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1.
Emerg Infect Dis ; 29(11): 2403-2406, 2023 11.
Artigo em Inglês | MEDLINE | ID: mdl-37877680

RESUMO

GeneXpert MTB/RIF, a tool widely used for diagnosing tuberculosis, has limitations for detecting rifampin resistance in certain variants. We report transmission of a pre-extensively drug-resistant variant in Botswana that went undetected by GeneXpert. The public health impact of misdiagnosis emphasizes the need for comprehensive molecular testing to identify resistance and guide treatment.


Assuntos
Antibióticos Antituberculose , Mycobacterium tuberculosis , Tuberculose Resistente a Múltiplos Medicamentos , Tuberculose , Humanos , Rifampina/farmacologia , Rifampina/uso terapêutico , Botsuana , Mycobacterium tuberculosis/genética , Tuberculose Resistente a Múltiplos Medicamentos/diagnóstico , Tuberculose Resistente a Múltiplos Medicamentos/tratamento farmacológico , Tuberculose/diagnóstico , Farmacorresistência Bacteriana , Sensibilidade e Especificidade , Antibióticos Antituberculose/farmacologia , Antibióticos Antituberculose/uso terapêutico
2.
Emerg Infect Dis ; 29(5): 977-987, 2023 05.
Artigo em Inglês | MEDLINE | ID: mdl-37081530

RESUMO

Combining genomic and geospatial data can be useful for understanding Mycobacterium tuberculosis transmission in high-burden tuberculosis (TB) settings. We performed whole-genome sequencing on M. tuberculosis DNA extracted from sputum cultures from a population-based TB study conducted in Gaborone, Botswana, during 2012-2016. We determined spatial distribution of cases on the basis of shared genotypes among isolates. We considered clusters of isolates with ≤5 single-nucleotide polymorphisms identified by whole-genome sequencing to indicate recent transmission and clusters of ≥10 persons to be outbreaks. We obtained both molecular and geospatial data for 946/1,449 (65%) participants with culture-confirmed TB; 62 persons belonged to 5 outbreaks of 10-19 persons each. We detected geospatial clustering in just 2 of those 5 outbreaks, suggesting heterogeneous spatial patterns. Our findings indicate that targeted interventions applied in smaller geographic areas of high-burden TB identified using integrated genomic and geospatial data might help interrupt TB transmission during outbreaks.


Assuntos
Mycobacterium tuberculosis , Tuberculose , Humanos , Botsuana/epidemiologia , Tuberculose/microbiologia , Mycobacterium tuberculosis/genética , Genótipo , Genômica
3.
PLoS Comput Biol ; 18(12): e1010696, 2022 12.
Artigo em Inglês | MEDLINE | ID: mdl-36469509

RESUMO

Identifying host factors that influence infectious disease transmission is an important step toward developing interventions to reduce disease incidence. Recent advances in methods for reconstructing infectious disease transmission events using pathogen genomic and epidemiological data open the door for investigation of host factors that affect onward transmission. While most transmission reconstruction methods are designed to work with densely sampled outbreaks, these methods are making their way into surveillance studies, where the fraction of sampled cases with sequenced pathogens could be relatively low. Surveillance studies that use transmission event reconstruction then use the reconstructed events as response variables (i.e., infection source status of each sampled case) and use host characteristics as predictors (e.g., presence of HIV infection) in regression models. We use simulations to study estimation of the effect of a host factor on probability of being an infection source via this multi-step inferential procedure. Using TransPhylo-a widely-used method for Bayesian estimation of infectious disease transmission events-and logistic regression, we find that low sensitivity of identifying infection sources leads to dilution of the signal, biasing logistic regression coefficients toward zero. We show that increasing the proportion of sampled cases improves sensitivity and some, but not all properties of the logistic regression inference. Application of these approaches to real world data from a population-based TB study in Botswana fails to detect an association between HIV infection and probability of being a TB infection source. We conclude that application of a pipeline, where one first uses TransPhylo and sparsely sampled surveillance data to infer transmission events and then estimates effects of host characteristics on probabilities of these events, should be accompanied by a realistic simulation study to better understand biases stemming from imprecise transmission event inference.


