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Hoyos K, Hoyos W. Supporting Malaria Diagnosis Using Deep Learning and Data Augmentation. Diagnostics (Basel) 2024; 14:690. [PMID: 38611603 PMCID: PMC11012121 DOI: 10.3390/diagnostics14070690] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Revised: 03/17/2024] [Accepted: 03/19/2024] [Indexed: 04/14/2024] Open
Abstract
Malaria is an infection caused by the Plasmodium parasite that has a major epidemiological, social, and economic impact worldwide. Conventional diagnosis of the disease is based on microscopic examination of thick blood smears. This analysis can be time-consuming, which is key to generate prevention strategies and adequate treatment to avoid the complications associated with the disease. To address this problem, we propose a deep learning-based approach to detect not only malaria parasites but also leukocytes to perform parasite/μL blood count. We used positive and negative images with parasites and leukocytes. We performed data augmentation to increase the size of the dataset. The YOLOv8 algorithm was used for model training and using the counting formula the parasites were counted. The results showed the ability of the model to detect parasites and leukocytes with 95% and 98% accuracy, respectively. The time spent by the model to report parasitemia is significantly less than the time spent by malaria experts. This type of system would be supportive for areas with poor access to health care. We recommend validation of such approaches on a large scale in health institutions.
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Affiliation(s)
- Kenia Hoyos
- Human Clinical Laboratory, Social Health Clinic, Sincelejo 700001, Colombia;
| | - William Hoyos
- Sustainable and Intelligent Engineering Research Group, Cooperative University of Colombia, Montería 230002, Colombia
- R&D&I in ICT, EAFIT University, Medellín 050022, Colombia
- Microbiological and Biomedical Research Group of Cordoba, University of Córdoba, Montería 230002, Colombia
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2
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Ansah F, Nyame K, Laryea R, Owusu R, Amon D, Boyetey MJB, Ayeke D, Razak N, Kornu VE, Ashitei S, Owusu-Appiah C, Chirawurah JD, Abugri J, Aniweh Y, Opoku N, Sutherland CJ, Binka FN, Kweku M, Awandare GA, Dinko B. The temporal dynamics of Plasmodium species infection after artemisinin-based combination therapy (ACT) among asymptomatic children in the Hohoe municipality, Ghana. Malar J 2023; 22:271. [PMID: 37710288 PMCID: PMC10500816 DOI: 10.1186/s12936-023-04712-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Accepted: 09/11/2023] [Indexed: 09/16/2023] Open
Abstract
BACKGROUND The routine surveillance of asymptomatic malaria using nucleic acid-based amplification tests is essential in obtaining reliable data that would inform malaria policy formulation and the implementation of appropriate control measures. METHODS In this study, the prevalence rate and the dynamics of Plasmodium species among asymptomatic children (n = 1697) under 5 years from 30 communities within the Hohoe municipality in Ghana were determined. RESULTS AND DISCUSSION The observed prevalence of Plasmodium parasite infection by polymerase chain reaction (PCR) was 33.6% (571/1697), which was significantly higher compared to that obtained by microscopy [26.6% (451/1697)] (P < 0.0001). Based on species-specific analysis by nested PCR, Plasmodium falciparum infection [33.6% (570/1697)] was dominant, with Plasmodium malariae, Plasmodium ovale and Plasmodium vivax infections accounting for 0.1% (1/1697), 0.0% (0/1697), and 0.0% (0/1697), respectively. The prevalence of P. falciparum infection among the 30 communities ranged from 0.0 to 82.5%. Following artesunate-amodiaquine (AS + AQ, 25 mg/kg) treatment of a sub-population of the participants (n = 184), there was a substantial reduction in Plasmodium parasite prevalence by 100% and 79.2% on day 7 based on microscopy and nested PCR analysis, respectively. However, there was an increase in parasite prevalence from day 14 to day 42, with a subsequent decline on day 70 by both microscopy and nested PCR. For parasite clearance rate analysis, we found a significant proportion of the participants harbouring residual Plasmodium parasites or parasite genomic DNA on day 1 [65.0% (13/20)], day 2 [65.0% (13/20)] and day 3 [60.0% (12/20)] after initiating treatment. Of note, gametocyte carriage among participants was low before and after treatment. CONCLUSION Taken together, the results indicate that a significant number of individuals could harbour residual Plasmodium parasites or parasite genomic DNA after treatment. The study demonstrates the importance of routine surveillance of asymptomatic malaria using sensitive nucleic acid-based amplification techniques.
