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1.
Malar J ; 23(1): 188, 2024 Jun 17.
Artigo em Inglês | MEDLINE | ID: mdl-38880870

RESUMO

BACKGROUND: Effective testing for malaria, including the detection of infections at very low densities, is vital for the successful elimination of the disease. Unfortunately, existing methods are either inexpensive but poorly sensitive or sensitive but costly. Recent studies have shown that mid-infrared spectroscopy coupled with machine learning (MIRs-ML) has potential for rapidly detecting malaria infections but requires further evaluation on diverse samples representative of natural infections in endemic areas. The aim of this study was, therefore, to demonstrate a simple AI-powered, reagent-free, and user-friendly approach that uses mid-infrared spectra from dried blood spots to accurately detect malaria infections across varying parasite densities and anaemic conditions. METHODS: Plasmodium falciparum strains NF54 and FCR3 were cultured and mixed with blood from 70 malaria-free individuals to create various malaria parasitaemia and anaemic conditions. Blood dilutions produced three haematocrit ratios (50%, 25%, 12.5%) and five parasitaemia levels (6%, 0.1%, 0.002%, 0.00003%, 0%). Dried blood spots were prepared on Whatman™ filter papers and scanned using attenuated total reflection-Fourier Transform Infrared (ATR-FTIR) for machine-learning analysis. Three classifiers were trained on an 80%/20% split of 4655 spectra: (I) high contrast (6% parasitaemia vs. negative), (II) low contrast (0.00003% vs. negative) and (III) all concentrations (all positive levels vs. negative). The classifiers were validated with unseen datasets to detect malaria at various parasitaemia levels and anaemic conditions. Additionally, these classifiers were tested on samples from a population survey in malaria-endemic villages of southeastern Tanzania. RESULTS: The AI classifiers attained over 90% accuracy in detecting malaria infections as low as one parasite per microlitre of blood, a sensitivity unattainable by conventional RDTs and microscopy. These laboratory-developed classifiers seamlessly transitioned to field applicability, achieving over 80% accuracy in predicting natural P. falciparum infections in blood samples collected during the field survey. Crucially, the performance remained unaffected by various levels of anaemia, a common complication in malaria patients. CONCLUSION: These findings suggest that the AI-driven mid-infrared spectroscopy approach holds promise as a simplified, sensitive and cost-effective method for malaria screening, consistently performing well despite variations in parasite densities and anaemic conditions. The technique simply involves scanning dried blood spots with a desktop mid-infrared scanner and analysing the spectra using pre-trained AI classifiers, making it readily adaptable to field conditions in low-resource settings. In this study, the approach was successfully adapted to field use, effectively predicting natural malaria infections in blood samples from a population-level survey in Tanzania. With additional field trials and validation, this technique could significantly enhance malaria surveillance and contribute to accelerating malaria elimination efforts.


Assuntos
Malária Falciparum , Plasmodium falciparum , Humanos , Malária Falciparum/diagnóstico , Malária Falciparum/sangue , Malária Falciparum/parasitologia , Plasmodium falciparum/isolamento & purificação , Parasitemia/diagnóstico , Parasitemia/parasitologia , Anemia/diagnóstico , Anemia/sangue , Anemia/parasitologia , Espectrofotometria Infravermelho/métodos , Aprendizado de Máquina , Carga Parasitária , Adulto , Inteligência Artificial , Sensibilidade e Especificidade , Feminino , Adulto Jovem , Espectroscopia de Infravermelho com Transformada de Fourier/métodos , Adolescente , Masculino , Pessoa de Meia-Idade , Programas de Rastreamento/métodos
2.
J Korean Med Sci ; 39(22): e186, 2024 Jun 10.
Artigo em Inglês | MEDLINE | ID: mdl-38859743

RESUMO

Herein, we report a case of uncomplicated falciparum malaria with late parasitological failure in a 45-year-old businessman returning from Ghana. The patient visited the emergency department with high fever, headache, and dizziness. He traveled without antimalarial chemoprophylaxis. Laboratory tests led to the diagnosis of uncomplicated falciparum malaria with an initial density of 37,669 parasites per µL of blood (p/µL). The patient was treated with intravenous artesunate followed by atovaquone/proguanil. He was discharged with improved condition and decreased parasite density of 887 p/µL. However, at follow-up, parasite density increased to 7,630 p/µL despite the absence of any symptoms. Suspecting treatment failure, the patient was administered intravenous artesunate and doxycycline for seven days and then artemether/lumefantrine for three days. Blood smear was negative for asexual parasitemia after re-treatment but positive for gametocytemia until day 101 from the initial diagnosis. Overall, this case highlights the risk of late parasitological failure in patients with imported uncomplicated falciparum malaria.


Assuntos
Antimaláricos , Atovaquona , Malária Falciparum , Plasmodium falciparum , Proguanil , Humanos , Malária Falciparum/tratamento farmacológico , Malária Falciparum/diagnóstico , Gana , Antimaláricos/uso terapêutico , Pessoa de Meia-Idade , Masculino , Plasmodium falciparum/isolamento & purificação , Proguanil/uso terapêutico , Atovaquona/uso terapêutico , Viagem , Artemisininas/uso terapêutico , Artesunato/uso terapêutico , Parasitemia/tratamento farmacológico , Parasitemia/diagnóstico , Doxiciclina/uso terapêutico , Combinação de Medicamentos , Falha de Tratamento , Combinação Arteméter e Lumefantrina/uso terapêutico
3.
Malar J ; 22(1): 351, 2023 Nov 16.
Artigo em Inglês | MEDLINE | ID: mdl-37974257