Assuntos
Infecções por HIV , Tuberculose , Humanos , Teorema de Bayes , Infecções por HIV/epidemiologia , Tuberculose/epidemiologia , Tuberculose/genética , Surtos de Doenças , Simulação por Computador
4.
Public Health Nutr ; 25(4): 913-921, 2022 04.
Artigo em Inglês | MEDLINE | ID: mdl-33070794

RESUMO

OBJECTIVE: To determine the association between food insecurity and HIV infection with depression and anxiety among new tuberculosis (TB) patients. DESIGN: Our cross-sectional study assessed depression, anxiety and food insecurity with Patient Health Questionnaire (PHQ-9), Zung Anxiety Self-Assessment Scale (ZUNG) and Household Food Insecurity Access Scale, respectively. Poisson regression models with robust variance were used to examine correlates of depression (PHQ-9 ≥ 10) and anxiety (ZUNG ≥ 36). SETTING: Gaborone, Botswana. PARTICIPANTS: Patients who were newly diagnosed with TB. RESULTS: Between January and December 2019, we enrolled 180 TB patients from primary health clinics in Botswana. Overall, 99 (55·0 %) were HIV positive, 47 (26·1 %), 85 (47·2 %) and 69 (38·5 %) indicated depression, anxiety and moderate to severe food insecurity, respectively. After adjusting for potential confounders, food insecurity was associated with a higher prevalence of depression (adjusted prevalence ratio (aPR) = 2·30; 95 % CI 1·40, 3·78) and anxiety (aPR = 1·41; 95 % CI 1·05, 1·91). Prevalence of depression and anxiety was similar between HIV-infected and HIV-uninfected participants. Estimates remained comparable when restricted to HIV-infected participants. CONCLUSIONS: Mental disorders may be affected by food insecurity among new TB patients, regardless of HIV status.


Assuntos
Infecções por HIV , Transtornos Mentais , Tuberculose , Botsuana/epidemiologia , Estudos Transversais , Insegurança Alimentar , Abastecimento de Alimentos , Infecções por HIV/complicações , Infecções por HIV/epidemiologia , Humanos , Transtornos Mentais/complicações , Tuberculose/complicações , Tuberculose/epidemiologia
5.
Emerg Infect Dis ; 27(3): 835-844, 2021 03.
Artigo em Inglês | MEDLINE | ID: mdl-33622470

RESUMO

Tuberculosis (TB) elimination requires interrupting transmission of Mycobacterium tuberculosis. We used a multidisciplinary approach to describe TB transmission in 2 sociodemographically distinct districts in Botswana (Kopanyo Study). During August 2012-March 2016, all patients who had TB were enrolled, their sputum samples were cultured, and M. tuberculosis isolates were genotyped by using 24-locus mycobacterial interspersed repetitive units-variable number of tandem repeats. Of 5,515 TB patients, 4,331 (79%) were enrolled. Annualized TB incidence varied by geography (range 66-1,140 TB patients/100,000 persons). A total of 1,796 patient isolates had valid genotyping results and residential geocoordinates; 780 (41%) patients were involved in a localized TB transmission event. Residence in areas with a high burden of TB, age <24 years, being a current smoker, and unemployment were factors associated with localized transmission events. Patients with known HIV-positive status had lower odds of being involved in localized transmission.


