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1.
Nat Commun ; 13(1): 1675, 2022 03 30.
Article in English | MEDLINE | ID: mdl-35354815

ABSTRACT

The epidemiology of infectious causes of meningitis in sub-Saharan Africa is not well understood, and a common cause of meningitis in this region, Mycobacterium tuberculosis (TB), is notoriously hard to diagnose. Here we show that integrating cerebrospinal fluid (CSF) metagenomic next-generation sequencing (mNGS) with a host gene expression-based machine learning classifier (MLC) enhances diagnostic accuracy for TB meningitis (TBM) and its mimics. 368 HIV-infected Ugandan adults with subacute meningitis were prospectively enrolled. Total RNA and DNA CSF mNGS libraries were sequenced to identify meningitis pathogens. In parallel, a CSF host transcriptomic MLC to distinguish between TBM and other infections was trained and then evaluated in a blinded fashion on an independent dataset. mNGS identifies an array of infectious TBM mimics (and co-infections), including emerging, treatable, and vaccine-preventable pathogens including Wesselsbron virus, Toxoplasma gondii, Streptococcus pneumoniae, Nocardia brasiliensis, measles virus and cytomegalovirus. By leveraging the specificity of mNGS and the sensitivity of an MLC created from CSF host transcriptomes, the combined assay has high sensitivity (88.9%) and specificity (86.7%) for the detection of TBM and its many mimics. Furthermore, we achieve comparable combined assay performance at sequencing depths more amenable to performing diagnostic mNGS in low resource settings.


Subject(s)
Meningitis , Mycobacterium tuberculosis , Tuberculosis, Meningeal , Central Nervous System , Humans , Meningitis/microbiology , Metagenomics , Mycobacterium tuberculosis/genetics , Tuberculosis, Meningeal/cerebrospinal fluid , Tuberculosis, Meningeal/diagnosis , Tuberculosis, Meningeal/genetics
2.
AIDS Behav ; 24(6): 1752-1764, 2020 Jun.
Article in English | MEDLINE | ID: mdl-31720956

ABSTRACT

Despite the substantial burden of HIV in Africa, and the knowledge that depression causes worse HIV outcomes, the burden of depression in people living with HIV in Africa is unknown. We searched Pubmed and four other databases using key terms: depression, Africa, HIV, and prevalence from 2008 to 2018. We summarized depression prevalence by country. We estimated the burden of depression using our prevalence data and 2018 UNAIDS HIV estimates. Our search yielded 70 articles across 16 African countries. The overall prevalence of major depression in those HIV-infected using a diagnostic interview was 15.3% (95% CI 12.5-17.1%). We estimate that 3.63 million (99.7% CI 3.15-4.19 million) individuals with HIV in Sub-Saharan Africa have major depression and provide country-level estimates. We estimate that 1.57 million (99.7% CI 1.37-1.82 million) DALYs are lost among people with depression and HIV in Sub-Saharan Africa. There is a significant burden of depression in Africans with HIV. Further work to screen for and treat depression in Sub-Saharan Africa is needed to improve HIV outcomes and achieve the 90-90-90 UNAIDS goals.


Subject(s)
Cost of Illness , Depression/epidemiology , Depressive Disorder/psychology , HIV Infections/complications , Outpatients/statistics & numerical data , Quality of Life , Adult , Africa South of the Sahara/epidemiology , Anti-HIV Agents/therapeutic use , Depression/etiology , Depression/psychology , Depressive Disorder/epidemiology , HIV Infections/drug therapy , HIV Infections/epidemiology , HIV Infections/psychology , Humans , Prevalence , Sickness Impact Profile
5.
Int J Tuberc Lung Dis ; 21(10): 1139-1144, 2017 10 01.
Article in English | MEDLINE | ID: mdl-28911358