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Affiliation(s)
- Felix Ansah
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
- Department of Biochemistry, Cell and Molecular Biology, College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
| | - Kwamina Nyame
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
- Department of Biochemistry, Cell and Molecular Biology, College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
| | - Rukaya Laryea
- Department of Epidemiology and Biostatistics, Fred Newton Binka School of Public Health, University of Health and Allied Sciences, Hohoe, Ghana
| | - Richard Owusu
- Department of Epidemiology and Biostatistics, Fred Newton Binka School of Public Health, University of Health and Allied Sciences, Hohoe, Ghana
| | - Denick Amon
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
| | - Mark-Jefferson Buer Boyetey
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
| | - Dzidzor Ayeke
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
| | - Nasibatu Razak
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
| | - Victor E Kornu
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
| | - Sarah Ashitei
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
| | - Caleb Owusu-Appiah
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
| | - Jersley D Chirawurah
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
- Department of Biochemistry, Cell and Molecular Biology, College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
| | - James Abugri
- Department of Biochemistry and Forensic Sciences, School of Chemical and Biochemical Sciences, C. K. Tedam University of Technology and Applied Sciences, Navrongo, Ghana
| | - Yaw Aniweh
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
| | - Nicholas Opoku
- Department of Epidemiology and Biostatistics, Fred Newton Binka School of Public Health, University of Health and Allied Sciences, Hohoe, Ghana
| | - Colin J Sutherland
- Department of Infection Biology, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK
| | - Fred N Binka
- Department of Epidemiology and Biostatistics, Fred Newton Binka School of Public Health, University of Health and Allied Sciences, Hohoe, Ghana
| | - Margaret Kweku
- Department of Epidemiology and Biostatistics, Fred Newton Binka School of Public Health, University of Health and Allied Sciences, Hohoe, Ghana
| | - Gordon A Awandare
- West African Centre for Cell Biology of Infectious Pathogens (WACCBIP), College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
- Department of Biochemistry, Cell and Molecular Biology, College of Basic and Applied Sciences, University of Ghana, Legon, Accra, Ghana
| | - Bismarck Dinko
- Department of Infection Biology, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, UK.
- Department of Biomedical Sciences, School of Basic and Biomedical Sciences, University of Health and Allied Sciences, Ho, Ghana.
- Department of Clinical Microbiology, School of Medicine and Dentistry College of Health Sciences, Kwame Nkrumah University of Science and Technology, Kumasi, Ashanti Region, Ghana.
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Oboh-Imafidon MA, Zimmerman PA. Plasmodium vivax in Sub-Saharan Africa: An Advancing Threat to Malaria Elimination? Am J Trop Med Hyg 2023; 109:497-498. [PMID: 37640286 PMCID: PMC10484284 DOI: 10.4269/ajtmh.23-0523] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2023] [Accepted: 08/07/2023] [Indexed: 08/31/2023] Open
Affiliation(s)
- Mary Aigbiremo Oboh-Imafidon
- Postdoctoral Research Fellow I, Malaria Population Biology, Disease Control and Elimination Theme, Medical Research Council, The Gambia Unit at London School of Hygiene and Tropical Medicine, Serrekunda, Gambia
| | - Peter A. Zimmerman
- Professor of International Health, Genetics and Biology, The Center for Global Health & Diseases, Case Western Reserve University, Cleveland, Ohio
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Yu Z, Li Y, Deng L, Luo B, Wu P, Geng D. A high-performance cell-phone based polarized microscope for malaria diagnosis. J Biophotonics 2023; 16:e202200290. [PMID: 36541739 DOI: 10.1002/jbio.202200290] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 11/09/2022] [Accepted: 12/08/2022] [Indexed: 05/17/2023]
Abstract
We present a cell-phone based polarized microscope for diagnosing malaria through hemozoin recognition over a wide field-of-view (FOV) accompanied with decent image performance. The system is constructed based on attachment method using a lens assembly as objective, two mobile phones and two linear polarizers. A ~0.92 μm resolution across a FOV of ~3.27 mm × 3.27 mm with high imaging quality is realized, demonstrating an increased resolving power, four times improvement in FOV and better imaging quality over mobile-optical-polarization imaging device. Importantly, we also demonstrate it has capability of recognizing hemozoin within the sample for malaria diagnosis by imaging malaria-infected blood samples with similar sensitivity comparable to Leica microscopy. It is more compact, portable, and insensitive to alignment, making it highly suitable for malaria detection in a portable, easy to setup and use way in low-resource areas.