Assuntos
Mycobacterium tuberculosis , Tuberculose , Adulto , Botsuana , Estudos Epidemiológicos , Genótipo , Humanos , Repetições Minissatélites , Epidemiologia Molecular , Mycobacterium tuberculosis/genética , Adulto Jovem
6.
Emerg Infect Dis ; 26(5): 953-960, 2020 05.
Artigo em Inglês | MEDLINE | ID: mdl-32310078

RESUMO

Tuberculosis caused by concurrent infection with multiple Mycobacterium tuberculosis strains (i.e., mixed infection) challenges clinical and epidemiologic paradigms. We explored possible transmission mechanisms of mixed infection in a population-based, molecular epidemiology study in Botswana during 2012-2016. We defined mixed infection as multiple repeats of alleles at >2 loci within a discrete mycobacterial interspersed repetitive unit-variable-number tandem-repeat (MIRU-VNTR) result. We compared mixed infection MIRU-VNTR results with all study MIRU-VNTR results by considering all permutations at each multiple allele locus; matched MIRU-VNTR results were considered evidence of recently acquired strains and nonmatched to any other results were considered evidence of remotely acquired strains. Among 2,051 patients, 34 (1.7%) had mixed infection, of which 23 (68%) had recently and remotely acquired strains. This finding might support the mixed infection mechanism of recent transmission and simultaneous remote reactivation. Further exploration is needed to determine proportions of transmission mechanisms in settings where mixed infections are prevalent.


Assuntos
Infecções por HIV , Mycobacterium tuberculosis , Tuberculose , Técnicas de Tipagem Bacteriana , Botsuana/epidemiologia , DNA Bacteriano , Genótipo , Infecções por HIV/complicações , Infecções por HIV/epidemiologia , Humanos , Repetições Minissatélites , Mycobacterium tuberculosis/genética , Prevalência , Tuberculose/epidemiologia
7.
Emerg Infect Dis ; 26(5): 1010-1013, 2020 05.
Artigo em Inglês | MEDLINE | ID: mdl-32310058

RESUMO

Contact investigation is one public health measure used to prevent tuberculosis by identifying and treating persons exposed to Mycobacterium tuberculosis. Contact investigations are a major tenet of global tuberculosis elimination efforts, but for many reasons remain ineffective. We describe a novel neighbor-based approach to reframe contact investigations.


Assuntos
Mycobacterium tuberculosis , Tuberculose , Busca de Comunicante , Testes Diagnósticos de Rotina , Humanos , Saúde Pública , Tuberculose/diagnóstico , Tuberculose/epidemiologia
8.
Artigo em Inglês | MEDLINE | ID: mdl-31405858

RESUMO

Multidrug-resistant tuberculosis (TB) is an alarming threat, and targeted deep sequencing (DS) may be an effective method for rapid identification of drug-resistant profiles, including detection of heteroresistance. We evaluated the sensitivity and specificity of targeted DS versus phenotypic drug susceptibility testing (pDST) among patients starting first-line anti-TB therapy in Botswana. Overall, we found high concordance between DS and pDST. Lower sensitivity of DS, which targets established high-confidence resistance variants, was observed for detecting isoniazid resistance among HIV-infected patients.


Assuntos
Antituberculosos/uso terapêutico , Mycobacterium tuberculosis/efeitos dos fármacos , Mycobacterium tuberculosis/genética , Tuberculose Resistente a Múltiplos Medicamentos/tratamento farmacológico , Adulto , Botsuana , Feminino , Sequenciamento de Nucleotídeos em Larga Escala/métodos , Humanos , Isoniazida/uso terapêutico , Masculino , Testes de Sensibilidade Microbiana/métodos , Pessoa de Meia-Idade , Fenótipo , Sensibilidade e Especificidade , Adulto Jovem
9.
Am J Hum Genet ; 98(3): 514-524, 2016 Mar 03.
Artigo em Inglês | MEDLINE | ID: mdl-26942285

