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1.
Clin Infect Dis ; 69(2): 352-356, 2019 07 02.
Artigo em Inglês | MEDLINE | ID: mdl-30329044

RESUMO

Infectious diseases (ID) physicians play a crucial role in public health in a variety of settings. Unfortunately, much of this work is undercompensated despite the proven efficacy of public health interventions such as hospital acquired infection prevention, antimicrobial stewardship, disease surveillance, and outbreak response. The lack of compensation makes it difficult to attract the best and the brightest to the field of ID, threatening the future of the ID workforce. Here, we examine compensation data for ID physicians compared to their value in population and public health settings and suggest policy recommendations to address the pay disparities that exist between cognitive and procedural specialties that prevent more medical students and residents from entering the field. All ID physicians should take an active role in promoting the value of the subspecialty to policymakers and influencers as well as trainees.


Assuntos
Doenças Transmissíveis/diagnóstico , Doenças Transmissíveis/terapia , Gerenciamento Clínico , Controle de Infecções/organização & administração , Médicos , Salários e Benefícios/estatística & dados numéricos , Especialização , Humanos
2.
Clin Infect Dis ; 63(2): 268-80, 2016 07 15.
Artigo em Inglês | MEDLINE | ID: mdl-27090986

RESUMO

BACKGROUND: Previous studies suggest that nonnucleoside reverse-transcriptase inhibitors (NNRTIs) cause faster virologic suppression, while ritonavir-boosted protease inhibitors (PI/r) recover more CD4 cells. However, individual trials have not been powered to compare clinical outcomes. METHODS: We searched databases to identify randomized trials that compared NNRTI- vs PI/r-based initial therapy. A metaanalysis calculated risk ratios (RRs) or mean differences (MDs), as appropriate. Primary outcome was death or progression to AIDS. Secondary outcomes were death, progression to AIDS, and treatment discontinuation. We calculated RR of virologic suppression and MD for an increase in CD4 cells at week 48. RESULTS: We included 29 trials with 9047 participants. Death or progression to AIDS occurred in 226 participants in the NNRTI arm and in 221 in the PI/r arm (RR, 1.03; 95% confidence interval, .87-1.22; 12 trials; n = 3825), death in 205 participants in the NNRTI arm vs 198 in the PI/r arm (1.04; 0.86-1.25; 22 trials; n = 8311), and progression to AIDS in 140 participants in the NNRTI arm vs 144 in the PI/r arm (1.00; 0.80-1.25; 13 trials; n = 4740). Overall treatment discontinuation (1.12; 0.93-1.35; 24 trials; n = 8249) and from toxicity (1.21; 0.87-1.68; 21 trials; n = 6195) were comparable, but discontinuation due to virologic failure was more common with NNRTI (1.58; 0.91-2.74; 17 trials; n = 5371). At week 48, there was no difference between NNRTI and PI/r in virologic suppression (RR, 1.03; 0.98-1.09) or CD4(+) recovery (MD, -4.7 cells; -14.2 to 4.8). CONCLUSIONS: We found no difference in clinical and viro-immunologic outcomes between NNRTI- and PI/r-based therapy.


Assuntos
Fármacos Anti-HIV/uso terapêutico , Infecções por HIV/tratamento farmacológico , Inibidores da Protease de HIV/uso terapêutico , Inibidores da Transcriptase Reversa/uso terapêutico , Ritonavir/uso terapêutico , Quimioterapia Combinada , Humanos
3.
HIV Clin Trials ; 14(6): 261-73, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-24334179

RESUMO

BACKGROUND: HIV-associated diarrhea remains a significant concern with limited treatment options. OBJECTIVE: To determine the optimal dose, efficacy, and safety of crofelemer for noninfectious diarrhea. METHODS: This randomized, double-blind, phase 3 trial used a 2-stage design. Both stages included 2-week screening, 4-week placebo-controlled treatment, and 20-week placebo-free (open-label) extension phases. In stage I, 196 HIV-seropositive patients with chronic diarrhea were randomized to crofelemer 125 mg, 250 mg, or 500 mg or placebo twice daily. Using a prospective analysis, the 125-mg twice-daily dose was selected for stage II. In stage II, 180 new patients were randomized to crofelemer 125 mg twice daily or placebo for 4 weeks. Primary efficacy analysis was the percentage of patients (stages I/II combined) who achieved clinical response (defined as ≤2 watery stools/week during ≥2 of 4 weeks). During the placebo-free extension phase, response (≤2 watery stools) was assessed weekly. RESULTS: Significantly more patients receiving crofelemer 125 mg achieved clinical response versus placebo (17.6% vs 8.0%; one-sided, P = .01). Crofelemer 125 mg resulted in a greater change from baseline in number of daily watery bowel movements (P = .04) and daily stool consistency score (P = .02) versus placebo. During the placebo-free extension phase, percentages of weekly responders ranged from 40% to 56% at weeks 11 to 24. Crofelemer was minimally absorbed, well tolerated, did not negatively impact clinical immune parameters, and had a safety profile comparable to placebo. CONCLUSIONS: In HIV-seropositive patients taking stable antiretroviral therapy, crofelemer provided significant improvement in diarrhea with a favorable safety profile.