RESUMO

BACKGROUND: Microscopy continues to be the mainstay for the evaluation of parasitaemia in malaria but requires laboratory support and microbiological experience. Other fast and simple methods are necessary. METHODS: A retrospective observational study of imported malaria treated from July-2007 to December-2020 was carried out to evaluate the association between the degree of parasitaemia and both rapid diagnostic tests (RDT) reactivity patterns and haematological parameters. Plasmodium falciparum monoinfections diagnosed by peripheral blood smear and/or polymerase chain reaction (PCR),which also had a positive RDT result in the same blood sample, were included in the study. RESULTS: A total of 273 patients were included. Most of them were male (n = 256; 93.8%) and visiting friends and relatives (VFR) travellers (n = 252; 92.3%). Patients with plasmodial lactate dehydrogenase (pLDH) or aldolase and histidine-rich protein 2 (HRP-2) co-reactivity (Pan/Pf pattern) had a parasitaemia range between 0 and 37% while those with just HRP-2 reactivity (P. falciparum pattern) had ranges between 0 and 1%. Not a single case of P. falciparum pattern was found for parasitaemia ranges greater than 1%, showing a negative predictive value of 100% for high parasitaemia. All the correlations between haematological parameters and parasitaemia resulted to be weak, with a maximum rho coefficient of -0.35 for lymphocytes and platelets, and of 0.40 for neutrophils-to-lymphocytes count ratio. Multivariate predictive models were constructed reflecting a poor predictive capacity. CONCLUSIONS: The reactivity pattern of RDT allows a rapid semi-quantitative assessment of P. falciparum parasitaemia in travellers with imported malaria, discriminating patients with lower parasite loads. Haematological parameters were not able to estimate parasitaemia with sufficient precision.


Assuntos
Malária Falciparum , Malária , Humanos , Masculino , Feminino , Testes de Diagnóstico Rápido , Kit de Reagentes para Diagnóstico , Sensibilidade e Especificidade , Malária Falciparum/diagnóstico , Malária Falciparum/parasitologia , Malária/parasitologia , Plasmodium falciparum , Parasitemia/diagnóstico , Testes Diagnósticos de Rotina/métodos , Antígenos de Protozoários , Proteínas de Protozoários
4.
Malar J ; 22(1): 191, 2023 Jun 22.
Artigo em Inglês | MEDLINE | ID: mdl-37349789

RESUMO

BACKGROUND: High-quality malaria diagnosis is essential for effective treatment and clinical disease management. Microscopy and rapid diagnostic tests are the conventional methods performed as first-line malaria diagnostics in non-endemic countries. However, these methods lack the characteristic to detect very low parasitaemia, and accurate identification of the Plasmodium species can be difficult. This study evaluated the performance of the MC004 melting curve-based qPCR for the diagnosis of malaria in routine clinical practice in non-endemic setting. METHODS AND RESULTS: Whole blood samples were collected from 304 patients with clinical suspicion of malaria and analysed by both the MC004 assay and conventional diagnostics. Two discrepancies were found between the MC004 assay and microscopy. Repeated microscopic analysis confirmed the qPCR results. Comparison of the parasitaemia of nineteen Plasmodium falciparum samples determined by both microscopy and qPCR showed the potential of the MC004 assay to estimate the parasite load of P. falciparum. Eight Plasmodium infected patients were followed after anti-malarial treatment by the MC004 assay and microscopy. The MC004 assay still detected Plasmodium DNA although no parasites were seen with microscopy in post-treatment samples. The rapid decline in Plasmodium DNA showed the potential for therapy-monitoring. CONCLUSION: Implementation of the MC004 assay in non-endemic clinical setting improved the diagnosis of malaria. The MC004 assay demonstrated superior Plasmodium species identification, the ability to indicate the Plasmodium parasite load, and can potentially detect submicroscopic Plasmodium infections.


Assuntos
Malária Falciparum , Malária , Plasmodium , Humanos , Malária Falciparum/diagnóstico , Malária Falciparum/parasitologia , Malária/diagnóstico , Malária/parasitologia , Plasmodium falciparum/genética , Microscopia/métodos , Parasitemia/diagnóstico , Parasitemia/parasitologia , Sensibilidade e Especificidade
5.
BMC Med ; 20(1): 190, 2022 06 08.
Artigo em Inglês | MEDLINE | ID: mdl-35672703

RESUMO

BACKGROUND: In Papua (Indonesia), infants with P. falciparum and/or P. vivax malaria are at risk of severe anaemia and death. We hypothesized that in an area of high malaria transmission, intermittent screening and treatment of infants with malaria (ISTi) will reduce morbidity compared to passive case detection (PCDi). METHODS: We conducted a cluster randomised, open label, superiority trial. A total of 21 clusters of village health posts (VHP) were randomised 1:1 to either IST for infants coinciding with 4 routine immunisation visits or PCDi. Healthy term infants born to consenting mothers enrolled into a maternal malaria cluster randomised trial were included in the study and followed for 12 months. Point of care malaria rapid diagnostic tests were used to detect peripheral parasitaemia at 2, 3, 4 and 9 months old in all infants in ISTi clusters and when symptomatic in PCDi clusters. Infants with detected peripheral parasitaemia were treated with dihydroartemisinin-piperaquine. The co-primary outcomes were the incidence rate of clinical malaria in the first year of life and the prevalence of parasitaemia at age 12 months. The incidence rate ratio and prevalence ratio between ISTi and PCDi were estimated using mixed-effects Poisson and log-binomial regression modelling (accounting for clustering at VHP level). RESULTS: Between May 2014 and February 2017, 757 infants were enrolled into the study, 313 into 10 ISTi clusters, and 444 into 11 PCDi clusters. Overall, 132 episodes of parasitaemia were detected, of whom 17 (12.9%) were in symptomatic infants. Over 12 months, the incidence rate (IR) of clinical malaria was 24 [95% CI, 10-50] per 1000 children-years at risk in the ISTi arm and 19 [95% CI, 8,38] per 1000 children-years in the PCDi arm (adjusted incidence rate ratio [aIRR] 1.77 [95% CI, 0.62-5.01]; p = 0.280). The prevalence of parasitaemia at 12 months was 13% (33/254) in the IST clusters and 15% (57/379) in the PCD clusters (adjusted prevalence ratio (aPR) = 0.92 (95% CI, 0.70-1.21), p = 0.55). There was no difference in the risk of anaemia between treatment arms. CONCLUSIONS: In high malaria transmission area outside of Africa, our study suggests that compared to PCDi, ISTi offers no significant benefit in reducing the risk of clinical malaria in infants born to women receiving effective protection from malaria during pregnancy. TRIAL REGISTRATION: ClinicalTrials.gov NCT02001428 , registered on 20 Nov 2013.


