Missing data on the estimation of the prevalence of accumulated human immunodeficiency virus drug resistance in patients treated with antiretroviral drugs in north america.

Determination of the prevalence of accumulated antiretroviral drug resistance among persons infected with human immunodeficiency virus (HIV) is complicated by the lack of routine measurement in clinical care. By using data from 8 clinic-based cohorts from the North American AIDS Cohort Collaboration on Research and Design, drug-resistance mutations from those with genotype tests were determined and scored using the Genotypic Resistance Interpretation Algorithm developed at Stanford University. For each year from 2000 through 2005, the prevalence was calculated using data from the tested subset, assumptions that incorporated clinical knowledge, and multiple imputation methods to yield a complete data set. A total of 9,289 patients contributed data to the analysis; 3,959 had at least 1 viral load above 1,000 copies/mL, of whom 2,962 (75%) had undergone at least 1 genotype test. Using these methods, the authors estimated that the prevalence of accumulated resistance to 2 or more antiretroviral drug classes had increased from 14% in 2000 to 17% in 2005 (P < 0.001). In contrast, the prevalence of resistance in the tested subset declined from 57% to 36% for 2 or more classes. The authors' use of clinical knowledge and multiple imputation methods revealed trends in HIV drug resistance among patients in care that were markedly different from those observed using only data from patients who had undergone genotype tests.

[1]  P. Harrigan,et al.  Epidemiology of antiretroviral multiclass resistance. , 2010, American journal of epidemiology.

[2]  Richard D Moore,et al.  Trends in multidrug treatment failure and subsequent mortality among antiretroviral therapy-experienced patients with HIV infection in North America. , 2009, Clinical infectious diseases : an official publication of the Infectious Diseases Society of America.

[3]  D. Pillay,et al.  What is the risk of mortality following diagnosis of multidrug-resistant HIV-1? , 2008, The Journal of antimicrobial chemotherapy.

[4]  M. Debruyne,et al.  The incidence of multidrug and full class resistance in HIV-1 infected patients is decreasing over time (2001–2006) in Portugal , 2008, Retrovirology.

[5]  A. Telenti,et al.  Emergence of HIV-1 drug resistance in previously untreated patients initiating combination antiretroviral treatment: a comparison of different regimen types. , 2007, Archives of internal medicine.

[6]  V. Soriano,et al.  Changing rates and patterns of drug resistance mutations in antiretroviral-experienced HIV-infected patients. , 2007, AIDS research and human retroviruses.

[7]  G. Fadda,et al.  Declining Prevalence of HIV-1 Drug Resistance in Treatment-Failing Patients: A Clinical Cohort Study , 2007, Antiviral therapy.

[8]  D. Kroetz,et al.  Adherence-resistance relationships to combination HIV antiretroviral therapy , 2007, Current HIV/AIDS reports.

[9]  J. Eron,et al.  Triple-class antiretroviral drug resistance: risk and predictors among HIV-1-infected patients , 2007, AIDS.

[10]  Richard D Moore,et al.  Cohort profile: the North American AIDS Cohort Collaboration on Research and Design (NA-ACCORD). , 2007, International journal of epidemiology.

[11]  P. Harrigan,et al.  Emergence of Drug Resistance Is Associated with an Increased Risk of Death among Patients First Starting HAART , 2006, PLoS medicine.

[12]  A. Mocroft,et al.  Regional Changes Over Time in Initial Virologic Response Rates to Combination Antiretroviral Therapy Across Europe , 2006, Journal of acquired immune deficiency syndromes.

[13]  J. Gatell,et al.  Changes over time in risk of initial virological failure of combination antiretroviral therapy: a multicohort analysis, 1996 to 2002. , 2006, Archives of internal medicine.

[14]  P. Harrigan,et al.  Adherence–resistance relationships for protease and non-nucleoside reverse transcriptase inhibitors explained by virological fitness , 2006, AIDS.