Assuntos
Canais de Cloreto/antagonistas & inibidores , Diarreia/tratamento farmacológico , Fármacos Gastrointestinais/uso terapêutico , Infecções por HIV/complicações , Proantocianidinas/uso terapêutico , Adulto , Diarreia/etiologia , Método Duplo-Cego , Feminino , Fármacos Gastrointestinais/efeitos adversos , Humanos , Masculino , Pessoa de Meia-Idade , Proantocianidinas/efeitos adversos
4.
Clin Infect Dis ; 55(6): 860-7, 2012 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-22700829

RESUMO

Diarrhea remains a common problem for patients with human immunodeficiency virus (HIV) infection despite highly active antiretroviral therapies (HAART) and can negatively affect patient quality of life and lead to discontinuation or switching of HAART regimens. In the era of HAART, diarrhea from opportunistic infections is uncommon, and HIV-associated diarrhea often has noninfectious causes, including HAART-related adverse events and HIV enteropathy. Diarrhea associated with HAART is typically caused by protease inhibitors (eg, ritonavir), which may damage the intestinal epithelial barrier (leaky-flux diarrhea) and/or alter chloride ion secretion (secretory diarrhea). HIV enteropathy may result from direct effects of HIV on gastrointestinal tract cells and on the gastrointestinal immune system and gut-associated lymphoid tissue, which may be active sites of HIV infection and ongoing inflammation and mucosal damage. New therapies targeting the pathogenic mechanisms of noninfectious diarrheas are needed.


Assuntos
Terapia Antirretroviral de Alta Atividade/efeitos adversos , Terapia Antirretroviral de Alta Atividade/métodos , Diarreia/induzido quimicamente , Diarreia/terapia , Infecções por HIV/complicações , Infecções por HIV/tratamento farmacológico , Inibidores da Protease de HIV/efeitos adversos , HIV/patogenicidade , Infecções por HIV/virologia , Inibidores da Protease de HIV/administração & dosagem , Humanos
5.
J Acquir Immune Defic Syndr ; 90(4): 377-381, 2022 08 01.
Artigo em Inglês | MEDLINE | ID: mdl-35413022

RESUMO

BACKGROUND: Limited data are available regarding asymptomatic COVID-19 among people with HIV (PWH). Data on a representative subset of PWH enrolled in Randomized Trial to Prevent Vascular Events in HIV, a global clinical trial, are presented here. METHODS: Randomized Trial to Prevent Vascular Events in HIV is an atherosclerotic cardiovascular disease prevention trial among 7770 PWH on antiretroviral therapy. Beginning April 2020, targeted data on coronavirus disease 2019 (COVID-19) diagnosis and symptoms were collected during routine trial visits. Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection was defined as either COVID-19 clinical diagnosis or presence of SARS-CoV-2 Immunoglobulin G (IgG) or Immunoglobulin A (IgA) receptor binding domain protein (antispike) antibodies in the absence of prior COVID-19 vaccine. RESULTS: The group (N = 2464) had a median age 53 years, 35% female sex, 47% Black or African American race, median CD4 count 649 c/mm 3 , and 97% with HIV VL <400 cp/m. SARS-CoV-2 infection occurred in 318 persons (13%): 58 with clinical diagnosis and 260 with detectable antibodies. Of these PWH, 304 completed symptom questionnaires: 121 (40%) reported symptoms, but 183 (60%) were asymptomatic. PWH with asymptomatic SARS-CoV-2 infection were more likely to be from low-income or middle-income regions, of Black or African American race, older in age, and with higher atherosclerotic cardiovascular disease risk score. Symptomatic COVID was more common with obesity, metabolic syndrome, and low HDL levels. CD4 counts and HIV viral suppression rates were similar among PWH with symptomatic vs. asymptomatic COVID. CONCLUSIONS: Asymptomatic SARS-CoV-2 infection is common among antiretroviral therapy-treated PWH globally. We determined that 60% of infections in PWH were asymptomatic. HIV clinicians must remain vigilant about COVID-19 testing among PWH to identify asymptomatic cases.


