15 research outputs found
A novel deep learning-based point-of-care diagnostic method for detecting Plasmodium falciparum with fluorescence digital microscopy
Background Malaria remains a major global health problem with a need for improved field-usable diagnostic tests. We have developed a portable, low-cost digital microscope scanner, capable of both brightfield and fluorescence imaging. Here, we used the instrument to digitize blood smears, and applied deep learning (DL) algorithms to detect Plasmodium falciparum parasites. Methods Thin blood smears (n = 125) were collected from patients with microscopy-confirmed P. falciparum infections in rural Tanzania, prior to and after initiation of artemisinin-based combination therapy. The samples were stained using the 4′,6-diamidino-2-phenylindole fluorogen and digitized using the prototype microscope scanner. Two DL algorithms were trained to detect malaria parasites in the samples, and results compared to the visual assessment of both the digitized samples, and the Giemsa-stained thick smears. Results Detection of P. falciparum parasites in the digitized thin blood smears was possible both by visual assessment and by DL-based analysis with a strong correlation in results (r = 0.99, p <0.01). A moderately strong correlation was observed between the DL-based thin smear analysis and the visual thick smear-analysis (r = 0.74, p <0.01). Low levels of parasites were detected by DL-based analysis on day three following treatment initiation, but a small number of fluorescent signals were detected also in microscopy-negative samples. Conclusion Quantification of P. falciparum parasites in DAPI-stained thin smears is feasible using DL-supported, point-of-care digital microscopy, with a high correlation to visual assessment of samples. Fluorescent signals from artefacts in samples with low infection levels represented the main challenge for the digital analysis, thus highlighting the importance of minimizing sample contaminations. The proposed method could support malaria diagnostics and monitoring of treatment response through automated quantification of parasitaemia and is likely to be applicable also for diagnostics of other Plasmodium species and other infectious diseases.Peer reviewe
Low Complexity of Infection Is Associated With Molecular Persistence of Plasmodium falciparum in Kenya and Tanzania
Background Plasmodium falciparum resistance to artemisinin-based combination therapies (ACTs) is a threat to malaria elimination. ACT-resistance in Asia raises concerns for emergence of resistance in Africa. While most data show high efficacy of ACT regimens in Africa, there have been reports describing declining efficacy, as measured by both clinical failure and prolonged parasite clearance times. Methods Three hundred children aged 2–10 years with uncomplicated P. falciparum infection were enrolled in Kenya and Tanzania after receiving treatment with artemether-lumefantrine. Blood samples were taken at 0, 24, 48, and 72 h, and weekly thereafter until 28 days post-treatment. Parasite and host genetics were assessed, as well as clinical, behavioral, and environmental characteristics, and host anti-malarial serologic response. Results While there was a broad range of clearance rates at both sites, 85% and 96% of Kenyan and Tanzanian samples, respectively, were qPCR-positive but microscopy-negative at 72 h post-treatment. A greater complexity of infection (COI) was negatively associated with qPCR-detectable parasitemia at 72 h (OR: 0.70, 95% CI: 0.53–0.94), and a greater baseline parasitemia was marginally associated with qPCR-detectable parasitemia (1,000 parasites/uL change, OR: 1.02, 95% CI: 1.01–1.03). Demographic, serological, and host genotyping characteristics showed no association with qPCR-detectable parasitemia at 72 h. Parasite haplotype-specific clearance slopes were grouped around the mean with no association detected between specific haplotypes and slower clearance rates. Conclusions Identifying risk factors for slow clearing P. falciparum infections, such as COI, are essential for ongoing surveillance of ACT treatment failure in Kenya, Tanzania, and more broadly in sub-Saharan Africa
New strategies and tools for Plasmodium falciparum case management and surveillance in the era of imminent resistance to artemisinin-based combination therapy in Tanzania.