Assuntos
Anemia , Antimaláricos , Malária Falciparum , Malária Vivax , Malária , Anemia/epidemiologia , Antimaláricos/uso terapêutico , Criança , Feminino , Humanos , Indonésia/epidemiologia , Lactente , Malária/diagnóstico , Malária/epidemiologia , Malária/prevenção & controle , Malária Falciparum/diagnóstico , Malária Falciparum/epidemiologia , Malária Falciparum/prevenção & controle , Malária Vivax/diagnóstico , Malária Vivax/tratamento farmacológico , Malária Vivax/epidemiologia , Parasitemia/diagnóstico , Parasitemia/epidemiologia , Parasitemia/prevenção & controle , Gravidez , Vacinação
6.
PLoS Comput Biol ; 17(8): e1009257, 2021 08.
Artigo em Inglês | MEDLINE | ID: mdl-34370724

RESUMO

Manual microscopic inspection of fixed and stained blood smears has remained the gold standard for Plasmodium parasitemia analysis for over a century. Unfortunately, smear preparation consumes time and reagents, while manual microscopy is skill-dependent and labor-intensive. Here, we demonstrate that deep learning enables both life stage classification and accurate parasitemia quantification of ordinary brightfield microscopy images of live, unstained red blood cells. We tested our method using both a standard light microscope equipped with visible and near-ultraviolet (UV) illumination, and a custom-built microscope employing deep-UV illumination. While using deep-UV light achieved an overall four-category classification of Plasmodium falciparum blood stages of greater than 99% and a recall of 89.8% for ring-stage parasites, imaging with near-UV light on a standard microscope resulted in 96.8% overall accuracy and over 90% recall for ring-stage parasites. Both imaging systems were tested extrinsically by parasitemia titration, revealing superior performance over manually-scored Giemsa-stained smears, and a limit of detection below 0.1%. Our results establish that label-free parasitemia analysis of live cells is possible in a biomedical laboratory setting without the need for complex optical instrumentation. We anticipate future extensions of this work could enable label-free clinical diagnostic measurements, one day eliminating the need for conventional blood smear analysis.


Assuntos
Malária Falciparum/parasitologia , Parasitemia/diagnóstico , Parasitemia/parasitologia , Plasmodium falciparum/classificação , Plasmodium falciparum/citologia , Biologia Computacional , Aprendizado Profundo , Diagnóstico por Computador , Eritrócitos/parasitologia , Humanos , Interpretação de Imagem Assistida por Computador , Malária Falciparum/diagnóstico por imagem , Microscopia Ultravioleta/instrumentação , Microscopia Ultravioleta/métodos , Redes Neurais de Computação , Parasitemia/diagnóstico por imagem , Plasmodium falciparum/crescimento & desenvolvimento
7.
Malar J ; 21(1): 119, 2022 Apr 11.
Artigo em Inglês | MEDLINE | ID: mdl-35410230

RESUMO

BACKGROUND: Due to increased travel from endemic countries, malaria occurs more frequently in non-endemic regions. It is a challenge for diagnostic laboratories in non-endemic countries to provide reliable results, as experience of staff is often limited to only a few cases per year. This study evaluated the diagnostic accuracy of the fully automated Sysmex XN-31 malaria analyzer in a routine diagnostic setting in a non-endemic region was evaluated. METHODS: Samples from 112 patients suspected for malaria were examined by the Sysmex XN-31 analyzer to determine the absolute count of malaria-infected red blood cells count (MI-RBC/µL). Microscopic examination of both Quantitative Buffy Coat capillary tubes and thick and thin blood films were used as reference methods. Limits of blank (LoB), detection (LoD) and quantification (LoQ) were investigated using an in vitro Plasmodium falciparum culture. Nine hundred twenty samples of patients with RBC abnormalities were included to determine which RBC abnormalities trigger indeterminate or false positive results. RESULTS: No false positive nor false negative results were obtained for the examined patient samples suspected for malaria. For 3% of samples an indeterminate result by the XN-31 was obtained. The Passing-Bablok regression line for diagnostic accuracy of the parasitaemia was y = 39.75 + 0.7892 × showing a positive bias of about 21% when comparing the MI-RBC results to microscopy. The LoB, LoD and LoQ were calculated to be 4.7, 5.9, and 19.0 infected RBC/µL, respectively. From the 920 abnormal RBC samples collected, 4.6% resulted in a false positive MI-RBC result and almost half of the samples produced indeterminate results. These results were related to increases in nucleated red blood cells, reticulocytes and other abnormal RBC morphologies such as sickle cells. CONCLUSIONS: Based on the results, the XN-31 is a fast and reliable screening method in the detection and quantification of Plasmodium species in patients However, if an abnormal red blood cell morphology is present, the results of the XN-31 should be interpreted with caution as false positive results can be caused by interfering abnormal erythrocytes.


Assuntos
Malária , Plasmodium , Eritrócitos , Humanos , Malária/diagnóstico , Parasitemia/diagnóstico , Plasmodium falciparum
8.
Malar J ; 21(1): 122, 2022 Apr 12.
Artigo em Inglês | MEDLINE | ID: mdl-35413904