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Affiliation(s)
- Zhenfang Yu
- Analysis and Test Center of Sichuan Province, Chengdu, China
- Scientific Equipments Company of Sichuan Province, Chengdu, China
| | - Yunfei Li
- Analysis and Test Center of Sichuan Province, Chengdu, China
- Scientific Equipments Company of Sichuan Province, Chengdu, China
| | - Lin Deng
- Analysis and Test Center of Sichuan Province, Chengdu, China
| | - Bing Luo
- Analysis and Test Center of Sichuan Province, Chengdu, China
| | - Pinghui Wu
- College of Physics & Information Engineering, Quanzhou Normal University, QuanZhou, China
| | - Dongxian Geng
- Analysis and Test Center of Sichuan Province, Chengdu, China
- Scientific Equipments Company of Sichuan Province, Chengdu, China
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Nundu SS, Simpson SV, Arima H, Muyembe J, Mita T, Ahuka S, Yamamoto T. It Is Time to Strengthen the Malaria Control Policy of the Democratic Republic of Congo and Include Schools and School-Age Children in Malaria Control Measures. Pathogens 2022; 11:729. [PMID: 35889975 PMCID: PMC9315856 DOI: 10.3390/pathogens11070729] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2022] [Revised: 06/22/2022] [Accepted: 06/24/2022] [Indexed: 02/04/2023] Open
Abstract
Despite a decade of sustained malaria control, malaria remains a serious public health problem in the Democratic Republic of Congo (DRC). Children under five years of age and school-age children aged 5–15 years remain at high risk of symptomatic and asymptomatic malaria infections. The World Health Organization’s malaria control, elimination, and eradication recommendations are still only partially implemented in DRC. For better malaria control and eventual elimination, the integration of all individuals into the national malaria control programme will strengthen malaria control and elimination strategies in the country. Thus, inclusion of schools and school-age children in DRC malaria control interventions is needed.
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Nundu SS, Arima H, Simpson SV, Chitama BYA, Munyeku YB, Muyembe JJ, Mita T, Ahuka S, Culleton R, Yamamoto T. Low prevalence of Plasmodium falciparum parasites lacking pfhrp2/3 genes among asymptomatic and symptomatic school-age children in Kinshasa, Democratic Republic of Congo. Malar J 2022; 21:126. [PMID: 35439987 PMCID: PMC9020024 DOI: 10.1186/s12936-022-04153-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2021] [Accepted: 04/06/2022] [Indexed: 11/26/2022] Open
Abstract
Background Loss of efficacy of diagnostic tests may lead to untreated or mistreated malaria cases, compromising case management and control. There is an increasing reliance on rapid diagnostic tests (RDTs) for malaria diagnosis, with the most widely used of these targeting the Plasmodium falciparum histidine-rich protein 2 (PfHRP2). There are numerous reports of the deletion of this gene in P. falciparum parasites in some populations, rendering them undetectable by PfHRP2 RDTs. The aim of this study was to identify P. falciparum parasites lacking the P. falciparum histidine rich protein 2 and 3 genes (pfhrp2/3) isolated from asymptomatic and symptomatic school-age children in Kinshasa, Democratic Republic of Congo. Methods The performance of PfHRP2-based RDTs in comparison to microscopy and PCR was assessed using blood samples collected and spotted on