Modeling Drug Resistance Emergence and Transmission in HIV-1 in the UK

被引:3
作者
Zhukova, Anna [1 ]
Dunn, David [2 ]
Gascuel, Olivier [3 ,4 ]
机构
[1] Univ Paris Cite, Inst Pasteur, Bioinformat & Biostat Hub, F-75015 Paris, France
[2] UCL, UK MRC Clin Trials Unit, London WC1V 6LJ, England
[3] EPHE, Museum Natl Hist Nat, CNRS, SU,Inst Systemat Evolut Biodivers ISYEB,URM 7205, F-75005 Paris, France
[4] UA, F-75005 Paris, France
来源
VIRUSES-BASEL | 2023年 / 15卷 / 06期
关键词
HIV-1; drug resistance mutations; ancestral character reconstruction; IMMUNODEFICIENCY-VIRUS-INFECTION; REVERSE-TRANSCRIPTASE; MUTATIONS; INDIVIDUALS; ZIDOVUDINE; INDINAVIR; PROTEASE; FITNESS;
D O I
10.3390/v15061244
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
A deeper understanding of HIV-1 transmission and drug resistance mechanisms can lead to improvements in current treatment policies. However, the rates at which HIV-1 drug resistance mutations (DRMs) are acquired and which transmitted DRMs persist are multi-factorial and vary considerably between different mutations. We develop a method for the estimation of drug resistance acquisition and transmission patterns. The method uses maximum likelihood ancestral character reconstruction informed by treatment roll-out dates and allows for the analysis of very large datasets. We apply our method to transmission trees reconstructed on the data obtained from the UK HIV Drug Resistance Database to make predictions for known DRMs. Our results show important differences between DRMs, in particular between polymorphic and non-polymorphic DRMs and between the B and C subtypes. Our estimates of reversion times, based on a very large number of sequences, are compatible but more accurate than those already available in the literature, with narrower confidence intervals. We consistently find that large resistance clusters are associated with polymorphic DRMs and DRMs with long loss times, which require special surveillance. As in other high-income countries (e.g., Switzerland), the prevalence of sequences with DRMs is decreasing, but among these, the fraction of transmitted resistance is clearly increasing compared to the fraction of acquired resistance mutations. All this indicates that efforts to monitor these mutations and the emergence of resistance clusters in the population must be maintained in the long term.
引用
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页数:21
相关论文
共 43 条
[1]   Emergence of Drug Resistance in the Swiss HIV Cohort Study Under Potent Antiretroviral Therapy Is Observed in Socially Disadvantaged Patients [J].
Abela, Irene A. ;
Scherrer, Alexandra U. ;
Boeni, Juerg ;
Yerly, Sabine ;
Klimkait, Thomas ;
Perreau, Matthieu ;
Hirsch, Hans H. ;
Furrer, Hansjakob ;
Calmy, Alexandra ;
Schmid, Patrick ;
Cavassini, Matthias ;
Bernasconi, Enos ;
Guenthard, Huldrych F. ;
Anagnostopoulos, A. ;
Battegay, M. ;
Bernasconi, E. ;
Boni, J. ;
Braun, D. L. ;
Bucher, H. C. ;
Calmy, A. ;
Cavassini, M. ;
Ciuffi, A. ;
Dollenmaier, G. ;
Egger, M. ;
Elzi, L. ;
Fehr, J. ;
Fellay, J. ;
Furrer, H. ;
Fux, C. A. ;
Gunthard, H. F. ;
Haerry, D. ;
Hasse, B. ;
Hirsch, H. H. ;
Hoffmann, M. ;
Hosli, I ;
Huber, M. ;
Kahlert, C. ;
Kaiser, L. ;
Keiser, O. ;
Klimkait, T. ;
Kouyos, R. D. ;
Kovari, H. ;
Ledergerber, B. ;
Martinetti, G. ;
de Tejada, Martinez B. ;
Marzolini, C. ;
Metzner, K. J. ;
Mueller, N. ;
Nicca, D. ;
Paioni, P. .
CLINICAL INFECTIOUS DISEASES, 2020, 70 (02) :297-303
[2]   Drug Resistance Mutations for Surveillance of Transmitted HIV-1 Drug-Resistance: 2009 Update [J].