RESUMO

BACKGROUND: Microscopic examination of Giemsa-stained blood films remains the reference standard for malaria parasite detection and quantification, but is undermined by difficulties in ensuring high-quality manual reading and inter-reader reliability. Automated parasite detection and quantification may address this issue. METHODS: A multi-centre, observational study was conducted during 2018 and 2019 at 11 sites to assess the performance of the EasyScan Go, a microscopy device employing machine-learning-based image analysis. Sensitivity, specificity, accuracy of species detection and parasite density estimation were assessed with expert microscopy as the reference. Intra- and inter-device reliability of the device was also evaluated by comparing results from repeat reads on the same and two different devices. This study has been reported in accordance with the Standards for Reporting Diagnostic accuracy studies (STARD) checklist. RESULTS: In total, 2250 Giemsa-stained blood films were prepared and read independently by expert microscopists and the EasyScan Go device. The diagnostic sensitivity of EasyScan Go was 91.1% (95% CI 88.9-92.7), and specificity 75.6% (95% CI 73.1-78.0). With good quality slides sensitivity was similar (89.1%, 95%CI 86.2-91.5), but specificity increased to 85.1% (95%CI 82.6-87.4). Sensitivity increased with parasitaemia rising from 57% at < 200 parasite/µL, to ≥ 90% at > 200-200,000 parasite/µL. Species were identified accurately in 93% of Plasmodium falciparum samples (kappa = 0.76, 95% CI 0.69-0.83), and in 92% of Plasmodium vivax samples (kappa = 0.73, 95% CI 0.66-0.80). Parasite density estimates by the EasyScan Go were within ± 25% of the microscopic reference counts in 23% of slides. CONCLUSIONS: The performance of the EasyScan Go in parasite detection and species identification accuracy fulfil WHO-TDR Research Malaria Microscopy competence level 2 criteria. In terms of parasite quantification and false positive rate, it meets the level 4 WHO-TDR Research Malaria Microscopy criteria. All performance parameters were significantly affected by slide quality. Further software improvement is required to improve sensitivity at low parasitaemia and parasite density estimations. Trial registration ClinicalTrials.gov number NCT03512678.


Assuntos
Malária Falciparum , Malária , Testes Diagnósticos de Rotina/métodos , Humanos , Aprendizado de Máquina , Malária/diagnóstico , Malária/parasitologia , Malária Falciparum/parasitologia , Microscopia/métodos , Parasitemia/diagnóstico , Parasitemia/parasitologia , Plasmodium falciparum , Reprodutibilidade dos Testes , Sensibilidade e Especificidade
9.
Malar J ; 21(1): 204, 2022 Jun 27.
Artigo em Inglês | MEDLINE | ID: mdl-35761324

RESUMO

BACKGROUND: Malaria is an infectious disease considered as one of the biggest causes of mortality in endemic areas. This life-threatening disease needs to be quickly diagnosed and treated. The standard diagnostic tools recommended by the World Health Organization are thick blood smears microscopy and immuno-chromatographic rapid diagnostic tests. However, these methods lack sensitivity especially in cases of low parasitaemia and non-falciparum infections. Therefore, the need for more accurate and reliable diagnostic tools, such as real-time polymerase chain reaction based methods which have proven greater sensitivity particularly in the screening of malaria, is prominent. This study was conducted at the French National Malaria Reference Centre to assess sensitivity and specificity of two commercial malaria qPCR kits and two in-house developed qPCRs compared to LAMP. METHODS: 183 blood samples received for expertise at the FNMRC were included in this study and were subjected to four different qPCR methods: the Biosynex Ampliquick® Malaria test, the BioEvolution Plasmodium Typage test, the in-house HRM and the in-house TaqMan qPCRs. The specificity and sensitivity of each method and their confidence intervals were determined with the LAMP-based assay Alethia® Malaria as the reference for malaria diagnosis. The accuracy of species diagnosis of the Ampliquick® Malaria test and the two in-house qPCRs was also evaluated using the BioEvolution Plasmodium Typage test as the reference method for species identification. RESULTS: The main results showed that when compared to LAMP, a test with excellent diagnostic performances, the two in-house developed qPCRs were the most sensitive (sensitivity at 100% for the in-house TaqMan qPCR and 98.1% for the in-house HRM qPCR), followed by the two commercial kits: the Biosynex Ampliquick® Malaria test (sensitivity at 97.2%) and the BioEvolution Plasmodium Typage (sensitivity at 95.4%). Additionally, with the in-house qPCRs we were able to confirm a Plasmodium falciparum infection in microscopically negative samples that were not detected by commercial qPCR kits. This demonstrates that the var genes of P. falciparum used in these in-house qPCRs are more reliable targets than the 18S sRNA commonly used in most of the developed qPCR methods for malaria diagnosis. CONCLUSION: Overall, these results accentuate the role molecular methods could play in the screening of malaria. This may represent a helpful tool for other laboratories looking to implement molecular diagnosis methods in their routine analysis, which could be essential for the detection and treatment of malaria carriers and even for the eradication of this disease.


Assuntos
Malária Falciparum , Malária , Plasmodium , Humanos , Laboratórios , Malária/diagnóstico , Malária Falciparum/diagnóstico , Malária Falciparum/epidemiologia , Técnicas de Amplificação de Ácido Nucleico/métodos , Parasitemia/diagnóstico , Plasmodium/genética , Plasmodium falciparum/genética , Reação em Cadeia da Polimerase em Tempo Real , Sensibilidade e Especificidade
10.
Malar J ; 21(1): 319, 2022 Nov 06.
Artigo em Inglês | MEDLINE | ID: mdl-36336700

RESUMO

BACKGROUND: Detection of malaria parasitaemia in samples that are negative by rapid diagnostic tests (RDTs) requires resource-intensive molecular tools. While pooled testing using a two-step strategy provides a cost-saving alternative to the gold standard of individual sample testing, statistical adjustments are needed to improve accuracy of prevalence estimates for a single step pooled testing strategy. METHODS: A random sample of 4670 malaria RDT negative dried blood spot samples were selected from a mass testing and treatment trial in Asembo, Gem, and Karemo, western Kenya. Samples were tested for malaria individually and in pools of five, 934 pools, by one-step quantitative polymerase chain reaction (qPCR). Maximum likelihood approaches were used to estimate subpatent parasitaemia (RDT-negative, qPCR-positive) prevalence by pooling, assuming poolwise sensitivity and specificity was either 100% (strategy A) or imperfect (strategy B). To improve and illustrate the practicality of this estimation approach, a validation study was constructed from pools allocated at random into main (734 pools) and validation (200 pools) subsets. Prevalence was estimated using strategies A and B and an inverse-variance weighted estimator and estimates were weighted to account for differential sampling rates by area. RESULTS: The prevalence of subpatent parasitaemia was 14.5% (95% CI 13.6-15.3%) by individual qPCR, 9.5% (95% CI (8.5-10.5%) by strategy A, and 13.9% (95% CI 12.6-15.2%) by strategy B. In the validation study, the prevalence by individual qPCR was 13.5% (95% CI 12.4-14.7%) in the main subset, 8.9% (95% CI 7.9-9.9%) by strategy A, 11.4% (95% CI 9.9-12.9%) by strategy B, and 12.8% (95% CI 11.2-14.3%) using inverse-variance weighted estimator from poolwise validation. Pooling, including a 20% validation subset, reduced costs by 52% compared to individual testing. CONCLUSIONS: Compared to individual testing, a one-step pooled testing strategy with an internal validation subset can provide accurate prevalence estimates of PCR-positivity among RDT-negatives at a lower cost.