RESUMO

Immunosuppression resulting from HIV infection increases the risk of progression to active tuberculosis (TB) both in individuals newly exposed to Mycobacterium tuberculosis (MTB) and in those with latent infections. We hypothesized that HIV-positive individuals who do not develop TB, despite living in areas where it is hyperendemic, provide a model of natural resistance. We performed a genome-wide association study of TB resistance by using 581 HIV-positive Ugandans and Tanzanians enrolled in prospective cohort studies of TB; 267 of these individuals developed active TB, and 314 did not. A common variant, rs4921437 at 5q33.3, was significantly associated with TB (odds ratio = 0.37, p = 2.11 × 10(-8)). This variant lies within a genomic region that includes IL12B and is embedded in an H3K27Ac histone mark. The locus also displays consistent patterns of linkage disequilibrium across African populations and has signals of strong selection in populations from equatorial Africa. Along with prior studies demonstrating that therapy with IL-12 (the cytokine encoded in part by IL12B, associated with longer survival following MTB infection in mice deficient in CD4 T cells), our results suggest that this pathway might be an excellent target for the development of new modalities for treating TB, especially for HIV-positive individuals. Our results also indicate that studying extreme disease resistance in the face of extensive exposure can increase the power to detect associations in complex infectious disease.


Assuntos
Loci Gênicos , Predisposição Genética para Doença , Subunidade p40 da Interleucina-12/genética , Tuberculose/genética , Adolescente , Feminino , Frequência do Gene , Estudo de Associação Genômica Ampla , Infecções por HIV/microbiologia , Humanos , Subunidade p40 da Interleucina-12/metabolismo , Desequilíbrio de Ligação , Modelos Logísticos , Masculino , Mycobacterium tuberculosis , Estudos Prospectivos , Fatores de Risco , Tanzânia , Tuberculose/diagnóstico , Uganda
10.
J Antimicrob Chemother ; 74(10): 2994-3002, 2019 10 01.
Artigo em Inglês | MEDLINE | ID: mdl-31273386

RESUMO

BACKGROUND: Reduced ethambutol serum concentrations are commonly observed among TB patients co-infected with HIV and may lead to treatment failure. OBJECTIVES: To perform a population pharmacokinetic study of ethambutol in HIV/TB patients, and to evaluate an intensified ethambutol weight-based dosing strategy to support pharmacokinetic target attainment. METHODS: We conducted a prospective study of ethambutol pharmacokinetics among HIV/TB patients administered first-line TB treatment in Botswana, with study visits before and after initiation of ART. Clinical and disease status markers, including HIV-associated systemic immune activation and gut dysfunction biomarkers, were evaluated as covariates of ethambutol pharmacokinetic parameters in non-linear mixed effects analysis. Monte Carlo simulations were performed to compare pharmacokinetic target attainment under standard and intensified weight-based ethambutol dosing strategies. RESULTS: We studied 40 HIV/TB patients prior to initiation of ART, of whom 24 returned for a second visit a median of 33 days following ART initiation. Ethambutol serum concentrations were best explained by a two-compartment model with first-order elimination, with a significant improvement in oral bioavailability following ART initiation. In Monte Carlo simulations, a supplementary ethambutol dose of 400 mg daily led to >2-fold improvements in pharmacokinetic target attainment probabilities in lung tissue, both before and after ART initiation. CONCLUSIONS: Low serum ethambutol concentrations were commonly observed among HIV/TB patients in Botswana, and the oral bioavailability of ethambutol increased following ART initiation. Supplementary ethambutol dosing among HIV/TB patients may provide a strategy to optimize anti-TB treatment regimens in this high-risk population.


Assuntos
Antituberculosos/administração & dosagem , Antituberculosos/farmacocinética , Coinfecção/tratamento farmacológico , Etambutol/administração & dosagem , Etambutol/farmacocinética , Infecções por HIV/tratamento farmacológico , Tuberculose Pulmonar/tratamento farmacológico , Adulto , Disponibilidade Biológica , Botsuana , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Prospectivos
11.
J Infect Dis ; 218(12): 1974-1982, 2018 11 05.
Artigo em Inglês | MEDLINE | ID: mdl-30085153