Artemether-lumefantrine has been an efficacious first line treatment for uncomplicated Plasmodium falciparum malaria in Tanzania since its introduction in 2006. Interest has developed in understanding the observation of high residual PCR determined positivity rates on day 3 after supervised artemether-lumefantrine treatment in the magnitude of almost 30% in previous assessments from 2015 in Bagamoyo district, Tanzania. Deep sequencing has recently been used to study these Bagamoyo parasites with delayed clearance, and the clearance times by PCR of some P. falciparum sub-populations were similar to artemisinin resistant parasites in Myanmar as assessed by microscopy, albeit lacking the described mutations in the Kelch13 propeller gene associated with artemisinin resistance. Moreover, molecular epidemiological studies from Bagamoyo, have shown temporal selection of lumefantrine associated genetic tolerance/resistance markers (pfmdr1 - N86, 184F, D1246 and pfcrt - K76) in the parasite population following wide scale use of artemether-lumefantrine but without signs of compromised treatment efficacy. On the other hand, traditional epidemiological studies have reported that imported malaria cases in Zanzibar from Tanzania mainland contribute to regressing the malaria elimination efforts in this pre-elimination part of the country. This PhD project explored efficacy and safety of extending the artemether-lumefantrine regimen from standard 3 days to 6 days and adding single low dose primaquine (0.25mg/kg) as a new strategy that can be used in order to protect the therapeutic lifespan of artemether-lumefantrine. Also, whole-genome sequencing was used to study genomic epidemiology of P. falciparum population between Tanzania mainland and Zanzibar. The results revealed that extended artemether-lumefantrine treatment did not have superior efficacy in the current context of artemether-lumefantrine sensitive P. falciparum parasites. However, the safety profile was excellent and similar to standard 3 days treatment. Parasite detection by molecular methods was 84% on day 3 after artemether-lumefantrine treatment. Meanwhile, significant decreases in the effective population sizes were inferred in both Tanzania mainland and Zanzibar parasite populations, that coincide with a period of decreasing malaria transmission in Tanzania. The parasite population from Tanzania mainland and Zanzibar were found to be connected, implying importation of cases from high transmission mainland to pre elimination regions of Zanzibar. Utility of these results is during exploring options of alternative artemisinin-based combination therapy regimens to protect their therapeutic efficacy in an era of imminent artemisinin resistance in sub Saharan Africa. Moreover, the genomic epidemiological findings in this project may be of interest for malaria elimination programs, in the incorporation of molecular tools in future malaria elimination strategies and resistance surveillance, in the context of understanding importation of malaria from high to low transmission regions
New strategies and tools for Plasmodium falciparum case management and surveillance in the era of imminent resistance to artemisinin-based combination therapy in Tanzania.
Artemether-lumefantrine has been an efficacious first line treatment for uncomplicated Plasmodium falciparum malaria in Tanzania since its introduction in 2006. Interest has developed in understanding the observation of high residual PCR determined positivity rates on day 3 after supervised artemether-lumefantrine treatment in the magnitude of almost 30% in previous assessments from 2015 in Bagamoyo district, Tanzania. Deep sequencing has recently been used to study these Bagamoyo parasites with delayed clearance, and the clearance times by PCR of some P. falciparum sub-populations were similar to artemisinin resistant parasites in Myanmar as assessed by microscopy, albeit lacking the described mutations in the Kelch13 propeller gene associated with artemisinin resistance. Moreover, molecular epidemiological studies from Bagamoyo, have shown temporal selection of lumefantrine associated genetic tolerance/resistance markers (pfmdr1 - N86, 184F, D1246 and pfcrt - K76) in the parasite population following wide scale use of artemether-lumefantrine but without signs of compromised treatment efficacy. On the other hand, traditional epidemiological studies have reported that imported malaria cases in Zanzibar from Tanzania mainland contribute to regressing the malaria elimination efforts in this