Evidence map›Paper›PMID 25849352›Full record

SynthesisPLoS medicine2015

Geographic and temporal trends in the molecular epidemiology and genetic mechanisms of transmitted HIV-1 drug resistance: an individual-patient- and sequence-level meta-analysis.

Soo-Yon Rhee, Jose Luis Blanco, Michael R Jordan, Jonathan Taylor, Philippe Lemey, Vici Varghese, Raph L Hamers, Silvia Bertagnolio, Tobias F Rinke de Wit, Avelin F Aghokeng and 63 more

Erratum issuedOpen access · goldAbstract readMeta-Analysis
In one paragraph

Synthesis in PLoS medicine, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 128 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
128citing papers in PubMed, 2 pooled it
25.4field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

128 citing papers in PubMed, 2 syntheses or guidelines pooled it, 227 citations in OpenAlex.

  1. Pooled it
  2. Pooled it
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  4. Article
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  9. Update on HIV prevention and management in pregnancy Number 10 - 2025.Revista brasileira de ginecologia e obstetricia : revista da Federacao Brasileira das Sociedades de Ginecologia e Obstetricia · 2025
    Article
  10. Article
  11. Article
  12. Antiviral potency of long-acting islatravir subdermal implant in SHIV-infected macaques.Journal of controlled release : official journal of the Controlled Release Society · 2024
    Article
  13. Article
  14. Drug resistance in children and adolescents with HIV in Panama.The Journal of antimicrobial chemotherapy · 2023
    Article
  15. Article
  16. Review
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68 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

73 authors at 20 institutions in 27 countries.