RESUMO

Background: Heteroresistant Mycobacterium tuberculosis infections (defined as concomitant infection with drug-resistant and drug-susceptible strains) may explain the higher risk of poor tuberculosis treatment outcomes observed among patients with mixed-strain M. tuberculosis infections. We investigated the clinical effect of mixed-strain infections while controlling for pretreatment heteroresistance in a population-based sample of patients with tuberculosis starting first-line tuberculosis therapy in Botswana. Methods: We performed 24-locus mycobacterial interspersed repetitive unit-variable number tandem-repeat analysis and targeted deep sequencing on baseline primary cultured isolates to detect mixed infections and heteroresistance, respectively. Drug-sensitive, micro-heteroresistant, macro-heteroresistant, and fixed-resistant infections were defined as infections in which the frequency of resistance was <0.1%, 0.1%-4%, 5%-94%, and ≥95%, respectively, in resistance-conferring domains of the inhA promoter, the katG gene, and the rpoB gene. Results: Of the 260 patients with tuberculosis included in the study, 25 (9.6%) had mixed infections and 30 (11.5%) had poor treatment outcomes. Micro-heteroresistance, macro-heteroresistance, and fixed resistance were found among 11 (4.2%), 2 (0.8%), and 11 (4.2%), respectively, for isoniazid and 21 (8.1%), 0 (0%), and 10 (3.8%), respectively, for rifampicin. In multivariable analysis, mixed infections but not heteroresistant infections independently predicted poor treatment outcomes. Conclusions: Among patients starting first-line tuberculosis therapy in Botswana, mixed infections were associated with poor tuberculosis treatment outcomes, independent of heteroresistance.


Assuntos
Antituberculosos/uso terapêutico , Mycobacterium tuberculosis/efeitos dos fármacos , Tuberculose Resistente a Múltiplos Medicamentos/genética , Tuberculose Pulmonar/tratamento farmacológico , Adulto , Antituberculosos/administração & dosagem , Botsuana/epidemiologia , Feminino , Genótipo , Humanos , Masculino , Pessoa de Meia-Idade , Mycobacterium tuberculosis/classificação , Mycobacterium tuberculosis/genética , Tuberculose Resistente a Múltiplos Medicamentos/microbiologia , Tuberculose Pulmonar/epidemiologia , Tuberculose Pulmonar/microbiologia , Adulto Jovem
13.
Emerg Infect Dis ; 23(3): 487-490, 2017 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-27869604

RESUMO

During 2012-2015, 10 of 24 patients infected with matching genotypes of Mycobacterium tuberculosis received care at the same hospital in Gaborone, Botswana. Nosocomial transmission was initially suspected, but we discovered plausible sites of community transmission for 20 (95%) of 21 interviewed patients. Active case-finding at these sites could halt ongoing transmission.


Assuntos
Infecções Comunitárias Adquiridas/microbiologia , Infecções Comunitárias Adquiridas/transmissão , Mycobacterium tuberculosis/genética , Tuberculose/microbiologia , Tuberculose/transmissão , Adolescente , Adulto , Botsuana/epidemiologia , Análise por Conglomerados , Infecções Comunitárias Adquiridas/epidemiologia , Surtos de Doenças , Feminino , Genótipo , Humanos , Masculino , Pessoa de Meia-Idade , Epidemiologia Molecular , Mycobacterium tuberculosis/isolamento & purificação , Tuberculose/epidemiologia , Adulto Jovem
14.
J Antimicrob Chemother ; 72(7): 2020-2027, 2017 07 01.
Artigo em Inglês | MEDLINE | ID: mdl-28472448