Assuntos
COVID-19 , Doenças Cardiovasculares , Infecções por HIV , COVID-19/complicações , Teste para COVID-19 , Vacinas contra COVID-19 , Feminino , Infecções por HIV/complicações , Infecções por HIV/tratamento farmacológico , Humanos , Masculino , Pessoa de Meia-Idade , SARS-CoV-2
6.
HIV Clin Trials ; 12(2): 89-103, 2011.
Artigo em Inglês | MEDLINE | ID: mdl-21498152

RESUMO

PURPOSE: This study assessed ethnicity and gender differences in prevalence, type, and severity of antiretroviral-associated lipodystrophy in HIV-positive individuals in Ontario. METHODS: This was a cross-sectional analysis of the Ontario Cohort Study (OCS), a prospective study of HIV-positive patients in Ontario. Lipodystrophy was defined as at least 1 major or 2 minor self-reported changes of peripheral lipoatrophy and/or central lipohypertrophy. Prevalence, type, and severity were compared by ethnicity (Black, White, or Other) and gender. Univariate and multivariate logistic regression analyses identified predictors of lipodystrophy. RESULTS: Data were available for 778 participants (659 men, 119 women). There were 517 Whites, 121 Blacks, and 140 patients of Other ethnicities. In univariate analyses, Whites reported more peripheral lipoatrophy (P = .004) and abdominal lipohypertrophy (P = .04); these ethnic differences were observed in males (P = .05 and P = .03, respectively) but not females. Males reported more peripheral lipoatrophy (P = .01), whereas females had more central lipohypertrophy (P < .0001) and mixed fat redistribution (P < .0001). Multivariable regression analyses revealed Black women to be most vulnerable to lipodystrophy (P = .02), particularly lipohypertrophy (P < .0001). CONCLUSIONS: Ethnicity and gender are important factors influencing lipodystrophy. Combining lipoatrophy and lipohypertrophy into a single entity is not appropriate. Black women were most vulnerable to lipohypertrophy, which has important implications for antiretroviral therapy roll-out in Africa.


Assuntos
Fármacos Anti-HIV/efeitos adversos , Soropositividade para HIV/tratamento farmacológico , Lipodistrofia/induzido quimicamente , Caracteres Sexuais , Adulto , População Negra , Canadá , Estudos Transversais , Feminino , Humanos , Lipodistrofia/etnologia , Modelos Logísticos , Masculino , Pessoa de Meia-Idade , Estudos Prospectivos , População Branca
7.
Med Sci Educ ; 31(2): 843-850, 2021 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-33527043

RESUMO

The Medical College of Georgia (MCG) responded to the COVID-19 pandemic's challenges to medical education with a novel, comprehensive curriculum. The Pandemic Medicine Elective was an effective solution with a safe, virtual alternative to traditional clinical experiences. As the elective evolved to include pre-clinical students and service initiatives across Georgia, students and faculty navigated online platforms to execute critical community-based projects. This curricular development utilized an interdisciplinary approach by faculty across each of MCG's regional campuses. We describe the curriculum of the electives, the student initiatives, and lessons learned while quickly adapting curriculum during the COVID-19 pandemic.

8.
Am J Case Rep ; 21: e924410, 2020 Oct 12.
Artigo em Inglês | MEDLINE | ID: mdl-33041322

RESUMO

BACKGROUND After initial infection with HIV, loss of CD4+ T cells progresses along a predictable timeline. The clinical latency stage lasts an average of 10 years, until the CD4+ T cell count falls below 200 cells/uL or the patient develops an AIDS-defining opportunistic infection/cancer. This report describes an unusual opportunistic infection in a young patient with no prior clinical evidence of HIV infection. CASE REPORT An 18-year-old man presented with fever, abdominal pain, and dyspnea for the previous 2 weeks and was symptomatically treated for gastroenteritis. He presented 2 weeks later with extreme fatigue, and a CT scan revealed diffuse lymphadenopathy. He was transferred to a regional hospital, but upon arrival and prior to detailed investigative work-up, he developed cardiac arrest. Despite maximal resuscitative efforts, he died approximately 8 h after admission. At autopsy, diffuse lymphadenopathy, splenomegaly, and pulmonary congestion were noted. Disseminated cryptococcal infection involving almost every organ system was identified at autopsy. A postmortem HIV-1 antibody test was positive. The cause of death was severe immunodeficiency as a result of advanced HIV infection resulting in disseminated cryptococcal infection, with cerebral edema, herniation, and respiratory failure. CONCLUSIONS This patient's non-specific symptoms in conjunction with his rapid decline made arriving at a correct diagnosis challenging. Only during autopsy was the disseminated fungal infection discovered, leading to suspicion of HIV infection. HIV autopsies are not uncommon, but the clinical history is usually known beforehand. This case report highlights the importance of considering HIV-related conditions in patients presenting with this array of symptoms, as well as to alert healthcare providers and staff to the need for increased biosafety precautions.