Whatman 903™ filter papers between October and November 2019 from school-age children aged 6–14 years. PCR was then used to identify parasite isolates lacking pfhrp2/3 genes. Results Among asymptomatic malaria carriers (N = 266), 49%, 65%, and 70% were microscopy, PfHRP2_RDT, and pfldh-qPCR positive, respectively. The sensitivity and specificity of RDTs compared to PCR were 80% and 70% while the sensitivity and specificity of RDTs compared to microscopy were 92% and 60%, respectively. Among symptomatic malaria carriers (N = 196), 62%, 67%, and 87% were microscopy, PfHRP2-based RDT, pfldh-qPCR and positive, respectively. The sensitivity and specificity of RDTs compared to PCR were 75% and 88%, whereas the sensitivity and specificity of RDTs compared to microscopy were 93% and 77%, respectively. Of 173 samples with sufficient DNA for PCR amplification of pfhrp2/3, deletions of pfhrp2 and pfhrp3 were identified in 2% and 1%, respectively. Three (4%) of samples harboured deletions of the pfhrp2 gene in asymptomatic parasite carriers and one (1%) isolate lacked the pfhrp3 gene among symptomatic parasite carriers in the RDT positive subgroup. No parasites lacking the pfhrp2/3 genes were found in the RDT negative subgroup. Conclusion Plasmodium falciparum histidine-rich protein 2/3 gene deletions are uncommon in the surveyed population, and do not result in diagnostic failure. The use of rigorous PCR methods to identify pfhrp2/3 gene deletions is encouraged in order to minimize the overestimation of their prevalence. Supplementary Information The online version contains supplementary material available at 10.1186/s12936-022-04153-2.
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Affiliation(s)
- Sabin S Nundu
- Programme for Nurturing Global Leaders in Tropical and Emerging Communicable Diseases, Graduate School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan. .,Department of International Health and Medical Anthropology, Institute of Tropical Medicine, Nagasaki University, Nagasaki, Japan. .,Institut National de Recherche Biomédicale, Kinshasa, Democratic Republic of Congo.
| | - Hiroaki Arima
- Department of International Health and Medical Anthropology, Institute of Tropical Medicine, Nagasaki University, Nagasaki, Japan
| | - Shirley V Simpson
- Programme for Nurturing Global Leaders in Tropical and Emerging Communicable Diseases, Graduate School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan.,Department of International Health and Medical Anthropology, Institute of Tropical Medicine, Nagasaki University, Nagasaki, Japan
| | - Ben-Yeddy Abel Chitama
- Department of Protozoology, Institute of Tropical Medicine, Nagasaki University, Nagasaki, Japan
| | - Yannick Bazitama Munyeku
- Division of Global Epidemiology, International Institute for Zoonosis Control, Hokkaido University, Sapporo, Japan
| | - Jean-Jacques Muyembe
- Institut National de Recherche Biomédicale, Kinshasa, Democratic Republic of Congo
| | - Toshihiro Mita
- Department of Tropical Medicine and Parasitology, Faculty of Medicine, Juntendo University, Tokyo, Japan
| | - Steve Ahuka
- Institut National de Recherche Biomédicale, Kinshasa, Democratic Republic of Congo
| | - Richard Culleton
- Department of Protozoology, Institute of Tropical Medicine, Nagasaki University, Nagasaki, Japan. .,Division of Molecular Parasitology, Proteo-Science Center, Ehime University, Ehime, Japan.