RESUMO

Background: Rifampicin is the key drug responsible for sterilizing activities in the first-line TB treatment regimen. Damage to the gut during acute and chronic HIV infection may inhibit drug absorptive capacity. We sought to test the hypothesis that markers of intestinal damage, bacterial translocation and systemic immune activation would relate to rifampicin bioavailability among HIV/TB patients. Patients and methods: We conducted a prospective cohort study of rifampicin pharmacokinetics in HIV/TB patients in Gaborone, Botswana. We performed two intensively sampled pharmacokinetic visits, before and after ART initiation. Non-linear mixed-effects modelling was performed to determine whether variability in markers of gut damage, microbial translocation or systemic immune activation contributed to variability in rifampicin bioavailability before and after the initiation of ART. Results: We enrolled 40 HIV/TB patients in the first pharmacokinetic visit and 24 patients returned for the second pharmacokinetic visit after initiating ART. Low rifampicin exposure, as defined by the maximum serum concentration, was observed in 40% of patients prior to initiating ART and 46% of patients after initiating ART. In the non-linear mixed-effects model, we did not observe significant covariate effects of markers of gut damage, microbial translocation or immune activation on rifampicin bioavailability before and after ART initiation. Discussion: Markers of intestinal damage, microbial translocation and systemic immune activation did not explain variability in rifampicin bioavailability. The a priori identification of HIV/TB patients at risk for low rifampicin concentrations remains a challenge, supporting a role for therapeutic drug monitoring during HIV/TB therapy.


Assuntos
Antituberculosos/farmacocinética , Trato Gastrointestinal/fisiopatologia , Infecções por HIV/complicações , Rifampina/farmacocinética , Tuberculose Pulmonar/complicações , Tuberculose Pulmonar/tratamento farmacológico , Adulto , Fármacos Anti-HIV/efeitos adversos , Fármacos Anti-HIV/uso terapêutico , Antituberculosos/sangue , Antituberculosos/uso terapêutico , Translocação Bacteriana/efeitos dos fármacos , Disponibilidade Biológica , Biomarcadores/análise , Estudos de Coortes , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Prospectivos , Rifampina/sangue , Rifampina/uso terapêutico , Tuberculose Pulmonar/sangue , Tuberculose Pulmonar/microbiologia
15.
Br J Clin Pharmacol ; 83(4): 801-811, 2017 04.
Artigo em Inglês | MEDLINE | ID: mdl-27792837

RESUMO

AIMS: Immune activation, which is characteristic of both tuberculosis (TB) and human immunodeficiency virus (HIV) infection, is associated with impaired drug metabolism. We tested the hypothesis that elevated levels of systemic immune activation among adults with HIV/TB initiating antiretroviral therapy (ART) would be associated with impaired clearance of isoniazid. METHODS: We conducted a prospective observational study of isoniazid pharmacokinetics (PK) and systemic immune activation prior to and 1 month after ART initiation. Nonlinear mixed effects analysis was performed to measure the covariate effect of immune activation on isoniazid clearance in a model that also included N-acetyltransferase-2 (NAT-2) genotype and interoccasional variability on clearance (thereby analyzing the PK data before and after ART initiation in a single model). RESULTS: We enrolled 40 patients in the PK visit prior to ART, and 24 patients returned for the second visit a median of 33 days after initiating antiretroviral therapy. The isoniazid concentration data were best described by a two-compartment model with first-order elimination. After accounting for NAT-2 genotype, increasing levels of CD38 and HLA-DR expression on CD8+ T cells (CD38+ DR+ CD8+ ) were associated with decreasing isoniazid clearance. CONCLUSION: HIV/TB patients with high levels of immune activation demonstrated impaired isoniazid clearance. Future efforts should determine the role of this relationship in clinical hepatotoxicity events.


Assuntos
Antituberculosos/farmacocinética , Infecções por HIV/imunologia , Isoniazida/farmacocinética , Tuberculose/tratamento farmacológico , Adulto , Fármacos Anti-HIV/administração & dosagem , Fármacos Anti-HIV/uso terapêutico , Antituberculosos/administração & dosagem , Arilamina N-Acetiltransferase/genética , Feminino , Genótipo , Infecções por HIV/complicações , Infecções por HIV/tratamento farmacológico , Humanos , Isoniazida/administração & dosagem , Masculino , Modelos Biológicos , Dinâmica não Linear , Estudos Prospectivos , Tuberculose/complicações , Tuberculose/imunologia
16.
Antimicrob Agents Chemother ; 60(10): 5928-32, 2016 10.
Artigo em Inglês | MEDLINE | ID: mdl-27458224