Assuntos
Criptococose , Infecções por HIV , Edema Pulmonar , Adolescente , Autopsia , Criptococose/complicações , Criptococose/diagnóstico , HIV , Infecções por HIV/complicações , Infecções por HIV/diagnóstico , Humanos , Masculino
9.
Clin Infect Dis ; 47(2): 236-41, 2008 Jul 15.
Artigo em Inglês | MEDLINE | ID: mdl-18532888

RESUMO

Maraviroc is the first US Food and Drug Administration-approved drug from a new class of antiretroviral agents that targets a host protein, the chemokine receptor CCR5, rather than a viral target. Binding of maraviroc to this cell-surface protein results in blocking human immunodeficiency virus type 1 (HIV-1) attachment to the coreceptor and prevents the virus from entering CD4+ cells. In this review, we include the details of the discoveries that led to the development of this drug. The drug's pharmacology, including pharmacokinetics and drug interactions, is discussed, as are the clinical efficacy studies that led to licensure. HIV-1 mechanisms of resistance to maraviroc, assays to determine viral coreceptor use (tropism), drug safety, and clinical use of maraviroc are discussed at length.


Assuntos
Fármacos Anti-HIV/farmacologia , Antagonistas dos Receptores CCR5 , Cicloexanos/farmacologia , Infecções por HIV/tratamento farmacológico , HIV-1/efeitos dos fármacos , Triazóis/farmacologia , Fármacos Anti-HIV/efeitos adversos , Fármacos Anti-HIV/uso terapêutico , Bioensaio , Linfócitos T CD4-Positivos/metabolismo , Linfócitos T CD4-Positivos/virologia , Ensaios Clínicos como Assunto , Cicloexanos/efeitos adversos , Cicloexanos/uso terapêutico , Citocromo P-450 CYP3A/efeitos dos fármacos , Citocromo P-450 CYP3A/metabolismo , Interações Medicamentosas , Farmacorresistência Viral/fisiologia , Infecções por HIV/metabolismo , HIV-1/fisiologia , Humanos , Maraviroc , Receptores CCR5/metabolismo , Triazóis/efeitos adversos , Triazóis/uso terapêutico , Tropismo , Internalização do Vírus
11.
HIV Clin Trials ; 9(5): 324-36, 2008.
Artigo em Inglês | MEDLINE | ID: mdl-18977721

RESUMO

PURPOSE: To compare long-term virologic, immunologic, and clinical outcomes in antiretroviral-naïve persons starting efavirenz (EFV)- versus nevirapine (NVP)-based regimens. METHOD: The FIRST study randomized patients into three strategy arms: PI+NRTI, NNRTI+NRTI, and PI+NNRTI+NRTI. NNRTI was determined by optional randomization (NVP or EFV) or by choice. For this randomized substudy, the primary endpoint was HIV RNA >50 copies/mL after 8 months or death. Genotypic resistance testing was done at virologic failure (VF; HIV RNA >1,000 copies/mL at or after 4 months). RESULTS: 228 persons (111 randomized to EFV, 117 to NVP) were followed for median 5 years. Rates per 100 person years for the primary endpoint were 41.2 (EFV) and 42.8 (NVP; p = .59). The percent of persons with HIV RNA <50 copies/mL was similar throughout follow-up (p = .24), as were average increases in CD4+ cells (p = .30). 423 persons declining the substudy chose EFV; 264 chose NVP. There were 915 persons in the combined cohort (randomized and choice). In the combined cohort, the risk of VF and VF with any NNRTI or NRTI resistance or resistance of any class was significantly less for EFV compared to NVP. CONCLUSIONS: EFV-based regimens as initial therapy resulted in a lower risk of VF and VF with resistance than did NVP-based regimens, although immunologic and clinical outcomes were similar.


Assuntos
Fármacos Anti-HIV/uso terapêutico , Benzoxazinas/administração & dosagem , Infecções por HIV/tratamento farmacológico , HIV-1 , Nevirapina/administração & dosagem , Inibidores da Transcriptase Reversa/administração & dosagem , Adulto , Alcinos , Contagem de Linfócito CD4 , Estudos de Coortes , Ciclopropanos , Farmacorresistência Viral , Feminino , Infecções por HIV/virologia , Humanos , Masculino , Carga Viral
12.
Lancet ; 368(9553): 2125-35, 2006 Dec 16.
Artigo em Inglês | MEDLINE | ID: mdl-17174704