ABSTRACT

SETTING: Timely diagnosis of tuberculous meningitis (TBM) in patients with human immunodeficiency virus (HIV) infection remains a challenge. Despite the current scale-up of the Xpert® MTB/RIF assay, other molecular diagnostic tools are necessary, particularly in referral centres in low- and middle-income countries without Xpert testing. OBJECTIVE: To determine the diagnostic performance of nested real-time polymerase chain reaction (nRT-PCR) in HIV-infected TBM patients categorised according to standardised clinical case definitions. DESIGN: Based on clinical, laboratory and imaging data, HIV-infected patients with suspected TBM were prospectively categorised as 'definite TBM', 'probable TBM', 'possible TBM' or 'not TBM'. We evaluated nRT-PCR sensitivity and specificity in diagnosing TBM among definite TBM cases, and among definite + probable TBM cases. RESULTS: Ninety-two participants were enrolled in the study. nRT-PCR sensitivity for definite TBM (n = 8) was 100% (95%CI 67-100) and 86% (95%CI 60-96) for both definite and probable TBM (n = 6). Assuming that 'not TBM' patients (n = 74) were true-negatives, nRT-PCR specificity was 100% (95%CI 95-100). The possible TBM group (n = 4) had no nRT-PCR positives. CONCLUSIONS: The nRT-PCR is a useful rule-in test for HIV-infected patients with TBM according to international consensus case definitions. As nRT-PCR cannot exclude TBM, studies comparing and combining nRT-PCR with other assays are necessary for a rule-out test.


Subject(s)
HIV Infections/epidemiology , Real-Time Polymerase Chain Reaction/methods , Tuberculosis, Meningeal/diagnosis , Adult , Female , Humans , Male , Middle Aged , Prospective Studies , Sensitivity and Specificity
6.
S Afr Med J ; 107(2): 156-159, 2017 Jan 30.
Article in English | MEDLINE | ID: mdl-28220745

ABSTRACT

BACKGROUND: Tuberculous and cryptococcal meningitis (TBM and CM) are the most common causes of opportunistic meningitis in HIVinfected patients from resource-limited settings, and the differential diagnosis is challenging. OBJECTIVE: To compare clinical and basic cerebrospinal fluid (CSF) characteristics between TBM and CM in HIV-infected patients. METHODS: A retrospective analysis was conducted of clinical, radiological and laboratory records of 108 and 98 HIV-infected patients with culture-proven diagnosis of TBM and CM, respectively. The patients were admitted at a tertiary centre in São Paulo, Brazil. A logistic regression model was used to distinguish TBM from CM and derive a diagnostic index based on the adjusted odds ratio (OR) to differentiate these two diseases. RESULTS: In multivariate analysis, TBM was independently associated with: CSF with neutrophil predominance (odds ratio (OR) 35.81, 95% confidence interval (CI) 3.80 - 341.30, p=0.002), CSF pleocytosis (OR 9.43, 95% CI 1.30 - 68.70, p=0.027), CSF protein >1.0 g/L (OR 5.13, 95% CI 1.38 - 19.04, p=0.032) and Glasgow Coma Scale <15 (OR 3.10, 95% CI 1.03 - 9.34, p=0.044). Nausea and vomiting (OR 0.27, 95% CI 0.08 - 0.90, p=0.033) were associated with CM. Algorithm-related area under the receiver operating characteristics curve was 0.815 (95% CI 0.758 - 0.873, p<0.0001), but an accurate cut-off was not derived. CONCLUSION: Although some clinical and basic CSF characteristics appear useful in the differential diagnosis of TBM and CM in HIVinfected patients, an accurate algorithm was not identified. Optimised access to rapid, sensitive and specific laboratory tests is essential.

7.
S. afr. med. j ; 107(2): 156-159, Jan. 2017. ilus, tab
Article in English | Sec. Est. Saúde SP, SESSP-IIERPROD, Sec. Est. Saúde SP | ID: biblio-1022298