| | - Taro Yamamoto
- Programme for Nurturing Global Leaders in Tropical and Emerging Communicable Diseases, Graduate School of Biomedical Sciences, Nagasaki University, Nagasaki, Japan.,Department of International Health and Medical Anthropology, Institute of Tropical Medicine, Nagasaki University, Nagasaki, Japan
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7
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Dembele L, Diallo N, Sogore F, Diarra B, Ballo FI, Daou A, Diakite O, Bare Y, Sangare CPO, Haidara AS, Diakite SAS, Niangaly A, Diakite M, Campo B, Awandare GA, Aniweh Y, Djimde AA. Ex Vivo Plasmodium malariae Culture Method for Antimalarial Drugs Screen in the Field. ACS Infect Dis 2021; 7:3025-3033. [PMID: 34711047 PMCID: PMC9974065 DOI: 10.1021/acsinfecdis.1c00262] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
In vitro and ex vivo cultivation of Plasmodium (P) falciparum has facilitated active research into the malaria parasite toward the quest for basic knowledge and the discovery of effective drug treatments. Such a drug discovery program is currently difficult for P. malariae simply because of the absence of in vitro and ex vivo cultivation system for its asexual blood stages supporting antimalarial evaluation. Despite availability of artemisinin combination therapies effective on P. falciparum, P. malariae is being increasingly detected in malaria endemic countries. P. malariae is responsible for chronic infections and is associated with a high burden of anemia and morbidity. Here, we optimized and adapted ex vivo conditions under which P. malariae can be cultured and used for screening antimalarial drugs. Subsequently, this enabled us to test compounds such as artemether, chloroquine, lumefantrine, and quinine for ex vivo antimalarial activity against P. malariae.
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Affiliation(s)
- Laurent Dembele
- Faculté
de Pharmacie, Malaria Research and Training Center (MRTC), Université des Sciences des Techniques et des
Technologies de Bamako, Point G, Postal Box 1805, Bamako, Mali,
| | - Nouhoum Diallo
- Faculté
de Pharmacie, Malaria Research and Training Center (MRTC), Université des Sciences des Techniques et des
Technologies de Bamako, Point G, Postal Box 1805, Bamako, Mali
| | - Fanta Sogore
- Faculté
de Pharmacie, Malaria Research and Training Center (MRTC), Université des Sciences des Techniques et des
Technologies de Bamako, Point G, Postal Box 1805, Bamako, Mali
| | - Bintou Diarra
- Faculté
de Pharmacie, Malaria Research and Training Center (MRTC), Université des Sciences des Techniques et des
Technologies de Bamako, Point G, Postal Box 1805, Bamako, Mali
| | - Fatoumata I. Ballo
- Faculté
de Pharmacie, Malaria Research and Training Center (MRTC), Université des Sciences des Techniques et des
Technologies de Bamako, Point G, Postal Box 1805, Bamako, Mali
| | - Amadou Daou
- Faculté
de Pharmacie, Malaria Research and Training Center (MRTC), Université des Sciences des Techniques et des
Technologies de Bamako, Point G, Postal Box 1805, Bamako, Mali
| | - Ousmaila Diakite
- Faculté
de Pharmacie, Malaria Research and Training Center (MRTC), Université des Sciences des Techniques et des
Technologies de Bamako, Point G, Postal Box 1805, Bamako, Mali
| | - Yacouba Bare
- Faculté
de Pharmacie, Malaria Research and Training Center (MRTC), Université des Sciences des Techniques et des
Technologies de Bamako, Point G, Postal Box 1805, Bamako, Mali
| | - Cheick Papa Oumar Sangare
- Faculté
de Pharmacie, Malaria Research and Training Center (MRTC), Université des Sciences des Techniques et des
Technologies de Bamako, Point G, Postal Box 1805, Bamako, Mali
| | - Aboubecrin Sedhigh Haidara
- Faculté
de Pharmacie, Malaria Research and Training Center (MRTC), Université des Sciences des Techniques et des
Technologies de Bamako, Point G, Postal Box 1805, Bamako, Mali
| | - Seidina A. S. Diakite
- Faculté