Assuntos
Malária Falciparum , Malária , Humanos , Testes Diagnósticos de Rotina , Quênia/epidemiologia , Funções Verossimilhança , Malária/diagnóstico , Malária/epidemiologia , Malária Falciparum/epidemiologia , Técnicas de Diagnóstico Molecular , Parasitemia/diagnóstico , Parasitemia/epidemiologia , Prevalência , Sensibilidade e Especificidade , Ensaios Clínicos como Assunto
11.
Malar J ; 21(1): 299, 2022 Oct 25.
Artigo em Inglês | MEDLINE | ID: mdl-36284305

RESUMO

BACKGROUND: The recent worldwide increase in malaria cases highlights the need for renewed efforts to eliminate malaria. The World Health Organization advocates that malaria surveillance becomes a core intervention. Current methods to estimate the malaria burden rely on clinical malaria case reports and surveys of asymptomatic parasite infection mainly from children < 5 years. In this study the hypothesis was that screening blood donors for malaria parasites would provide real-time information on the asymptomatic reservoir of parasites in the adult population and mirror other surveillance data. METHODS: This study was conducted in Malawi, a high malaria burden country, at the Malawi Blood Transfusion Service, which collects blood units at donation sites countrywide. A secondary analysis was conducted on data obtained from a prior Sysmex XN-31 analyser malaria diagnostic evaluation study utilizing residual donor blood samples. XN-31 malaria results, donor age, sex, geographical location, and collection date, were analysed using standard statistical methods. RESULTS: The malaria parasite prevalence in blood donors was 11.6% (614/5281 samples) increasing seasonally from December (8.6%) to April (18.3%). The median age was 21 years and 45.9% of donors were from urban areas, which showed a lower prevalence compared to non-urban regions. The Central administrative region had the highest and the Northern region the lowest malaria parasite prevalence. The donors were predominantly male (80.2%), 13.1% of whom had malaria parasites, which was significantly higher (p < 0.0001) than for female donors (7.4%). Multivariable logistic regression analysis showed that age, location, and collection month were significant predictors of malaria positivity in males, whereas in females only location was significant. There was no gender difference in parasite density nor gametocyte carriage. CONCLUSIONS: This study demonstrates the powerful utility of screening blood donors for malaria parasites using the XN-31, which not only improves the safety of blood transfusion, but provides valuable complementary surveillance data for malaria control, especially targeting males, who are generally excluded from periodic household surveys. Blood donations are sourced countrywide, year-round, and thus provide dynamic, real-time information on the malaria burden. Furthermore, the XN-31 identifies the asymptomatic human reservoir of infectious gametocytes, which must be targeted to eliminate malaria.


Assuntos
Malária Falciparum , Malária , Adulto , Criança , Masculino , Feminino , Humanos , Adulto Jovem , Doadores de Sangue , Malária Falciparum/epidemiologia , Plasmodium falciparum , Malaui/epidemiologia , Parasitemia/diagnóstico , Parasitemia/epidemiologia , Parasitemia/parasitologia , Malária/diagnóstico , Malária/epidemiologia , Infecções Assintomáticas/epidemiologia , Proteínas do Sistema Complemento
12.
Malar J ; 21(1): 32, 2022 Feb 02.
Artigo em Inglês | MEDLINE | ID: mdl-35109868

RESUMO

BACKGROUND: Regulatory T cells are known to play a key role to counter balance the protective immune response and immune mediated pathology. However, the role of naturally occurring regulatory cells CD4+CD25+Foxp3+ in malaria infection during the disease pathogenesis is controversial. Beside this, ICOS molecule has been shown to be involved in the development and function of regulatory T cell enhance IL-10 production. Therefore, possible involvement of the ICOS dependent regulatory CD4+ICOS+Foxp3+ T cells in resistance/susceptibility during malaria parasite is explored in this study. METHODS: 5 × 105 red blood cells infected with non-lethal and lethal parasites were inoculated in female Balb/c mice by intra-peritoneal injection. Infected or uninfected mice were sacrificed at early (3rd day post infection) and later stage (10th day post infection) of infection. Harvested cells were analysed by using flow cytometer and serum cytokine by Bioplex assay. RESULTS: Thin blood films show that percentages of parasitaemia increases with disease progression in infections with the lethal malaria parasite and mice eventually die by day 14th post-infection. Whereas in case of non-lethal malaria parasite, parasitaemia goes down by 7th day post infection and gets cleared within 13th day. The number of CD4+ ICOS+ T cells increases in lethal infection with disease progression. Surprisingly, in non-lethal parasite, ICOS expression decreases after day 7th post infection as parasitaemia goes down. The frequency of CD4+ICOS+FoxP3+ Tregs was significantly higher in lethal parasitic infection as compared to the non-lethal parasite. The level of IL-12 cytokine was remarkably higher in non-lethal infection compared to the lethal infection. In contrast, the level of IL-10 cytokines was higher in lethal parasite infection compared to the non-lethal parasite. CONCLUSION: Taken together, these data suggest that lethal parasite induce immunosuppressive environment, protecting from host immune responses and help the parasite to survive whereas non-lethal parasite leads to low frequencies of Treg cells seldom impede immune response that allow the parasite to get self-resolved.