ABSTRACT

BACKGROUND: Tuberculous and cryptococcal meningitis (TBM and CM) are the most common causes of opportunistic meningitis in HIVinfected patients from resource-limited settings, and the differential diagnosis is challenging. OBJECTIVE: To compare clinical and basic cerebrospinal fluid (CSF) characteristics between TBM and CM in HIV-infected patients. METHODS: A retrospective analysis was conducted of clinical, radiological and laboratory records of 108 and 98 HIV-infected patients with culture-proven diagnosis of TBM and CM, respectively. The patients were admitted at a tertiary centre in São Paulo, Brazil. A logistic regression model was used to distinguish TBM from CM and derive a diagnostic index based on the adjusted odds ratio (OR) to differentiate these two diseases. RESULTS: In multivariate analysis, TBM was independently associated with: CSF with neutrophil predominance (odds ratio (OR) 35.81, 95% confidence interval (CI) 3.80 - 341.30, p=0.002), CSF pleocytosis (OR 9.43, 95% CI 1.30 - 68.70, p=0.027), CSF protein >1.0 g/L (OR 5.13, 95% CI 1.38 - 19.04, p=0.032) and Glasgow Coma Scale <15 (OR 3.10, 95% CI 1.03 - 9.34, p=0.044). Nausea and vomiting (OR 0.27, 95% CI 0.08 - 0.90, p=0.033) were associated with CM. Algorithm-related area under the receiver operating characteristics curve was 0.815 (95% CI 0.758 - 0.873, p<0.0001), but an accurate cut-off was not derived. CONCLUSION: Although some clinical and basic CSF characteristics appear useful in the differential diagnosis of TBM and CM in HIVinfected patients, an accurate algorithm was not identified. Optimised access to rapid, sensitive and specific laboratory tests is essential


Subject(s)
Humans , Tuberculosis, Meningeal/diagnosis , HIV Infections , Cerebrospinal Fluid , Meningitis, Cryptococcal/diagnosis
8.
HIV Med ; 18(1): 13-20, 2017 01.
Article in English | MEDLINE | ID: mdl-27126930

ABSTRACT

OBJECTIVES: Anaemia represents a common toxicity with amphotericin B-based induction therapy in HIV-infected persons with cryptococcal meningitis. We sought to examine the impact of amphotericin-related anaemia on survival. METHODS: We used data from Ugandan and South African trial participants to characterize the variation of haemoglobin concentrations from diagnosis to 12 weeks post-diagnosis. Anaemia severity was classified based on the haemoglobin concentration at cryptococcal meningitis diagnosis, and nadir haemoglobin values during amphotericin induction. Cox proportional hazard models were used to estimate 2- and 10-week mortality risk. We also estimated 10-week mortality risk among participants with nadir haemoglobin < 8.5 g/dL during amphotericin induction and who survived ≥ 2 weeks post-enrolment. RESULTS: The median haemoglobin concentration at meningitis diagnosis was 11.5 g/dL [interquartile range (IQR) 9.7-13 g/dL; n = 311] with a mean decline of 4.2 g/dL [95% confidence interval (CI) -4.6 to -3.8; P < 0.001; n = 148] from diagnosis to nadir value among participants with baseline haemoglobin ≥ 8.5 g/dL. The median haemoglobin concentration was 8.1 g/dL (IQR 6.5-9.5 g/dL) at 2 weeks, increasing to 9.4 g/dL (IQR 8.2-10.9 g/dL) by 4 weeks and continuing to increase to 12 weeks. Among participants with haemoglobin < 8.5 g/dL at diagnosis, mortality risk was elevated at 2 weeks [hazard ratio (HR) 2.7; 95% CI 1.5-4.9; P < 0.01] and 10 weeks (HR 1.8; 95% CI 1.1-2.2; P = 0.03), relative to those with haemoglobin ≥ 8.5 g/dL. New-onset anaemia occurring with amphotericin therapy did not have a statistically significant association with 10-week mortality (HR 2.0; 95% CI 0.5-9.1; P = 0.4). CONCLUSIONS: Amphotericin induced significant haemoglobin declines, which were mostly transient and did not impact 10-week mortality. Individuals with moderate to life-threatening anaemia at baseline had a higher mortality risk at 2 and 10 weeks post-enrolment.