de Pharmacie, Malaria Research and Training Center (MRTC), Université des Sciences des Techniques et des
Technologies de Bamako, Point G, Postal Box 1805, Bamako, Mali
| | - Amadou Niangaly
- Faculté
de Pharmacie, Malaria Research and Training Center (MRTC), Université des Sciences des Techniques et des
Technologies de Bamako, Point G, Postal Box 1805, Bamako, Mali
| | - Mahamadou Diakite
- Faculté
de Pharmacie, Malaria Research and Training Center (MRTC), Université des Sciences des Techniques et des
Technologies de Bamako, Point G, Postal Box 1805, Bamako, Mali
| | - Brice Campo
- Medicines
for Malaria Venture (MMV), ICC Building Entrance G Third Floor Route de Pré-Bois 20 Postal Box 1826 CH-1215 Geneva
15 Switzerland
| | - Gordon A. Awandare
- West
African Centre for Cell Biology of Infectious Pathogens (WACCBIP),
Department of Biochemistry, Cell and Molecular Biology, College of
Basic and Applied Sciences, University of
Ghana, LG 54 Legon, Accra, Ghana
| | - Yaw Aniweh
- West
African Centre for Cell Biology of Infectious Pathogens (WACCBIP),
Department of Biochemistry, Cell and Molecular Biology, College of
Basic and Applied Sciences, University of
Ghana, LG 54 Legon, Accra, Ghana
| | - Abdoulaye A. Djimde
- Faculté
de Pharmacie, Malaria Research and Training Center (MRTC), Université des Sciences des Techniques et des
Technologies de Bamako, Point G, Postal Box 1805, Bamako, Mali,
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Thorne N, Flores-Olazo L, Egoávil-Espejo R, Vela EA, Noel J, Valdivia-Silva J, van Noort D. Systematic Review: Microfluidics and Plasmodium. Micromachines (Basel) 2021; 12:mi12101245. [PMID: 34683295 PMCID: PMC8538353 DOI: 10.3390/mi12101245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/10/2021] [Revised: 10/02/2021] [Accepted: 10/04/2021] [Indexed: 11/23/2022]
Abstract
Malaria affects 228 million people worldwide each year, causing severe disease and worsening the conditions of already vulnerable populations. In this review, we explore how malaria has been detected in the past and how it can be detected in the future. Our primary focus is on finding new directions for low-cost diagnostic methods that unspecialized personnel can apply in situ. Through this review, we show that microfluidic devices can help pre-concentrate samples of blood infected with malaria to facilitate the diagnosis. Importantly, these devices can be made cheaply and be readily deployed in remote locations.
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Affiliation(s)
- Nicolas Thorne
- Centro de Investigación en Bioingeniería, Universidad de Ingenieria y Tecnologia (UTEC), 15063 Lima, Peru; (L.F.-O.); (R.E.-E.); (E.A.V.); (J.N.); (J.V.-S.)
- Correspondence: (N.T.); (D.v.N.)
| | - Luis Flores-Olazo
- Centro de Investigación en Bioingeniería, Universidad de Ingenieria y Tecnologia (UTEC), 15063 Lima, Peru; (L.F.-O.); (R.E.-E.); (E.A.V.); (J.N.); (J.V.-S.)
| | - Rocío Egoávil-Espejo
- Centro de Investigación en Bioingeniería, Universidad de Ingenieria y Tecnologia (UTEC), 15063 Lima, Peru; (L.F.-O.); (R.E.-E.); (E.A.V.); (J.N.); (J.V.-S.)
| | - Emir A. Vela
- Centro de Investigación en Bioingeniería, Universidad de Ingenieria y Tecnologia (UTEC), 15063 Lima, Peru; (L.F.-O.); (R.E.-E.); (E.A.V.); (J.N.); (J.V.-S.)
- Department of Mechanical Engineering, Universidad de Ingenieria y Tecnologia (UTEC), 15063 Lima, Peru
| | - Julien Noel
- Centro de Investigación en Bioingeniería, Universidad de Ingenieria y Tecnologia (UTEC), 15063 Lima, Peru; (L.F.-O.); (R.E.-E.); (E.A.V.); (J.N.); (J.V.-S.)
- Department of Mechanical Engineering, Universidad de Ingenieria y Tecnologia (UTEC), 15063 Lima, Peru
| | - Julio Valdivia-Silva
- Centro de Investigación en Bioingeniería, Universidad de Ingenieria y Tecnologia (UTEC), 15063 Lima, Peru; (L.F.-O.); (R.E.-E.); (E.A.V.); (J.N.); (J.V.-S.)
| | - Danny van Noort
- Centro de Investigación en Bioingeniería, Universidad de Ingenieria y Tecnologia (UTEC), 15063 Lima, Peru; (L.F.-O.); (R.E.-E.); (E.A.V.); (J.N.); (J.V.-S.)