Soo-Yon RheeDepartment of Medicine, Stanford University, Stanford, California, United States of America. Leuven—University of Leuven, Department of Microbiology and Immunology, Rega Institute for Medical Research, Clinical and Epidemiological Virology, Leuven, Belgium.
Jose Luis BlancoHospital Clinic Universitari-Institut d'Investigacions Biomèdiques August Pi i Sunyer, University of Barcelona, Barcelona, Spain.
Michael R JordanTufts University School of Medicine, Boston, Massachusetts, United States of America.
Jonathan TaylorDepartment of Statistics, Stanford University, Stanford, California, United States of America.
Philippe LemeyKU Leuven-University of Leuven, Department of Microbiology and Immunology, Rega Institute for Medical Research, Clinical and Epidemiological Virology, Leuven, Belgium.
Vici VargheseDepartment of Medicine, Stanford University, Stanford, California, United States of America.
Raph L HamersDepartment of Global Health and Internal Medicine, Academic Medical Center of the University of Amsterdam, and Amsterdam Institute for Global Health and Development, Amsterdam, the Netherlands.
Silvia BertagnolioWorld Health Organization, Geneva, Switzerland.
Tobias F Rinke de WitDepartment of Global Health and Internal Medicine, Academic Medical Center of the University of Amsterdam, and Amsterdam Institute for Global Health and Development, Amsterdam, the Netherlands.
Avelin F AghokengVirology Laboratory CREMER-IMPM, Yaoundé, Cameroon.
Jan AlbertDepartment of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden; Department of Clinical Microbiology, Karolinska University Hospital, Stockholm, Sweden.
Radko AviDepartment of Microbiology, University of Tartu, Tartu, Estonia.
Santiago Avila-RiosNational Institute of Respiratory Diseases, Centre for Research in Infectious Diseases, Mexico City, Mexico.
Pascal O BessongHIV/AIDS & Global Health Research Programme, Department of Microbiology, University of Venda, Thohoyandou, South Africa.
James I BrooksNational HIV and Retrovirology Laboratories, Public Health Agency of Canada, Ottawa, Ontario, Canada.
Charles A B BoucherDepartment of Viroscience, Erasmus Medical Centre, Erasmus University, Rotterdam, Netherlands.
Zabrina L BrummeBritish Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada; Faculty of Health Sciences, Simon Fraser University, Burnaby, British Columbia, Canada.
Michael P BuschBlood Systems Research Institute, San Francisco, California, United States of America.
Hermann BussmannBotswana-Harvard AIDS Institute Partnership, Gaborone, Botswana.
Marie-Laure ChaixLaboratoire de Virologie, Hôpital Saint Louis, Université Paris Diderot, INSERM U941, Paris, France.
Bum Sik ChinCenter for Infectious Diseases, National Medical Center, Seoul, Republic of Korea.
Toni T D'AquinCIRBA-Programme PACCI, Abidjan, Côte d'Ivoire.
Cillian F De GascunUCD National Virus Reference Laboratory, University College Dublin, Dublin, Ireland.
Anne DeracheDepartment of Virology, Pitie-Salpetriere Hospital, Paris, France.
Diane DescampsLaboratoire de Virologie, Assistance Publique-Hôpitaux de Paris Hôpital Bichat-Claude Bernard, INSERM UMR 1137, Université Paris Diderot, Paris, France.
Alaka K DeshpandeDepartment of Medicine, Grant Medical College and Sir Jamshedjee Jeejeebhoy Group of Hospitals, Mumbai, India.
Cyrille F DjokoGlobal Viral Cameroon, Intendance Round About, EMAT/CRESAR, Yaoundé, Cameroon.
Susan H EshlemanDepartment of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland, United States of America.
Herve FleuryLaboratoire de Virologie, Centre Hospitalier Universitaire de Bordeaux, CNRS UMR 5234, Université de Bordeaux, Bordeaux, France.
Pierre FrangeMicrobiology Department, Hôpital Necker-Enfants Malades, Paris, France.
Seiichiro FujisakiInfluenza Virus Research Center, National Institute of Infectious Diseases, Tokyo, Japan.
P Richard HarriganBritish Columbia Centre for Excellence in HIV/AIDS, Vancouver, British Columbia, Canada.
Junko HattoriNational Hospital Organization Nagoya Medical Center, Nagoya, Japan.
Africa HolguinDepartment of Microbiology, Hospital Universitario Ramón y Cajal, Instituto Ramón y Cajal de Investigación Sanitaria, Madrid, Spain.
Gillian M HuntCentre for HIV and STIs, National Institute for Communicable Diseases, Johannesburg, South Africa.
Hiroshi IchimuraDepartment of Viral Infection and International Health, Graduate School of Medical Sciences, Kanazawa University, Kanazawa, Japan.
Pontiano KaleebuMRC/UVRI Uganda Research Unit on AIDS, Entebbe, Uganda.
David KatzensteinDepartment of Medicine, Stanford University, Stanford, California, United States of America.
Sasisopin KiertiburanakulFaculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand.
Jerome H KimUS Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, Maryland, United States of America.