RESUMO

BACKGROUND: Long-term data from randomised trials on the consequences of treatment with a protease inhibitor (PI), non-nucleoside reverse transcriptase inhibitor (NNRTI), or both are lacking. Here, we report results from the FIRST trial, which compared initial treatment strategies for clinical, immunological, and virological outcomes. METHODS: Between 1999 and 2002, 1397 antiretroviral-treatment-naive patients, presenting at 18 clinical trial units with 80 research sites in the USA, were randomly assigned in a ratio of 1:1:1 to a protease inhibitor (PI) strategy (PI plus nucleoside reverse transcriptase inhibitor [NRTI]; n=470), a non-nucleoside reverse transcriptase inhibitor (NNRTI) strategy (NNRTI plus NRTI; n=463), or a three-class strategy (PI plus NNRTI plus NRTI; n=464). Primary endpoints were a composite of an AIDS-defining event, death, or CD4 cell count decline to less than 200 cells per mm3 for the PI versus NNRTI comparison, and average change in CD4 cell count at or after 32 months for the three-class versus combined two-class comparison. Analyses were by intention-to-treat. This study is registered ClinicalTrials.gov, number NCT00000922. FINDINGS: 1397 patients were assessed for the composite endpoint. A total of 388 participants developed the composite endpoint, 302 developed AIDS or died, and 188 died. NNRTI versus PI hazard ratios (HRs) for the composite endpoint, for AIDS or death, for death, and for virological failure were 1.02 (95% CI 0.79-1.31), 1.07 (0.80-1.41), 0.95 (0.66-1.37), and 0.66 (0.56-0.78), respectively. 1196 patients were assessed for the three-class versus combined two-class primary endpoint. Mean change in CD4 cell count at or after 32 months was +234 cells per mm3 and +227 cells per mm3 for the three-class and the combined two-class strategies (p=0.62), respectively. HRs (three-class vs combined two-class) for AIDS or death and virological failure were 1.15 (0.91-1.45) and 0.87 (0.75-1.00), respectively. HRs (three-class vs combined two-class) for AIDS or death were similar for participants with baseline CD4 cell counts of 200 cells per mm3 or less and of more than 200 cells per mm3 (p=0.38 for interaction), and for participants with baseline HIV RNA concentrations less than 100 000 copies per mL and 100,000 copies per mL or more (p=0.26 for interaction). Participants assigned the three-class strategy were significantly more likely to discontinue treatment because of toxic effects than were those assigned to the two-class strategies (HR 1.58; p<0.0001). INTERPRETATION: Initial treatment with either an NNRTI-based regimen or a PI-based regimen, but not both together, is a good strategy for long-term antiretroviral management in treatment-naive patients with HIV.


Assuntos
Terapia Antirretroviral de Alta Atividade , Infecções por HIV/tratamento farmacológico , Inibidores da Protease de HIV/uso terapêutico , Inibidores da Transcriptase Reversa/uso terapêutico , Adulto , Análise de Variância , Contagem de Linfócito CD4 , Esquema de Medicação , Feminino , Seguimentos , Infecções por HIV/sangue , Infecções por HIV/mortalidade , Inibidores da Protease de HIV/administração & dosagem , Inibidores da Protease de HIV/efeitos adversos , Humanos , Estimativa de Kaplan-Meier , Masculino , Inibidores da Transcriptase Reversa/administração & dosagem , Inibidores da Transcriptase Reversa/efeitos adversos , Estados Unidos , Carga Viral
13.
HIV Clin Trials ; 8(6): 357-70, 2007.
Artigo em Inglês | MEDLINE | ID: mdl-18042501

RESUMO

BACKGROUND: Treatment-naïve participants were randomized to three antiretroviral strategies (all with nucleoside reverse transcriptase inhibitor [NRTI] background): protease inhibitor (PI), non-nucleoside reverse transcriptase inhibitor (NNRTI), or PI+NNRTI. The strategies were compared for drug resistance at first virologic failure (VF; HIV RNA >1000 copies/mL). The impact of resistance on AIDS or death was determined. METHOD: Drug resistance was determined by genotype. Cox models were used to compare the strategies for VF with resistance and to determine the impact of resistance on AIDS or death. RESULTS: Of 1,360 participants, 866 experienced VF; 226 experienced AIDS or death (median follow-up 5 years). Rates (per 100 personyears) for VF with resistance were 14.9 (PI), 10.8 (NNRTI), and 11.5 (PI+NNRTI); hazard ratio (HR) was 0.78 (95% CI 0.61-0.99) for NNRTI versus PI. Compared to those with no VF, there was a significantly increased risk of AIDS or death for participants with solitary NNRTI resistance (HR 2.31, 95% CI 1.46-3.66) and for those failing with no known resistance (HR 1.78, 95% CI 1.18-2.68). Participants failing with solitary NNRTI resistance and with no resistance had the lowest percent of time on antiretroviral treatment (ART) and the lowest cumulative mean adherence scores. CONCLUSION: For treatment-naïve participants, the risk of AIDS or death is increased for those who failed virologically with solitary NNRTI resistance and those who failed with no known drug resistance compared to those with no virologic failure. Both the lack of ART exposure in nonadherent participants and the development of NNRTI resistance among those who take and fail their ART regimen predict poor clinical outcomes.