pre-elimination part of the country. This PhD project explored efficacy and safety of extending the artemether-lumefantrine regimen from standard 3 days to 6 days and adding single low dose primaquine (0.25mg/kg) as a new strategy that can be used in order to protect the therapeutic lifespan of artemether-lumefantrine. Also, whole-genome sequencing was used to study genomic epidemiology of P. falciparum population between Tanzania mainland and Zanzibar. The results revealed that extended artemether-lumefantrine treatment did not have superior efficacy in the current context of artemether-lumefantrine sensitive P. falciparum parasites. However, the safety profile was excellent and similar to standard 3 days treatment. Parasite detection by molecular methods was 84% on day 3 after artemether-lumefantrine treatment. Meanwhile, significant decreases in the effective population sizes were inferred in both Tanzania mainland and Zanzibar parasite populations, that coincide with a period of decreasing malaria transmission in Tanzania. The parasite population from Tanzania mainland and Zanzibar were found to be connected, implying importation of cases from high transmission mainland to pre elimination regions of Zanzibar. Utility of these results is during exploring options of alternative artemisinin-based combination therapy regimens to protect their therapeutic efficacy in an era of imminent artemisinin resistance in sub Saharan Africa. Moreover, the genomic epidemiological findings in this project may be of interest for malaria elimination programs, in the incorporation of molecular tools in future malaria elimination strategies and resistance surveillance, in the context of understanding importation of malaria from high to low transmission regions
Electrocardiographic safety evaluation of extended artemether-lumefantrine treatment in patients with uncomplicated Plasmodium falciparum malaria in Bagamoyo District, Tanzania
Background Extended artemisinin-based combination therapy (ACT) for treatment of uncomplicated Plasmodium falciparum malaria with already existing drug regimens, such as artemether-lumefantrine, might be effective in tackling the emerging ACT resistance. However, given the history of cardiotoxicity among anti-malarial drugs structurally similar to lumefantrine, the potential effect of extended artemether-lumefantrine treatment on the electrocardiographic (ECG) QTc interval is of high concern. Methods Male and non-pregnant females aged 1–65 years, diagnosed with uncomplicated P. falciparum malaria in Bagamoyo district, Tanzania, were randomized into two arms. The intervention arm received an extended, i.e. 6-day, course of artemether-lumefantrine and an additional single low-dose primaquine (0.25 mg/kg) administered together with the last artemether-lumefantrine dose. The control arm received the standard weight-based 3-day course. ECGs were performed at day 0 and 4–5 h after the last dose at day 5. QT intervals were read manually using the tangent method and automatically. Bazett’s (QTcB) and Fridericia’s (QTcF) formulae were used for correction for heart rate. Descriptive statistics were used to calculate baseline characteristics and the number of supra-thresholds QTc intervals (QTc prolongation > 500, change in QTc interval (ΔQTc) > 60 ms). The mean change in QTc interval in and between the two arms was compared using the paired t-test and independent samples t-test, respectively. Results A total of 195 patients were enrolled, 103 and 92 in the intervention and control arm, respectively. No patient experienced QTc intervals > 500 ms on day 5 by both formulae. Patients with ΔQTc > 60 ms, for QTcF were 6/103 (5.8%) vs 2/92 (2.2%) and for QTcB 2/103 (1.9%) vs 1/92 (1.1%) in the intervention and control arms, respectively. The mean difference in ΔQTc interval was statistically significant between the two arms with both correction formulae, 11.4 ms (95% CI 2.7–20.0, p = 0.010) and 13.4 ms (95% CI 5.3–21.5, p = 0.001), for QTcB and QTcF, respectively. Conclusion The extended 6-day course of artemether-lumefantrine did not reveal clinically relevant QTc prolonging effects. However, significant QTcF prolongation and presence of patients with supra-threshold QTc values observed in the intervention arm underscore the importance of further monitoring of QTc parameters in extended artemether-lumefantrine treatment
Prevalence and factors associated with ongoing transmission of Schistosoma haematobium after 12 rounds of Praziquantel Mass Drug Administration among school age children in Southern Tanzania