RESUMO

Aminoglycosides such as amikacin continue to be part of the backbone of treatment of multidrug-resistant tuberculosis (MDR-TB). We measured amikacin concentrations in 28 MDR-TB patients in Botswana receiving amikacin therapy together with oral levofloxacin, ethionamide, cycloserine, and pyrazinamide and calculated areas under the concentration-time curves from 0 to 24 h (AUC0-24). The patients were followed monthly for sputum culture conversion based on liquid cultures. The median duration of amikacin therapy was 184 (range, 28 to 866) days, at a median dose of 17.30 (range 11.11 to 19.23) mg/kg. Only 11 (39%) patients had sputum culture conversion during treatment; the rest failed. We utilized classification and regression tree analyses (CART) to examine all potential predictors of failure, including clinical and demographic features, comorbidities, and amikacin peak concentrations (Cmax), AUC0-24, and trough concentrations. The primary node for failure had two competing variables, Cmax of <67 mg/liter and AUC0-24 of <568.30 mg · h/L; weight of >41 kg was a secondary node with a score of 35% relative to the primary node. The area under the receiver operating characteristic curve for the CART model was an R(2) = 0.90 on posttest. In patients weighing >41 kg, sputum conversion was 3/3 (100%) in those with an amikacin Cmax of ≥67 mg/liter versus 3/15 (20%) in those with a Cmax of <67 mg/liter (relative risk [RR] = 5.00; 95% confidence interval [CI], 1.82 to 13.76). In all patients who had both amikacin Cmax and AUC0-24 below the threshold, 7/7 (100%) failed, compared to 7/15 (47%) of those who had these parameters above threshold (RR = 2.14; 95% CI, 1.25 to 43.68). These amikacin dose-schedule patterns and exposures are virtually the same as those identified in the hollow-fiber system model.


Assuntos
Amicacina/uso terapêutico , Antituberculosos/uso terapêutico , Inteligência Artificial , Tuberculose Resistente a Múltiplos Medicamentos/tratamento farmacológico , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Amicacina/farmacocinética , Antituberculosos/farmacocinética , Botsuana , Feminino , Humanos , Masculino , Testes de Sensibilidade Microbiana , Pessoa de Meia-Idade , Modelos Teóricos , Mycobacterium tuberculosis/efeitos dos fármacos , Análise de Regressão , Resultado do Tratamento , Tuberculose Pulmonar/tratamento farmacológico , Tuberculose Pulmonar/microbiologia , Adulto Jovem
17.
Sensors (Basel) ; 16(4): 466, 2016 Apr 01.
Artigo em Inglês | MEDLINE | ID: mdl-27043577

RESUMO

The association between volatile compounds (VCs) and microorganisms, as demonstrated by several studies, may offer the ground for a rapid identification of pathogens. To this regard, chemical sensors are a key enabling technology for the exploitation of this opportunity. In this study, we investigated the performance of an array of porphyrin-coated quartz microbalance gas sensors in the identification of a panel of 12 bacteria and fungi. The porphyrins were metal complexes and the free base of a functionalized tetraphenylporphyrin. Our results show that the sensor array distinguishes the VC patterns produced by microorganisms in vitro. Besides being individually identified, bacteria are also sorted into Gram-positive and Gram-negative.


Assuntos
Bactérias/isolamento & purificação , Técnicas Biossensoriais/métodos , Gases/isolamento & purificação , Compostos Orgânicos Voláteis/isolamento & purificação , Bactérias/classificação , Fungos/classificação , Fungos/isolamento & purificação , Gases/química , Porfirinas/química , Técnicas de Microbalança de Cristal de Quartzo/métodos , Compostos Orgânicos Voláteis/química
18.
J Infect Dis ; 211(3): 347-51, 2015 Feb 01.
Artigo em Inglês | MEDLINE | ID: mdl-25070941