Assuntos
Fármacos Anti-HIV/uso terapêutico , Farmacorresistência Viral/genética , Infecções por HIV/tratamento farmacológico , Infecções por HIV/virologia , HIV/genética , Terapia Antirretroviral de Alta Atividade , Progressão da Doença , Infecções por HIV/mortalidade , Humanos , Incidência , Cooperação do Paciente , Fatores de Risco , Fatores de Tempo , Resultado do Tratamento
14.
IEEE Trans Syst Man Cybern B Cybern ; 37(4): 966-79, 2007 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-17702293

RESUMO

The U.S. Department of Health and Human Services Human Immunodeficiency Virus (HIV)/Acquired Immune Deficiency Syndrome (AIDS) treatment guidelines are modified several times per year to reflect the rapid evolution of the field (e.g., emergence of new antiretroviral drugs). As such, a treatment-decision support system that is capable of self-learning is highly desirable. Based on the fuzzy discrete event system (FDES) theory that we recently created, we have developed a self-learning HIV/AIDS regimen selection system for the initial round of combination antiretroviral therapy, one of the most complex therapies in medicine. The system consisted of a treatment objectives classifier, fuzzy finite state machine models for treatment regimens, and a genetic-algorithm-based optimizer. Supervised learning was achieved through automatically adjusting the parameters of the models by the optimizer. We focused on the four historically popular regimens with 32 associated treatment objectives involving the four most important clinical variables (potency, adherence, adverse effects, and future drug options). The learning targets for the objectives were produced by two expert AIDS physicians on the project, and their averaged overall agreement rate was 70.6%. The system's learning ability and new regimen suitability prediction capability were tested under various conditions of clinical importance. The prediction accuracy was found between 84.4% and 100%. Finally, we retrospectively evaluated the system using 23 patients treated by 11 experienced nonexpert faculty physicians and 12 patients treated by the two experts at our AIDS Clinical Center in 2001. The overall exact agreement between the 13 physicians' selections and the system's choices was 82.9% with the agreement for the two experts being both 100%. For the seven mismatched cases, the system actually chose more appropriate regimens in four cases and equivalent regimens in another two cases. It made a mistake in one case. These (preliminary) results show that 1) the System outperformed the nonexpert physicians and 2) it performed as well as the expert physicians did. This learning and prediction approach, as well as our original FDESs theory, is general purpose and can be applied to other medical or nonmedical problems.


Assuntos
Síndrome da Imunodeficiência Adquirida/terapia , Algoritmos , Antirretrovirais/administração & dosagem , Inteligência Artificial , Sistemas de Apoio a Decisões Clínicas , Quimioterapia Assistida por Computador/métodos , Lógica Fuzzy , Síndrome da Imunodeficiência Adquirida/diagnóstico , Humanos , Resultado do Tratamento
15.
Antivir Ther ; 11(4): 457-63, 2006.
Artigo em Inglês | MEDLINE | ID: mdl-16856619

RESUMO

BACKGROUND: HIV-1 protease gene mutations at codon 33 have been associated with resistance to some but not all protease inhibitors (PIs). Little is known about the difference in prevalence of codon 33 mutations and polymorphisms between treatment-naive and treatment-experienced patients, and the effect of codon 33F on PI phenotypic resistance patterns. METHODS: Baseline genotypes (TRUGENE) from 772 patients participating in two different randomized clinical trials [504 antiretroviral treatment-naive patients and 268 antiretroviral treatment-experienced patients] were evaluated for the presence of protease codon 33 mutations and polymorphisms. Baseline phenotypes (Antivirogram), including fold-change in resistance for 16 antiretroviral drugs, were available for the 268 treatment-experienced patients. Multivariate linear regression models were used to determine factors associated with phenotypic fold-change for PIs. RESULTS: The prevalence of codon 33 mutations and polymorphisms was 5.2% in the naive cohort (0.2% 33F, 2.5% 33V, 2.5% 331) and 34.7% in the experienced cohort (30.2% 33F, 1.5% 33V, 3.0% 331). In the antiretroviral-experienced cohort (mean = 4.2 prior PIs, 10.6 prior antiretroviral drugs overall), a model adjusting for the presence of specific major protease and multi-PI resistance conferring mutations, the number of other minor PI mutations, prior PI drug exposure (current, prior only, never), and HIV transmission risk factor was used to estimate the phenotypic fold-change in resistance for those with and without mutation 33F. Those with 33F had a significantly higher fold-change for amprenavir (33 vs 19, P<0.0001), ritonavir (162 vs 82, P<0.0001), lopinavir (49 vs 38, P=0.04), and saquinavir (47 vs 41, P=0.02). The presence of the 33F was not a significant predictor of fold change in susceptibility for indinavir or nelfinavir. CONCLUSIONS: At protease codon 33, the prevalences of polymorphisms 33V and 331 were similar for PI-naive and PI-experienced patients (<3.0%), but the prevalence of 33F was significantly different (0.2% versus 30.2%). In the treatment-experienced cohort, the differences in phenotypic fold-change for amprenavir, lopinavir, saquinavir, and ritonavir between those with and without 33F persist after adjustment for the presence of other major PI mutations and PI drug exposure history. Given the availability of newer PIs that may select for 33F, monitoring for the presence of this mutation should be ongoing for both treatment-naive and treatment-experienced patients.