- Biotechnology, Linköping University, 581 83 Linköping, Sweden
- Correspondence: (N.T.); (D.v.N.)
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Moodley B, Chinorumba A, Hamman C, Matamba A, Sikaala CH, Kleinschmidt I, Frean J. Improving the quality of malaria diagnosis in southern Africa through the development of a regional malaria slide bank. Malar J 2021; 20:365. [PMID: 34496850 PMCID: PMC8424146 DOI: 10.1186/s12936-021-03899-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Accepted: 08/28/2021] [Indexed: 11/15/2022] Open
Abstract
Background A malaria slide bank (MSB) is a useful asset for any malaria microscopy testing laboratory to have access to. However, it is not feasible for every country to have its own MSB. If countries are able to pool their resources, a regional MSB is a viable solution. This paper describes the methodology, costing and lessons learnt of establishing and maintaining an MSB over a 3-year period, for a Southern Africa Development Community region. Methods A national reference laboratory in South Africa was granted funding for setting up the MSB; it possessed experienced staff and suitable resources. Two additional full-time personnel were employed to carry out the activities of this project. Strict protocols for donor/patient blood sample screening, smear preparation, mass staining, quality control and slide validation were followed. Slides from the MSB were used for training and proficiency testing purposes. The initial and recurrent yearly costs to set up and maintain the MSB were calculated. Results Over 35 months, 154 batches (26,623 slides) were prepared; the majority were Plasmodium falciparum. Ninety-two percent (141/154) of batches passed internal quality control, and 89% (93/104) passed external validation. From these slides, two training slide sets and six proficiency testing slide sets were sent out. The initial year’s cost to establish an MSB was calculated at approximately $165,000, and the recurrent year-on-year cost was $130,000. Conclusions The key components for maintaining a high-quality MSB are consistent funding, competent staff and adherence to standardized protocols. Travel to malaria-endemic areas for access to non-falciparum malaria species, and dilution of P. falciparum blood to desired parasite densities, are extremely useful to ensure variety. The MSB created here supported multiple laboratories in eight countries, and has the potential to expand. Supplementary Information The online version contains supplementary material available at 10.1186/s12936-021-03899-5.
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Affiliation(s)
- Bhavani Moodley
- Centre for Emerging Zoonotic and Parasitic Infections, National Institute for Communicable Diseases, Johannesburg, South Africa.
| | | | - Cheryl Hamman
- Centre for Emerging Zoonotic and Parasitic Infections, National Institute for Communicable Diseases, Johannesburg, South Africa
| | - Avhatakali Matamba
- Centre for Emerging Zoonotic and Parasitic Infections, National Institute for Communicable Diseases, Johannesburg, South Africa
| | | | - Immo Kleinschmidt
- SADC Malaria Elimination Eight Secretariat, Windhoek, Namibia.,Wits Research Institute for Malaria, School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa.,MRC International Statistics and Epidemiology Group, Department of Infectious Disease Epidemiology, London School of Hygiene & Tropical Medicine, London, UK
| | - John Frean
- Centre for Emerging Zoonotic and Parasitic Infections, National Institute for Communicable Diseases, Johannesburg, South Africa.,Wits Research Institute for Malaria, School of Pathology, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa
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Dogbevi KS, Gordon P, Branan KL, Ngo BKD, Kiefer KB, Mertens-Talcott SU, Grunlan MA, Coté GL. Brightfield and fluorescence in-channel staining of thin blood smears generated in a pumpless microfluidic. Anal Methods 2021; 13:2238-2247. [PMID: 33929476 DOI: 10.1039/d1ay00195g] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Effective staining of peripheral blood smears by increasing contrast of intracellular components and biomarkers is essential for the accurate characterization, diagnosis, and monitoring of various diseases such as malaria. To assess the potential for automation of stained whole human blood smears at the point-of-care (POC), brightfield and fluorescence staining protocols were adapted for smears generated in channels of pumpless microchannels and compared to a standard glass smear. A 3× concentration Giemsa brightfield staining solutions (10, 33, and 50% dilution), and Acridine Orange fluorescence staining solutions (12 μg mL-1) were evaluated with human blood smears containing malaria parasites within a microfluidic channel. Giemsa staining at 33% dilution showed an optimal combination of contrast and preservation of cellular morphology, while 50% dilutions showed significant cellular crenation and 10% dilutions did not show desired contrast in brightfield imaging. Fluorescence staining at 12 μg mL-1 using Acridine Orange showed clear separability between the fluorescent intensities of the malaria parasites and that of the red blood cells (RBCs) and background. However, compared to glass smears, these exhibited reduced signal intensity as well as inverted contrast of RBCs and background. These results demonstrate that peripheral thin blood smears generated in pumpless microfluidic can be successfully stained in-channel with a simple, one-step procedure to permit brightfield and fluorescence imaging.