Subject(s)
Amphotericin B/therapeutic use , Anemia/pathology , Antifungal Agents/therapeutic use , Hemoglobins/analysis , Meningitis, Cryptococcal/complications , Meningitis, Cryptococcal/drug therapy , Adolescent , Adult , Female , Humans , Male , Middle Aged , South Africa , Survival Analysis , Treatment Outcome , Uganda , Young Adult
9.
Int J Tuberc Lung Dis ; 19(10): 1209-15, 2015 Oct.
Article in English | MEDLINE | ID: mdl-26459535

ABSTRACT

BACKGROUND: TB meningitis (TBM) diagnosis is difficult and novel diagnostic methods are needed. The World Health Organization recommends Xpert(®) MTB/RIF as the initial TBM diagnostic test based on two studies reporting suboptimal sensitivity (~50-60%). OBJECTIVE: To study the effect of cerebrospinal fluid (CSF) centrifugation on Xpert performance for TBM detection. DESIGN: A total of 107 predominantly human immunodeficiency virus (HIV) infected adults with presumed meningitis were screened prospectively in Kampala, Uganda. CSF was tested using 1) microscopy for acid-fast bacilli; 2) MGIT™ culture; 3) Xpert of 2 ml of unprocessed CSF; and 4) Xpert of centrifuged CSF. Diagnostic performance was measured against an a priori composite reference standard of any positive CSF tuberculosis test. RESULTS: Of 107 participants, 18 (17%) had definite TBM. When CSF was centrifuged, Xpert had better sensitivity (13/18, 72%) than when using 2 ml of unprocessed CSF (5/18, 28%; P = 0.008). The median centrifuged CSF volume was 6 ml (IQR 4-10). Mycobacterial culture yielded 71% (12/17) sensitivity at a median delay of 27 days. Only 39% were positive by both culture and centrifuged Xpert, with additional cases detected by Xpert and culture. CONCLUSIONS: CSF centrifugation optimizes the diagnostic performance of Xpert in the detection of TBM. A combination of culture and Xpert detected the largest number of cases.


Subject(s)
HIV Infections/epidemiology , Molecular Diagnostic Techniques/methods , Tuberculosis, Meningeal/diagnosis , Adult , Centrifugation/methods , Cohort Studies , Female , Humans , Male , Microscopy/methods , Middle Aged , Prospective Studies , Sensitivity and Specificity , Tuberculosis, Meningeal/cerebrospinal fluid , Tuberculosis, Meningeal/microbiology , Uganda/epidemiology
10.
Int J Tuberc Lung Dis ; 15(8): 1082-6, 2011 Aug.
Article in English | MEDLINE | ID: mdl-21740672

ABSTRACT

OBJECTIVE: To identify the incidence of tuberculosis (TB) in human immunodeficiency virus (HIV) infected children in a resource-limited setting before and after initiation of antiretroviral therapy (ART), and to assess the impact of TB screening by tuberculin skin testing and clinical history. METHODS: A retrospective cohort study of 1806 HIV-infected children and adolescents (age <18 years) initiating ART from 2003 to 1 July 2006 in Kampala, Uganda. A TB screening program was instituted clinic-wide in January 2006. RESULTS: Of 311 (17.2%) HIV-infected children, 171 had been diagnosed with TB before and 140 after ART initiation. During the first 100 days of ART, risk of a new TB diagnosis was 2.7-fold higher compared to the pre-ART period (RR 2.7, 95%CI 2.1-3.5, P < 0.001). After 100 days of ART, the TB incidence rate decreased to below pre-ART levels (RR 0.41, 95%CI 0.30-0.54, P = 0.002). After TB screening was instituted in 2006, the proportion of new TB cases diagnosed after starting ART decreased by 70% (95%CI 51-82, P < 0.001), abating the early excess risk. CONCLUSIONS: TB is common among African children and adolescents initiating ART in sub-Saharan Africa. More aggressive screening for active TB before starting ART can diminish the rate of TB during immune reconstitution. Future studies are needed to determine optimal screening practices for HIV-infected children.


Subject(s)
Anti-Retroviral Agents/therapeutic use , HIV Infections/drug therapy , Tuberculosis/epidemiology , Adolescent , Antiretroviral Therapy, Highly Active , Antitubercular Agents/therapeutic use , Child , Child, Preschool , Female , HIV Infections/diagnosis , HIV Infections/epidemiology , Humans , Incidence , Infant , Male , Mass Screening/methods , Predictive Value of Tests , Prognosis , Proportional Hazards Models , Retrospective Studies , Risk Assessment , Risk Factors , Time Factors , Tuberculin Test , Tuberculosis/diagnosis , Tuberculosis/drug therapy , Uganda/epidemiology
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