Assuntos
Fármacos Anti-HIV/uso terapêutico , Códon/genética , Infecções por HIV/tratamento farmacológico , Protease de HIV/genética , Mutação , Polimorfismo Genético , Inibidores da Transcriptase Reversa/uso terapêutico , Adulto , Farmacorresistência Viral/genética , Feminino , Infecções por HIV/virologia , HIV-1/enzimologia , HIV-1/genética , Humanos , Masculino , Prevalência , Resultado do Tratamento
17.
IEEE Trans Inf Technol Biomed ; 10(4): 663-76, 2006 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-17044400

RESUMO

Treatment decision-making is complex and involves many factors. A systematic decision-making and optimization technology capable of handling variations and uncertainties of patient characteristics and physician's subjectivity is currently unavailable. We recently developed a novel general-purpose fuzzy discrete event systems theory for optimal decision-making. We now apply it to develop an innovative system for medical treatment, specifically for the first round of highly active antiretroviral therapy of human immunodeficiency virus/acquired immunodeficiency syndrome (HIV/AIDS) patients involving three historically widely used regimens. The objective is to develop such a system whose regimen choice for any given patient will exactly match expert AIDS physician's selection to produce the (anticipated) optimal treatment outcome. Our regimen selection system consists of a treatment objectives classifier, fuzzy finite state machine models for treatment regimens, and a genetic-algorithm-based optimizer. The optimizer enables the system to either emulate an individual doctor's decision-making or generate a regimen that simultaneously satisfies diverse treatment preferences of multiple physicians to the maximum extent. We used the optimizer to automatically learn the values of 26 parameters of the models. The learning was based on the consensus of AIDS specialists A and B on this project, whose exact agreement was only 35%. The performance of the resulting models was first assessed. We then carried out a retrospective study of the entire system using all the qualifying patients treated in our institution's AIDS Clinical Center in 2001. A total of 35 patients were treated by 13 specialists using the regimens (four and eight patients were treated by specialists A and B, respectively). We compared the actually prescribed regimens with those selected by the system using the same available information. The overall exact agreement was 82.9% (29 out of 35), with the exact agreement with specialists A and B both at 100%. The exact agreement for the remaining 11 physicians not involved in the system training was 73.9% (17 out of 23), an impressive result given the fact that expert opinion can be quite divergent for treatment decisions of such complexity. Our specialists also carefully examined the six mismatched cases and deemed that the system actually chose a more appropriate regimen for four of them. In the other two cases, either would be reasonable choices. Our approach has the capabilities of generalizing, learning, and representing knowledge even in the face of weak consensus, and being readily upgradeable to new medical knowledge. These are practically important features to medical applications in general, and HIV/AIDS treatment in particular, as national HIV/AIDS treatment guidelines are modified several times per year.


Assuntos
Fármacos Anti-HIV/administração & dosagem , Sistemas de Apoio a Decisões Clínicas , Quimioterapia Assistida por Computador/métodos , Sistemas Inteligentes , Lógica Fuzzy , Infecções por HIV/tratamento farmacológico , Infecções por HIV/diagnóstico , Humanos , Controle de Qualidade , Processamento de Sinais Assistido por Computador , Resultado do Tratamento
19.
Clin Infect Dis ; 40(3): 468-74, 2005 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-15668873

