HIV-specific NA by 24 weeks of antiretroviral therapy when this was associated with a >/=1-log(10) decline in the plasma HIV viral load. The sera from week 24 from some patients were able to neutralize both the 24-week and the baseline dominant virus isolates. A change in CD4 cell count of 50 or more in either direction predicted a -/- or +/+ profile. The verification of the autologous NA profile might be important in selecting patients who may benefit from immune-based therapies involving neutralizing monoclonal antibodies.
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Affiliation(s)
- M Nokta
- Department of Internal Medicine, Division of Infectious Disease, University of Texas Medical Branch, Galveston, TX 77555-0835, USA.
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Rosenblum LL, Weiss RA, McClure MO. Virus load and sequence variation in simian retrovirus type 2 infection. J Virol 2000; 74:3449-54. [PMID: 10729117 PMCID: PMC111851 DOI: 10.1128/jvi.74.8.3449-3454.2000] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The natural history of type D simian retrovirus (SRV) infection is poorly characterized in terms of viral load, antibody status, and sequence variation. To investigate this, blood samples were taken from a small cohort of mostly asymptomatic cynomolgus macaques (Macaca fascicularis), naturally infected with SRV type 2 (SRV-2), some of which were followed over an 8-month period with blood taken every 2 months. Provirus and RNA virus loads were obtained, the samples were screened for presence of antibodies to SRV-2 and neutralizing antibody titers to SRV-2 were assayed. env sequences were aligned to determine intra- and intermonkey variation over time. Virus loads varied greatly among cohort individuals but, conversely, remained steady for each macaque over the 8-month period, regardless of their initial levels. No significant sequence variation was found within an individual over time. No clear picture emerged from these results, which indicate that the variables of SRV-2 infection are complex, differ from those for lentivirus infection, and are not distinctly related to disease outcome.
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Affiliation(s)
- L L Rosenblum
- Jefferiss Research Trust Laboratories, Imperial College of School of Medicine at St. Mary's, London W2 1NY, United Kingdom.
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