Assuntos
Malária/etiologia , Linfócitos T Reguladores/fisiologia , Animais , Antígenos CD4/fisiologia , Citocinas/análise , Feminino , Citometria de Fluxo , Fatores de Transcrição Forkhead/fisiologia , Humanos , Proteína Coestimuladora de Linfócitos T Induzíveis/fisiologia , Interleucina-10/análise , Malária/diagnóstico , Malária/imunologia , Camundongos , Camundongos Endogâmicos BALB C , Parasitemia/diagnóstico , Parasitemia/parasitologia , Fragmentos de Peptídeos/fisiologia , Plasmodium berghei , Plasmodium chabaudi , Plasmodium yoelii , Organismos Livres de Patógenos Específicos , Baço/citologia
13.
J Trop Pediatr ; 69(1)2022 12 05.
Artigo em Inglês | MEDLINE | ID: mdl-36633492

RESUMO

BACKGROUND: Malaria kills a child in sub-Saharan Africa every 2 min despite widely available interventions including intermittent preventive treatment in infants (IPTi). Since 2010, when World Health Organization (WHO) recommended IPTi, no country has implemented it. To our knowledge, no IPTi study has been conducted in Nigeria. Considering severity of malaria in infancy and urgency to improve malaria prevention, we proposed a study to investigate the efficacy of this intervention in reducing malarial morbidity and mortality. OBJECTIVE(S): The aim of this was to determine the safety and efficacy of SP-IPTi in reducing the prevalence of asymptomatic malaria parasitemia and malarial-associated hospital admissions. METHODS: We performed a cluster-randomized controlled trial in 1379 infants. SP was administered alongside routine vaccinations in immunization centers randomized to intervention groups. Infants in control groups received only routine vaccines. Malarial 'morbidity and adverse events were monitored through passive case-detection and cross-sectional surveys'. RESULTS: SP-IPTi was safe. There was no statistically significant difference in terms of risks of asymptomatic parasitemia at 9 months, fever or hospitalization between our control and intervention groups. CONCLUSIONS: Our study demonstrated that SP-IPTi had no benefit but was well tolerated. WHO and some researchers have also reported declining efficacy of SP, due to increasing drug resistance.


Assuntos
Antimaláricos , Malária , Criança , Lactente , Humanos , Antimaláricos/uso terapêutico , Projetos Piloto , Nigéria/epidemiologia , Estudos Transversais , Parasitemia/diagnóstico , Parasitemia/tratamento farmacológico , Parasitemia/epidemiologia , Malária/epidemiologia , Malária/prevenção & controle , Malária/tratamento farmacológico , Combinação de Medicamentos
14.
Int J Mol Sci ; 23(19)2022 Sep 22.
Artigo em Inglês | MEDLINE | ID: mdl-36232449

RESUMO

Molecular diagnostic approaches are increasingly included in the diagnostic workup and even in the primary diagnosis of malaria in non-endemic settings, where it is difficult to maintain skillful microscopic malaria detection due to the rarity of the disease. Pathogen-specific nucleic acid amplification, however, bears the risk of overlooking other pathogens associated with febrile illness in returnees from the tropics. Here, we assessed the discriminatory potential of metagenomic sequencing for the identification of different Plasmodium species with various parasitemia in EDTA blood of malaria patients. Overall, the proportion of Plasmodium spp.-specific sequence reads in the assessed samples showed a robust positive correlation with parasitemia (Spearman r = 0.7307, p = 0.0001) and a robust negative correlation with cycle threshold (Ct) values of genus-specific real-time PCR (Spearman r = -0.8626, p ≤ 0.0001). Depending on the applied bioinformatic algorithm, discrimination on species level was successful in 50% (11/22) to 63.6% (14/22) instances. Limiting factors for the discrimination on species level were very low parasitemia, species-depending lacking availability of reliable reference genomes, and mixed infections with high variance of the proportion of the infecting species. In summary, metagenomic sequencing as performed in this study is suitable for the detection of malaria in human blood samples, but the diagnostic detection limit for a reliable discrimination on species level remains higher than for competing diagnostic approaches like microscopy and PCR.


Assuntos
Malária , Ácidos Nucleicos , Plasmodium , Ácido Edético , Humanos , Malária/diagnóstico , Parasitemia/diagnóstico , Plasmodium/genética , Plasmodium falciparum/genética , Plasmodium vivax/genética , Reação em Cadeia da Polimerase em Tempo Real
15.
West Afr J Med ; 39(3): 214-319, 2022 Mar 30.
Artigo em Inglês | MEDLINE | ID: mdl-35380754

RESUMO

BACKGROUND: Malaria is a parasitic disease of public health concern especially among children because of their vulnerability. Objective: The study sought to evaluate the prevalence and severity of malaria and to assess the factors associated with malaria parasitaemia among children. METHODS: This was a hospital-based cross-sectional observation study. We enrolled 303 children aged 6 to 59 months who presented with fever. A structured questionnaire was used to obtain the demographic characteristics, determinant factors and the use of malaria preventive measures. Microscopic examination of blood film for malaria parasite was done. Data were analysed using SPSS version 23.0. The Pearson's Chi-square was used to determine the association between selected socio-demographic variables, clinical characteristics of participants and presence of malaria parasitaemia. A p-value less than 0.05 was considered significant. RESULTS: The mean ± SD age was 24.36 ± 16.63 months, 183 (60.4%) were male. Two hundred and thirteen (70.3%) participants tested positive for Plasmodium falciparum. Severe malaria accounted for 21.1% of all malaria cases. Severe anaemia (37.8%) and cerebral malaria (24.4%) were the common complications observed. Malaria was significantly associated with increasing age (p = 0.007). Children who slept regularly under LLIN and those using insecticidal spray were more likely to be protected from developing malaria (p = 0.002, p = 0.001, respectively). The socioeconomic status, maternal education, family size and knowledge of LLIN were not associated with the development of malaria (p= 0.901, 0.136, 0.413, 0.166, respectively). CONCLUSION: The prevalence of malaria is high; there is a need to increase the coverage of IRS, together with LLINs to reduce the transmission and burden of malaria, particularly among the susceptible population.