Background: World Health Organization (WHO) recommends periodic praziquantel Mass Drug Administration (MDA) to vulnerable populations, especially school-aged children, to reduce the risk of transmission. In the S. haematobium endemic Lindi region, on the southeastern coast of Tanzania, praziquantel has been distributed for more than a decade (12 rounds) in schools. However, there is a paucity of data on the current burden and factors perpetuating ongoing urogenital schistosomiasis among SAC. The study investigated the prevalence and factors associated with the ongoing transmission of S. haematobium among school-age children (SAC) after 12 rounds of praziquantel in Nachingwea, Southern Tanzania. Material and methods: A quantitative cross-sectional study was conducted between May and June 2022 among 483 SAC in the Nachingwea district. Macrohematuria, microhaematuria, and S. haematobium eggs were assessed in the collected urine sample for each participant, using macroscopic observation, urine dipstick, and urine filtration techniques, respectively. Infection intensity was quantified for positive S. haematobium urine samples. Knowledge and attitudes towards schistosomiasis were assessed among participants through an interview-administered questionnaire, and water contact practices were registered through an observation checklist. Data were summarized using descriptive statistics, the Chi-square test, and logistic regression. Results: The prevalence of S. haematobium infection was 10.6%, with 0.6% (3/51) prevalence of heavy infection. The factors associated with S. haematobium persistence transmission were a habit of visiting the water bodies (AOR = 1.62, 95% CI: 0.40–1.96), swimming in the visited water bodies (AOR = 4.58, 95% CI: 1.72–12.19), using water from the river source (AOR = 3.79, 95% CI: 1.51–9.51) and attending Mkumba Primary School (17.4%; AOR = 6.12, 95% CI: 1.64–22.85). Conclusions: Findings suggest ongoing transmission of urogenital schistosomiasis in the Nachingwea District despite 12 rounds of praziquantel treatment, with a low prevalence of heavy infection (0.6%). Praziquantel distribution should be complemented with health education, especially on the cause and transmission of urogenital schistosomiasis to increase knowledge that will improve a good attitude towards schistosomiasis prevention. An adequate water supply is to be considered to reduce infections due to the visit to water sources for daily use
Methamphetamine induces transcriptional changes in cultured HIV-infected mature monocytes that may contribute to HIV neuropathogenesis
HIV-associated neurocognitive impairment (HIV-NCI) persists in 15-40% of people with HIV (PWH) despite effective antiretroviral therapy. HIV-NCI significantly impacts quality of life, and there is currently no effective treatment for it. The development of HIV-NCI is complex and is mediated, in part, by the entry of HIV-infected mature monocytes into the central nervous system (CNS). Once in the CNS, these cells release inflammatory mediators that lead to neuroinflammation, and subsequent neuronal damage. Infected monocytes may infect other CNS cells as well as differentiate into macrophages, thus contributing to viral reservoirs and chronic neuroinflammation. Substance use disorders in PWH, including the use of methamphetamine (meth), can exacerbate HIV neuropathogenesis. We characterized the effects of meth on the transcriptional profile of HIV-infected mature monocytes using RNA-sequencing. We found that meth mediated an upregulation of gene transcripts related to viral infection, cell adhesion, cytoskeletal arrangement, and extracellular matrix remodeling. We also identified downregulation of several gene transcripts involved in pathogen recognition, antigen presentation, and oxidative phosphorylation pathways. These transcriptomic changes suggest that meth increases the infiltration of mature monocytes that have a migratory phenotype into the CNS, contributing to dysregulated inflammatory responses and viral reservoir establishment and persistence, both of which contribute to neuronal damage. Overall, our results highlight potential molecules that may be targeted for therapy to limit the effects of meth on HIV neuropathogenesis
Parasite clearance, cure rate, post-treatment prophylaxis and safety of standard 3-day versus an extended 6-day treatment of artemether-lumefantrine and a single low-dose primaquine for uncomplicated Plasmodium falciparum malaria in Bagamoyo district, Tanzania– a randomized controlled trial.