RESUMO

We examined factors associated with mixed-strain Mycobacterium tuberculosis infections among patients at high risk for drug-resistant tuberculosis in Botswana. Thirty-seven (10.0%) of 370 patients with tuberculosis had mixed M. tuberculosis infections, based on 24-locus mycobacterial interspersed repetitive unit-variable number of tandem repeats genotyping. In log-binomial regression analysis, age <37 years (adjusted prevalence ratio [PR], 1.92; 95% confidence interval [CI], 1.01-3.57) and prior tuberculosis treatment (adjusted PR, 2.31; 95% CI, 1.09-4.89) were associated with mixed M. tuberculosis infections. Among human immunodeficiency virus-infected patients, prior tuberculosis treatment (adjusted PR, 2.11; 95% CI, 1.04-4.31) and CD4(+) T-cell count of <100 cells/µl (adjusted PR, 10.18; 95% CI, 2.48-41.71) were associated with mixed M. tuberculosis infections. Clinical suspicion of mixed M. tuberculosis infections should be high for patients with advanced immunosuppression and a prior history of tuberculosis treatment.


Assuntos
Coinfecção/epidemiologia , Coinfecção/imunologia , Tolerância Imunológica/imunologia , Mycobacterium tuberculosis/imunologia , Tuberculose Resistente a Múltiplos Medicamentos/epidemiologia , Tuberculose Resistente a Múltiplos Medicamentos/imunologia , Adulto , Botsuana/epidemiologia , Linfócitos T CD4-Positivos/imunologia , Feminino , Genótipo , Humanos , Masculino , Mycobacterium tuberculosis/genética , Prevalência , Estudos Retrospectivos , Risco
20.
Antimicrob Agents Chemother ; 59(10): 6337-43, 2015 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-26248372

RESUMO

Aminoglycosides, such as amikacin, are used to treat multidrug-resistant tuberculosis. However, ototoxicity is a common problem and is monitored using peak and trough amikacin concentrations based on World Health Organization recommendations. Our objective was to identify clinical factors predictive of ototoxicity using an agnostic machine learning method. We used classification and regression tree (CART) analyses to identify clinical factors, including amikacin concentration thresholds that predicted audiometry-confirmed ototoxicity among 28 multidrug-resistant pulmonary tuberculosis patients in Botswana. Amikacin concentrations were measured for all patients. The quantitative relationship between predictive factors and the probability of ototoxicity were then identified using probit analyses. The primary predictors of ototoxicity on CART analyses were cumulative days of therapy, followed by cumulative area under the concentration-time curve (AUC), which improved on the primary predictor by 87%. The area under the receiver operating curve was 0.97 on the test set. Peak and trough were not predictors in any tree. When algorithms were forced to pick peak and trough as primary predictors, the area under the receiver operating curve fell to 0.46. Probit analysis revealed that the probability of ototoxicity increased sharply starting after 6 months of therapy to near maximum at 9 months. A 10% probability of ototoxicity occurred with a threshold cumulative AUC of 87,232 days · mg · h/liter, while that of 20% occurred at 120,000 days · mg · h/liter. Thus, cumulative amikacin AUC and duration of therapy, and not peak and trough concentrations, should be used as the primary decision-making parameters to minimize the likelihood of ototoxicity in multidrug-resistant tuberculosis.


Assuntos
Amicacina/farmacocinética , Antituberculosos/farmacocinética , Perda Auditiva Neurossensorial/diagnóstico , Tuberculose Resistente a Múltiplos Medicamentos/tratamento farmacológico , Adulto , Amicacina/efeitos adversos , Antituberculosos/efeitos adversos , Área Sob a Curva , Audiometria , Tomada de Decisão Clínica , Feminino , Perda Auditiva Neurossensorial/induzido quimicamente , Perda Auditiva Neurossensorial/fisiopatologia , Humanos , Aprendizado de Máquina , Masculino , Pessoa de Meia-Idade , Probabilidade , Curva ROC , Tuberculose Resistente a Múltiplos Medicamentos/microbiologia
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