CONTEXTE: Le paludisme est une maladie parasitaire de la santé publique inquiètent particulièrement les enfants en raison de leur vulnérabilité. OBJECTIF: L'étude visait à évaluer la prévalence et la gravité du paludisme et d'évaluer les facteurs associés à la parasitémie palustre chez les enfants. MÉTHODES: Il s'agissait d'une observation transversale en milieu hospitalier. Nous avons inscrit 303 enfants âgés de 6 à 59 mois qui ont présenté avec de la fièvre. Un questionnaire structuré a été utilisé pour obtenir les caractéristiques démographiques, les facteurs déterminants et l'utilisation du mesures préventives contre le paludisme. Un examen microscopique du film sanguin pour le parasite du paludisme a été fait. Les données ont été analysées à l'aide de la version 23.0 du SPSS. Le Chi-carré de Pearson a été utilisé pour déterminer l'association entre certaines variables sociodémographiques, caractéristiques cliniques des participants et présence de parasitémie palustre. Une valeur de p en moins que 0,05 a été jugé significatif. RÉSULTATS: La moyenne ±'âge du DT était de 24,36 ± 16,63 mois, 183(60,4 %) étaient des hommes. Deux cent treize (70,3 %) participants testé positif pour Plasmodium falciparum. Paludisme sévère comptabilisé pour 21,1 % de tous les cas de paludisme. Anémie sévère (37,8 %) et le paludisme cérébrale, (24,4 %) étaient les complications courantes observées. Paludisme était significativement associé à l'augmentation de l'âge (p = 0,007). Enfants qui dormaient régulièrement sous LLIN et ceux qui utilisaient un spray insecticide étaient plus susceptibles d'être protégés contre le développement du paludisme (p = 0,002,p = 0,001, respectivement). Le statut socio économique, l'éducation maternelle, la taille de la famille et la connaissance de LLIN n'étaient pas associées avec le développement du paludisme (p= 0,901, 0,136, 0,413, 0,166,respectivement). CONCLUSION: La prévalence du paludisme est élevée; il y a un besoin pour augmenter la couverture de l'IRS, ainsi que les LLIAN pour réduire le transmission et charge du paludisme, en particulier parmi les personnes population sensibles. Mots-clés: Paludisme, Plasmodium falciparum, enfants de moins de cinq ans.


Assuntos
Malária , Parasitemia , Criança , Pré-Escolar , Estudos Transversais , Humanos , Lactente , Malária/complicações , Malária/epidemiologia , Masculino , Nigéria/epidemiologia , Parasitemia/diagnóstico , Parasitemia/epidemiologia , Parasitemia/parasitologia , Prevalência , Centros de Atenção Terciária
16.
Anal Chem ; 93(39): 13302-13310, 2021 10 05.
Artigo em Inglês | MEDLINE | ID: mdl-34558904

RESUMO

The scourge of malaria infection continues to strike hardest against pregnant women and children in Africa and South East Asia. For global elimination, testing methods that are ultrasensitive to low-level ring-staged parasitemia are urgently required. In this study, we used a novel approach for diagnosis of malaria infection by combining both electronic ultraviolet-visible (UV/vis) spectroscopy and near infrared (NIR) spectroscopy to detect and quantify low-level (1-0.000001%) ring-staged malaria-infected whole blood under physiological conditions uisng Multiclass classification using logistic regression, which showed that the best results were achieved using the extended wavelength range, providing an accuracy of 100% for most parasitemia classes. Likewise, partial least-squares regression (PLS-R) analysis showed a higher quantification sensitivity (R2 = 0.898) for the extended spectral region compared to UV/vis and NIR (R2 = 0.806 and 0.556, respectively). For quantifying different-stage blood parasites, the extended wavelength range was able to detect and quantify all thePlasmodium falciparum accurately compared to testing each spectral component separately. These results demonstrate the potential of a combined UV/vis-NIR spectroscopy to accurately diagnose malaria-infected patients without the need for elaborate sample preparation associated with the existing mid-IR approaches.


Assuntos
Malária , Parasitemia , Feminino , Humanos , Malária/diagnóstico , Parasitemia/diagnóstico , Gravidez , Espectroscopia de Luz Próxima ao Infravermelho
17.
Anal Chem ; 93(13): 5451-5458, 2021 04 06.
Artigo em Inglês | MEDLINE | ID: mdl-33759513

RESUMO

New point-of-care diagnostic approaches for malaria that are sensitive to low parasitemia, easy to use in a field setting, and affordable are urgently required to meet the World Health Organization's objective of reducing malaria cases and related life losses by 90% globally on or before 2030. In this study, an inexpensive "matchbox size" near-infrared (NIR) spectrophotometer was used for the first time to detect and quantify malaria infection in vitro from isolated dried red blood cells using a fingerpick volume of blood. This the first study to apply a miniaturized NIR device to diagnose a parasitic infection and identify marker bands indicative of malaria infection in the NIR region. An NIR device has many advantages including wavelength accuracy and repeatability, speed, resolution, and a greatly improved signal-to-noise ratio compared to existing spectroscopic options. Using multivariate data analysis, we discriminated control red blood cells from infected cells and established the limit of detection of the technique. Principal component analysis displayed a good separation between the infected and uninfected RBCs, while partial least-squares regression analysis yielded a robust parasitemia prediction with root-mean-square error of prediction values of 0.446 and 0.001% for the higher and lower parasitemia models, respectively. The R2 values of the higher and lower parasitemia models were 0.947 and 0.931, respectively. Finally, an estimated parasitemia detection limit of 0.00001% and a qunatification limit of 0.001% was achieved; to ascertain the true efficacy of the technique for point-of-care screening, clinical studies using large patient numbers are required, which is the subject of future studies.