Background: Artemisinin-based combination therapy (ACT) resistant Plasmodium falciparum represents an increasing threat to Africa. Extended ACT regimens from standard 3 to 6 days may represent a means to prevent its development and potential spread in Africa. Methods:Â Standard 3-day treatment with artemether-lumefantrine (control) was compared to extended 6-day treatment and single low-dose primaquine (intervention); in a randomized controlled, parallel group, superiority clinical trial of patients aged 1-65 years with microscopy confirmed uncomplicated P. falciparum malaria, enrolled in Bagamoyo district, Tanzania. The study evaluated parasite clearance, including proportion of PCR detectable P. falciparum on days 5 and 7 (primary endpoint), cure rate, post-treatment prophylaxis, safety and tolerability. Clinical, and laboratory assessments, including ECG were conducted during 42 days of follow-up. Blood samples were collected for parasite detection (by microscopy and PCR), molecular genotyping and pharmacokinetic analyses. Kaplan-Meier survival analyses were done for both parasite clearance and recurrence. Results. A total of 280 patients were enrolled, 141 and 139 in the control and intervention arm, respectively, of whom 121 completed 42 days follow-up in each arm. There was no difference in proportion of PCR positivity across the arms at day 5 (80/130 (61.5%) vs 89/134 (66.4%), p=0.44), or day 7 (71/129 (55.0%) vs 70/134 (52.2%), p=0.71). Day 42 microscopy determined cure rates (PCR adjusted) were 97.4% (100/103) and 98.3% (110/112), p=0.65, in the control and intervention arm, respectively. Microscopy determined crude recurrent parasitemia during follow-up was 21/121 (17.4%) in the control and 14/121 (11.6%) in the intervention arm, p=0.20, and it took 34 days and 42 days in the respective arms for 90% of the patients to remain without recurrent parasitemia. Lumefantrine exposure was significantly higher in intervention arm from D3 to D42, but cardiac, biochemical and hematological safety was high and similar in both arms. Conclusion: Extended 6-day artemether-lumefantrine treatment and a single low-dose of primaquine was not superior to standard 3-day treatment for ACT sensitive P. falciparum infections, but importantly equally efficacious and safe. Thus, extended artemether-lumefantrine treatment may be considered as a future treatment regimen for ACT resistant P. falciparum, to prolong the therapeutic lifespan of ACT in Africa
Falciparum malaria from coastal Tanzania and Zanzibar remains highly connected despite effective control efforts on the archipelago
Background: Tanzania's Zanzibar archipelago has made significant gains in malaria control over the last decade and is a target for malaria elimination. Despite consistent implementation of effective tools since 2002, elimination has not been achieved. Importation of parasites from outside of the archipelago is thought to be an important cause of malaria's persistence, but this paradigm has not been studied using modern genetic tools. Methods: Whole-genome sequencing (WGS) was used to investigate the impact of importation, employing population genetic analyses of Plasmodium falciparum isolates from both the archipelago and mainland Tanzania. Ancestry, levels of genetic diversity and differentiation, patterns of relatedness, and patterns of selection between these two populations were assessed by leveraging recent advances in deconvolution of genomes from polyclonal malaria infections. Results: Significant decreases in the effective population sizes were inferred in both populations that coincide with a period of decreasing malaria transmission in Tanzania. Identity by descent analysis showed that parasites in the two populations shared long segments of their genomes, on the order of 5 cM, suggesting shared ancestry within the last 10 generations. Even with limited sampling, two of isolates between the mainland and Zanzibar were identified that are related at the expected level of half-siblings, consistent with recent importation. Conclusions: These findings suggest that importation plays an important role for malaria incidence on Zanzibar and demonstrate the value of genomic approaches for identifying corridors of parasite movement to the island
Univariate binary logistic regression model showing relationship between COVID-19 risk perception and vaccination status.
Univariate binary logistic regression model showing relationship between COVID-19 risk perception and vaccination status.</p