Sung Soon KimDivision of AIDS, Korea National Institute of Health, Osong, Chungcheongbuk-do, Republic of Korea.
Yanpeng LiState Key Laboratory of Virology, Wuhan Institute of Virology, Chinese Academy of Sciences, Wuhan, China.
Irja LutsarDepartment of Microbiology, University of Tartu, Tartu, Estonia.
Lynn MorrisCentre for HIV and STIs, National Institute for Communicable Diseases, Johannesburg, South Africa.
Nicaise NdembiInstitute of Human Virology, Abuja, Nigeria.
Kee Peng NgDepartment of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia.
Ramesh S ParanjapeNational AIDS Research Institute, Indian Council of Medical Research, Pune, India.
Martine PeetersUnité Mixte Internationale 233, Institut de Recherche pour le Développement, INSERM U1175, and University of Montpellier, 34394 Montpellier, France; Computational Biology Institute, Montpellier, France.
Mario PoljakInstitute of Microbiology, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia.
Matt A PriceDepartment of Medical Affairs, International AIDS Vaccine Initiative, New York, New York, United States of America; Department of Epidemiology and Biostatistics, School of Medicine, University of California, San Francisco, California, United States of America.
Manon L Ragonnet-CroninUniversity of Edinburgh, Edinburgh, Scotland, United Kingdom.
Gustavo Reyes-TeránNational Institute of Respiratory Diseases, Centre for Research in Infectious Diseases, Mexico City, Mexico.
Morgane RollandUS Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, Maryland, United States of America.
Sunee SirivichayakulFaculty of Medicine, Chulalongkorn University, Bangkok, Thailand.
Davey M SmithUniversity of California San Diego, La Jolla, California, United States of America.
Marcelo A SoaresUniversidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.
Vincent V SorianoDepartment of Infectious Diseases, Hospital Carlos III, Madrid, Spain.
Deogratius SsemwangaMRC/UVRI Uganda Research Unit on AIDS, Entebbe, Uganda.
Maja StanojevicInstitute of Microbiology and Immunology, Faculty of Medicine, University of Belgrade, Belgrade, Serbia.
Mariane A StefaniFederal University of Goias, Goias, Brazil.
Wataru SugiuraNational Hospital Organization Nagoya Medical Center, Nagoya, Japan.
Somnuek SungkanuparphFaculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand.
Amilcar TanuriUniversidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.
Kok Keng TeeDepartment of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur, Malaysia.
Hong-Ha M TruongDepartment of Medicine, University of California, San Francisco, California, United States of America.
David A M C van de VijverDepartment of Viroscience, Erasmus Medical Centre, Erasmus University, Rotterdam, Netherlands.
Nicole VidalInstitut de Recherche pour le Développement, University of Montpellier 1, Montpellier, France.
Chunfu YangInternational Laboratory Branch, Division of Global HIV/AIDS, Center for Global Health, Centers for Disease Control and Prevention, Atlanta, Georgia, United States of America.
Rongge YangState Key Laboratory of Virology, Wuhan Institute of Virology, Chinese Academy of Sciences, Wuhan, China.
Gonzalo YebraDepartment of Microbiology, Hospital Universitario Ramón y Cajal, Instituto Ramón y Cajal de Investigación Sanitaria, Madrid, Spain.
John P A IoannidisStanford Prevention Research Center, Department of Medicine, Stanford University, Stanford, California, United States of America; Meta-Research Innovation Center at Stanford, Stanford University, Stanford, California, United States of America.
Anne-Mieke VandammeKU Leuven-University of Leuven, Department of Microbiology and Immunology, Rega Institute for Medical Research, Clinical and Epidemiological Virology, Leuven, Belgium; Global Health and Tropical Medicine, Unidade de Microbiologia, Instituto de Higiene e Medicina Tropical, Universidade Nova de Lisboa, Lisbon, Portugal.
Robert W ShaferDepartment of Medicine, Stanford University, Stanford, California, United States of America.
Stanford University · USRega Institute for Medical Research · BEAmsterdam UMC Location University of Amsterdam · NLChinese Academy of Sciences · CNErasmus University Rotterdam · NLInserm · FRInstituto Ramón y Cajal de Investigación Sanitaria · ESMahidol University · THNational Hospital Organization · JPNational Institute for Communicable DiseasesUganda Virus Research Institute · UGUniversidade Federal do Rio de Janeiro · BRUniversity of Malaya · MYUniversity of Tartu · EEWalter Reed Army Institute of Research · USAIDS Vancouver · CABlood Systems Research Institute · USBotswana Harvard AIDS Institute Partnership · BWCenters for Disease Control and Prevention · USCentre National de la Recherche Scientifique · FR