Assuntos
Malária , Parasitemia , Eritrócitos , Humanos , Análise dos Mínimos Quadrados , Malária/diagnóstico , Parasitemia/diagnóstico , Análise de Componente Principal
18.
Clin Chem ; 68(1): 218-229, 2021 12 30.
Artigo em Inglês | MEDLINE | ID: mdl-34969114

RESUMO

BACKGROUND: Clinical babesiosis is diagnosed, and parasite burden is determined, by microscopic inspection of a thick or thin Giemsa-stained peripheral blood smear. However, quantitative analysis by manual microscopy is subject to error. As such, methods for the automated measurement of percent parasitemia in digital microscopic images of peripheral blood smears could improve clinical accuracy, relative to the predicate method. METHODS: Individual erythrocyte images were manually labeled as "parasite" or "normal" and were used to train a model for binary image classification. The best model was then used to calculate percent parasitemia from a clinical validation dataset, and values were compared to a clinical reference value. Lastly, model interpretability was examined using an integrated gradient to identify pixels most likely to influence classification decisions. RESULTS: The precision and recall of the model during development testing were 0.92 and 1.00, respectively. In clinical validation, the model returned increasing positive signal with increasing mean reference value. However, there were 2 highly erroneous false positive values returned by the model. Further, the model incorrectly assessed 3 cases well above the clinical threshold of 10%. The integrated gradient suggested potential sources of false positives including rouleaux formations, cell boundaries, and precipitate as deterministic factors in negative erythrocyte images. CONCLUSIONS: While the model demonstrated highly accurate single cell classification and correctly assessed most slides, several false positives were highly incorrect. This project highlights the need for integrated testing of machine learning-based models, even when models in the development phase perform well.


Assuntos
Babesia , Parasitemia , Eritrócitos , Humanos , Microscopia/métodos , Redes Neurais de Computação , Parasitemia/diagnóstico
19.
Malar J ; 20(1): 6, 2021 Jan 05.
Artigo em Inglês | MEDLINE | ID: mdl-33402144

RESUMO

BACKGROUND: Despite many technological advances for malaria parasite detection (e.g. high resolution image acquisition), microscopic reading of thick blood smear (TBS) remains the gold standard. Even though available in low technology environment, the microscopy of TBS is slow and time consuming. Moreover microscopy may induce errors at many levels and has no quality control. METHODS: A electronic extension of the mechanical tally counter is proposed. In addition to the counting process it includes the process of counting itself that relies on the time elapsed between two successive pressures of the counting button leading to a timed tally counter (TTC). The microscopist performs the reading with the specific instruction starting by counting, in each high power fields, leucocytes first and then parasites. The time-stamp of all pressures of counting buttons are recorded along with the nature of the count. The data are recorded internally in CSV format and are exportable. The detection of HPFs locations and leukocyte/parasite counts per HPFs is performed through a hidden semi-Markov model (with outliers) allowing both to take into account the known distribution of leukocyte per HPFs (using a negative binomial distribution) and the pauses and hesitation of the microscopist during the reading. Parameters are estimated via the expectation-maximization algorithm. Hyper-parameters are calibrated using expert annotations. Forward/backward recursions are used to obtain the HPFs locations. RESULTS: This approach provides richer data at no extra cost. It has been demonstrated that the method can derive parasites per HPF, leukocytes per HPF, and parasite/leukocyte ratio with robust non-parametric confidence intervals. Moreover a direct digital data entry leads to a less expensive process and decreased time-consuming and error-prone manual data entry. Lastly the TTC allows detecting possible protocol break during reading and prevents the risk of fraud. DISCUSSION AND CONCLUSION: Introducing a programmed digital device in the data acquisition of TBS reading gives the opportunity to develop easily new (possible adaptive) reading protocols that will be easily followed by the reader since they will be embedded directly in the device. With the TTC the reader only has to read HPFs, counting leukocytes first and parasites second, and the counter will beep when the protocol is completed.


Assuntos
Malária/diagnóstico , Parasitemia/diagnóstico , Algoritmos , Humanos , Processamento de Imagem Assistida por Computador , Microscopia/métodos
20.
Malar J ; 20(1): 411, 2021 Oct 19.
Artigo em Inglês | MEDLINE | ID: mdl-34666766

RESUMO

BACKGROUND: Microscopic examination of thick and thin blood films is the gold standard in current guidelines for the diagnosis of malaria, but guidelines do not uniformly agree on which combination of other methods should be used and when. METHODS: Three questionnaires were sent between March 2018 and September 2019 to laboratories subscribing to the external quality assessment scheme for the diagnosis of blood and intestinal parasites of the Dutch Foundation for Quality Assessment in Medical Laboratories in order to investigate how much variation in the laboratory diagnosis of malaria between different clinical laboratories is present in the Netherlands. RESULTS: The questionnaires were partially or fully completed by 67 of 77 (87%) laboratories. Only 9 laboratories reported 10 or more malaria positive patients per year. Most laboratories use a different diagnostic strategy, within office versus outside office hours depending on the screening assay result. Within office hours, 62.5% (35/56) of the responding laboratories perform an immunochromatographic test (ICT) in combination with microscopic examination of thick and thin blood films without additional examinations, such as Quantitative Buffy Coat and/or rtPCR analysis. Outside office hours 85.7% (48/56) of laboratories use an ICT as single screening assay and positive results are immediately confirmed by thick and thin blood films without additional examinations (89.6%, 43/48). In case of a negative ICT result outside office hours, 70.8% (34/48) of the laboratories perform microscopic examination of the thick film the next morning and 22.9% (11/48) confirm the negative ICT result immediately. Furthermore, substantial differences were found in the microscopic examinations of thick and thin blood films; the staining, theoretical sensitivity of the thick film and determination of parasitaemia. CONCLUSIONS: This study demonstrated a remarkably high variation between laboratories in both their diagnostic strategy as well as their methods for microscopic examination for the diagnosis of malaria in a clinical setting, despite existing national and international guidelines. While the impact of these variations on the accuracy of the diagnosis of malaria is yet unknown, these findings should stimulate clinical laboratories to critically review their own diagnostic strategy.


Assuntos
Laboratórios/normas , Malária/diagnóstico , Corantes Azur/normas , Corantes/normas , Humanos , Laboratórios/estatística & dados numéricos , Limite de Detecção , Países Baixos , Parasitemia/diagnóstico , Sensibilidade e Especificidade , Coloração e Rotulagem/métodos , Inquéritos e Questionários
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