RESUMO

BACKGROUND: The prevalence of drug resistance among persons with newly acquired human immunodeficiency virus (HIV) infection is well documented. However, it is unclear to what extent these mutations persist in chronically infected, treatment-naive patients. METHODS: Prevalence of and factors associated with genotypic drug resistance were analyzed retrospectively in a subset of 491 chronically HIV-infected, antiretroviral-naive patients enrolled at 25 cities in the Terry Beirn Community Programs for Clinical Research on Acquired Immune Deficiency Syndrome (AIDS) Flexible Initial Retrovirus Suppressive Therapies trial during 1999-2001. Resistance was defined on the basis of the International AIDS Society 2003 definition, as well as the presence of additional mutations at codons 215 (C/D/E/S) and 69 (A/N/S) in the pol gene. Prevalence of mutations was estimated by use of techniques for stratified random samples. Logistic regression models were used to determine factors associated with resistance. RESULTS: Among the 491 chronically HIV-infected patients (mean CD4 cell count, 269 cells/mm(3); 31% of patients had a prior AIDS diagnosis), 57 (11.6%) had >or=1 resistance mutation, resulting in an estimated prevalence for the cohort of 10.8% (95% confidence interval [CI], 9.5%-12.1%). The prevalence was 8.8% if the 118I mutation was excluded. By drug class, the estimated prevalence of mutations conferring resistance to nucleoside reverse-transcriptase inhibitors was 7.8%, and the prevalence was 3.0% for nonnucleoside reverse-transcriptase inhibitors and 0.7% for protease inhibitors. In a multiple logistic regression analysis, non-Hispanic white subjects were twice as likely than African American subjects to have resistance (odds ratio [OR], 2.1; 95% CI, 1.1-4.1; P=.03), and there was a 40% increase per year in prevalence of mutations by later year of enrollment (OR, 1.4; 95% CI, 1.0-2.1; P=.05). CONCLUSIONS: These results demonstrate the persistence of drug resistance mutations in chronically HIV-infected patients and an increasing prevalence of resistance over time, and they support genotyping of virus at baseline for chronically HIV-infected patients.


Assuntos
Fármacos Anti-HIV/farmacologia , Fármacos Anti-HIV/uso terapêutico , Farmacorresistência Viral , Infecções por HIV/tratamento farmacológico , Infecções por HIV/virologia , HIV-1/efeitos dos fármacos , Adulto , Feminino , HIV-1/genética , HIV-1/fisiologia , Humanos , Modelos Logísticos , Masculino , Análise Multivariada , Mutação , Razão de Chances , Fatores de Tempo
20.
HIV Clin Trials ; 6(3): 127-35, 2005.
Artigo em Inglês | MEDLINE | ID: mdl-16192247

RESUMO

UNLABELLED: The comparative prognostic importance of latest plasma HIV RNA levels (viral loads) and CD4+ cell counts among patients prescribed highly active antiretroviral therapy (HAART) has not been well characterized. METHOD: We assessed the prognostic value of latest CD4+ cell counts and latest viral loads for progression to AIDS or death and explored their interaction among 432 HIV-infected persons with advanced HIV who were prescribed a protease inhibitor (PI) as their first HAART regimen. RESULTS: Pre-HAART median CD4+ cell count and viral load were 41 cells/mm3 and 126,331 copies/mL, respectively. After 12 months of HAART, the median CD4+ cell count was 154 cells/mm3; 39% of patients had a viral load of 400 copies/mL or lower. Over a median follow-up of 33 months, 109 (25%) of the 432 patients experienced an AIDS event or died. The hazard ratio for AIDS or death for those with latest CD4+ cell count <50 cells/mm3 versus > or =200 cells/mm3 was 13.9 (95% CI 6.5 to 29.7) without adjustment for latest viral load measurements and 9.5 (95% CI 4.0 to 22.5) after adjustment for latest viral load. In contrast, the hazard ratio for AIDS or death for those with viral load > or =100,000 versus <400 copies/mL was 4.2 (95% CI 2.3 to 7.7) without adjustment for latest CD4+ level and 1.2 (95% CI 0.6 to 2.4) with adjustment for latest CD4+ cell count. CONCLUSION: We conclude that when latest CD4+ cell count and viral load are considered separately, both are significantly related to AIDS or death; when these markers are jointly considered, the association of viral load with AIDS or death is substantially diminished. Latest CD4+ levels are more strongly related to AIDS or death than latest viral load levels in patients on HAART.


Assuntos
Terapia Antirretroviral de Alta Atividade , Infecções por HIV/imunologia , Inibidores da Protease de HIV/uso terapêutico , HIV/genética , RNA Viral/sangue , Adulto , Contagem de Linfócito CD4 , Progressão da Doença , Feminino , Infecções por HIV/tratamento farmacológico , Infecções por HIV/virologia , Humanos , Masculino , Pessoa de Meia-Idade , Valor Preditivo dos Testes , Modelos de Riscos Proporcionais
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