Funding

STRUCTURAL NEUROIMAGING COREP30MH062512 · NIMH · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Jennifer E Iudicello · 2001 to 2026
$50.4M
PUBLIC HIV DRUG RESISTANCE DATABASER01AI068581 · NIAID · STANFORD UNIVERSITY · PI SHAFER, ROBERT WILLIAM · 2006 to 2017
$6.2M
PUBLIC HIV DRUG RESISTANCE DATABASER56AI068581 · NIAID · STANFORD UNIVERSITY · PI SHAFER, ROBERT WILLIAM · 2013 to 2013
$729k
Medical Research Council MC_U950097144NIAID NIH HHS R01 AI068581NIAID NIH HHS R56 AI068581PHS HHS 1P30A142853World Health Organization 001
6 · The paper itself

Abstract

backgroundRegional and subtype-specific mutational patterns of HIV-1 transmitted drug resistance (TDR) are essential for informing first-line antiretroviral (ARV) therapy guidelines and designing diagnostic assays for use in regions where standard genotypic resistance testing is not affordable. We sought to understand the molecular epidemiology of TDR and to identify the HIV-1 drug-resistance mutations responsible for TDR in different regions and virus subtypes. METHODS AND

findingsWe reviewed all GenBank submissions of HIV-1 reverse transcriptase sequences with or without protease and identified 287 studies published between March 1, 2000, and December 31, 2013, with more than 25 recently or chronically infected ARV-naïve individuals. These studies comprised 50,870 individuals from 111 countries. Each set of study sequences was analyzed for phylogenetic clustering and the presence of 93 surveillance drug-resistance mutations (SDRMs). The median overall TDR prevalence in sub-Saharan Africa (SSA), south/southeast Asia (SSEA), upper-income Asian countries, Latin America/Caribbean, Europe, and North America was 2.8%, 2.9%, 5.6%, 7.6%, 9.4%, and 11.5%, respectively. In SSA, there was a yearly 1.09-fold (95% CI: 1.05-1.14) increase in odds of TDR since national ARV scale-up attributable to an increase in non-nucleoside reverse transcriptase inhibitor (NNRTI) resistance. The odds of NNRTI-associated TDR also increased in Latin America/Caribbean (odds ratio [OR] = 1.16; 95% CI: 1.06-1.25), North America (OR = 1.19; 95% CI: 1.12-1.26), Europe (OR = 1.07; 95% CI: 1.01-1.13), and upper-income Asian countries (OR = 1.33; 95% CI: 1.12-1.55). In SSEA, there was no significant change in the odds of TDR since national ARV scale-up (OR = 0.97; 95% CI: 0.92-1.02). An analysis limited to sequences with mixtures at less than 0.5% of their nucleotide positions—a proxy for recent infection—yielded trends comparable to those obtained using the complete dataset. Four NNRTI SDRMs—K101E, K103N, Y181C, and G190A—accounted for >80% of NNRTI-associated TDR in all regions and subtypes. Sixteen nucleoside reverse transcriptase inhibitor (NRTI) SDRMs accounted for >69% of NRTI-associated TDR in all regions and subtypes. In SSA and SSEA, 89% of NNRTI SDRMs were associated with high-level resistance to nevirapine or efavirenz, whereas only 27% of NRTI SDRMs were associated with high-level resistance to zidovudine, lamivudine, tenofovir, or abacavir. Of 763 viruses with TDR in SSA and SSEA, 725 (95%) were genetically dissimilar; 38 (5%) formed 19 sequence pairs. Inherent limitations of this study are that some cohorts may not represent the broader regional population and that studies were heterogeneous with respect to duration of infection prior to sampling.

conclusionsMost TDR strains in SSA and SSEA arose independently, suggesting that ARV regimens with a high genetic barrier to resistance combined with improved patient adherence may mitigate TDR increases by reducing the generation of new ARV-resistant strains. A small number of NNRTI-resistance mutations were responsible for most cases of high-level resistance, suggesting that inexpensive point-mutation assays to detect these mutations may be useful for pre-therapy screening in regions with high levels of TDR. In the context of a public health approach to ARV therapy, a reliable point-of-care genotypic resistance test could identify which patients should receive standard first-line therapy and which should receive a protease-inhibitor-containing regimen.

Indexed as

Base SequenceDrug Resistance, ViralMutationAfricaAmericasAnti-HIV AgentsAsiaEuropeHIV-1HIV InfectionsHIV Reverse TranscriptaseHumansMolecular EpidemiologyPhylogenyAnti-HIV AgentsHIV Reverse Transcriptasereverse transcriptase, Human immunodeficiency virus 1

Identifiers

PMID25849352
PMCPMC4388826
OpenAlexW2025935798

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.