[15]  H. Sørensen,et al.  Declining risk of triple-class antiretroviral drug failure in Danish HIV-infected individuals , 2005, AIDS.

[16]  G. Lucas Antiretroviral adherence, drug resistance, viral fitness and HIV disease progression: a tangled web is woven. , 2005, The Journal of antimicrobial chemotherapy.

[17]  P. Harrigan,et al.  Predictors of HIV drug-resistance mutations in a large antiretroviral-naive cohort initiating triple antiretroviral therapy. , 2005, The Journal of infectious diseases.

[18]  A. Mocroft,et al.  Time to virological failure of 3 classes of antiretrovirals after initiation of highly active antiretroviral therapy: results from the EuroSIDA study group. , 2004, The Journal of infectious diseases.

[19]  R. D’Aquila,et al.  Effect of Persistent Moderate Viremia on Disease Progression During HIV Therapy , 2004, Journal of acquired immune deficiency syndromes.

[20]  Richard D Moore,et al.  Relationship between drug resistance and HIV-1 disease progression or death in patients undergoing resistance testing , 2004, AIDS.

[21]  A. Levy,et al.  Antiretroviral resistance among HIV-infected persons who have died in British Columbia, in the era of modern antiretroviral therapy. , 2004, The Journal of infectious diseases.

[22]  R. Siliciano,et al.  A long-term latent reservoir for HIV-1: discovery and clinical implications. , 2004, The Journal of antimicrobial chemotherapy.

[23]  S. Deeks,et al.  Treatment of antiretroviral-drug-resistant HIV-1 infection , 2003, The Lancet.

[24]  Elizabeth Connick,et al.  Antiretroviral-drug resistance among patients recently infected with HIV. , 2002, The New England journal of medicine.

[25]  R. Siliciano,et al.  HIV-1 drug resistance profiles in children and adults with viral load of <50 copies/ml receiving combination therapy. , 2001, JAMA.

[26]  R. Grant,et al.  Sustained CD4+ T cell response after virologic failure of protease inhibitor-based regimens in patients with human immunodeficiency virus infection. , 2000, The Journal of infectious diseases.

[27]  P. Kissinger,et al.  Declining morbidity and mortality among patients with advanced human immunodeficiency virus infection. , 1998, The New England journal of medicine.

[28]  J. J. Henning,et al.  Guidelines for the Use of Antiretroviral Agents in HIV-Infected Adults and Adolescents, January 28, 2000 , 1998, HIV clinical trials.

[29]  G. Satten,et al.  Declining morbidity and mortality among patients with advanced human immunodeficiency virus infection. HIV Outpatient Study Investigators. , 1998, The New England journal of medicine.

[30]  D. Rubin Multiple Imputation After 18+ Years , 1996 .

[31]  S Greenland,et al.  A critical look at methods for handling missing covariates in epidemiologic regression analyses. , 1995, American journal of epidemiology.

[32]  D. Rubin,et al.  Handling “Don't Know” Survey Responses: The Case of the Slovenian Plebiscite , 1995 .

[33]  W Vach,et al.  Biased estimation of the odds ratio in case-control studies due to the use of ad hoc methods of correcting for missing values for confounding variables. , 1991, American journal of epidemiology.

[34]  Subir Ghosh,et al.  Statistical Analysis With Missing Data , 1988 .

[35]  D. Rubin,et al.  Statistical Analysis with Missing Data , 1988 .

[36]  Bryan Chan,et al.  Human immunodeficiency virus reverse transcriptase and protease sequence database , 2003, Nucleic Acids Res..

[37]  C. Loveday,et al.  Antiretroviral Drug Resistance Testing in Adult HIV-1 Infection , 2000 .

[38]  Robert W. Shafer,et al.  Human Immunodeficiency Virus Reverse Transcriptase and Protease Sequence Database , 1999, Nucleic Acids Res..

[39]  S. Hammer,et al.  Antiretroviral Drug Resistance Testing in Adult Hiv-1 Infection: 2008 Recommendations of an International Aids Society–usa Panel , 2022 .