Bennett, Diane E. ;
Camacho, Ricardo J. ;
Otelea, Dan ;
Kuritzkes, Daniel R. ;
Fleury, Herve ;
Kiuchi, Mark ;
Heneine, Walid ;
Kantor, Rami ;
Jordan, Michael R. ;
Schapiro, Jonathan M. ;
Vandamme, Anne-Mieke ;
Sandstrom, Paul ;
Boucher, Charles A. B. ;
van de Vijver, David ;
Rhee, Soo-Yon ;
Liu, Tommy F. ;
Pillay, Deenan ;
Shafer, Robert W. .
PLOS ONE, 2009, 4 (03)
[3]   Using machine learning and big data to explore the drug resistance landscape in HIV [J].
Blassel, Luc ;
Tostevin, Anna ;
Villabona-Arenas, Christian Julian ;
Peeters, Martine ;
Hue, Stephane ;
Gascuel, Olivier .
PLOS COMPUTATIONAL BIOLOGY, 2021, 17 (08)
[4]   Divergence dating using mixed effects clock modelling: An application to HIV-1 [J].
Bletsa, Magda ;
Suchard, Marc A. ;
Ji, Xiang ;
Gryseels, Sophie ;
Vrancken, Bram ;
Baele, Guy ;
Worobey, Michael ;
Lemey, Philippe .
VIRUS EVOLUTION, 2019, 5 (02)
[5]   Evidence for an ancient adaptive episode of convergent molecular evolution [J].
Castoe, Todd A. ;
de Koning, A. P. Jason ;
Kim, Hyun-Min ;
Gu, Wanjun ;
Noonan, Brice P. ;
Naylor, Gavin ;
Jiang, Zhi J. ;
Parkinson, Christopher L. ;
Pollock, David D. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (22) :8986-8991
[6]   Persistence of HIV-1 Transmitted Drug Resistance Mutations [J].
Castro, Hannah ;
Pillay, Deenan ;
Cane, Patricia ;
Asboe, David ;
Cambiano, Valentina ;
Phillips, Andrew ;
Dunn, David T. .
JOURNAL OF INFECTIOUS DISEASES, 2013, 208 (09) :1459-1463
[7]   Prevention of HIV-1 Infection with Early Antiretroviral Therapy [J].
Cohen, Myron S. ;
Chen, Ying Q. ;
McCauley, Marybeth ;
Gamble, Theresa ;
Hosseinipour, Mina C. ;
Kumarasamy, Nagalingeswaran ;
Hakim, James G. ;
Kumwenda, Johnstone ;
Grinsztejn, Beatriz ;
Pilotto, Jose H. S. ;
Godbole, Sheela V. ;
Mehendale, Sanjay ;
Chariyalertsak, Suwat ;
Santos, Breno R. ;
Mayer, Kenneth H. ;
Hoffman, Irving F. ;
Eshleman, Susan H. ;
Piwowar-Manning, Estelle ;
Wang, Lei ;
Makhema, Joseph ;
Mills, Lisa A. ;
de Bruyn, Guy ;
Sanne, Ian ;
Eron, Joseph ;
Gallant, Joel ;
Havlir, Diane ;
Swindells, Susan ;
Ribaudo, Heather ;
Elharrar, Vanessa ;
Burns, David ;
Taha, Taha E. ;
Nielsen-Saines, Karin ;
Celentano, David ;
Essex, Max ;
Fleming, Thomas R. .
NEW ENGLAND JOURNAL OF MEDICINE, 2011, 365 (06) :493-505
[8]  
Dunn David, 2007, J HIV Ther, V12, P97
[9]   TOWARD DEFINING COURSE OF EVOLUTION - MINIMUM CHANGE FOR A SPECIFIC TREE TOPOLOGY [J].
FITCH, WM .
SYSTEMATIC ZOOLOGY, 1971, 20 (04) :406-&
[10]   Broad spectrum of in vivo fitness of human immunodeficiency virus type 1 subpopulations differing at reverse transcriptase codons 41 and 215 [J].
Goudsmit, J ;
DeRonde, A ;
DeRooij, E ;
DeBoer, R .
JOURNAL OF VIROLOGY, 1997, 71 (06) :4479-4484