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Affiliation(s)
- Kokou S Dogbevi
- Department of Biomedical Engineering, Texas A&M University, College Station, TX 77843, USA.
| | - Paul Gordon
- Department of Biomedical Engineering, Texas A&M University, College Station, TX 77843, USA.
| | - Kimberly L Branan
- Department of Biomedical Engineering, Texas A&M University, College Station, TX 77843, USA.
| | - Bryan Khai D Ngo
- Department of Biomedical Engineering, Texas A&M University, College Station, TX 77843, USA.
| | - Kevin B Kiefer
- Department of Nutrition and Food Science, Texas A&M University, College Station, TX 77843, USA
| | | | - Melissa A Grunlan
- Department of Biomedical Engineering, Texas A&M University, College Station, TX 77843, USA. and Department of Materials Science & Engineering, Texas A&M University, College Station, TX 77843, USA and Department of Chemistry, Texas A&M University, College Station, TX 77843, USA and Center for Remote Health Technologies & Systems, Texas A&M University, College Station, TX 77843, USA
| | - Gerard L Coté
- Department of Biomedical Engineering, Texas A&M University, College Station, TX 77843, USA. and Center for Remote Health Technologies & Systems, Texas A&M University, College Station, TX 77843, USA
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Kavanaugh MJ, Azzam SE, Rockabrand DM. Malaria Rapid Diagnostic Tests: Literary Review and Recommendation for a Quality Assurance, Quality Control Algorithm. Diagnostics (Basel) 2021; 11:768. [PMID: 33922917 DOI: 10.3390/diagnostics11050768] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 04/20/2021] [Accepted: 04/21/2021] [Indexed: 01/24/2023] Open
Abstract
Malaria rapid diagnostic tests (RDTs) have had an enormous global impact which contributed to the World Health Organization paradigm shift from empiric treatment to obtaining a parasitological diagnosis prior to treatment. Microscopy, the classic standard, requires significant expertise, equipment, electricity, and reagents. Alternatively, RDT’s lower complexity allows utilization in austere environments while achieving similar sensitivities and specificities. Worldwide, there are over 200 different RDT brands that utilize three antigens: Plasmodium histidine-rich protein 2 (PfHRP-2), Plasmodium lactate dehydrogenase (pLDH), and Plasmodium aldolase (pALDO). pfHRP-2 is produced exclusively by Plasmodium falciparum and is very Pf sensitive, but an alternative antigen or antigen combination is required for regions like Asia with significant Plasmodium vivax prevalence. RDT sensitivity also decreases with low parasitemia (<100 parasites/uL), genetic variability, and prozone effect. Thus, proper RDT selection and understanding of test limitations are essential. The Center for Disease Control recommends confirming RDT results by microscopy, but this is challenging, due to the utilization of clinical laboratory standards, like the College of American Pathologists (CAP) and the Clinical Lab Improvement Act (CLIA), and limited recourses. Our focus is to provide quality assurance and quality control strategies for resource-constrained environments and provide education on RDT limitations.
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Gidey B, Nega D, Abera A, Abebe A, Mekasha S, Tasew G, Haile M, Dillu D, Mehari D, Assefa A, Liknew W, G/Tsadik A, Mohammed H, Woldie E, Getachew T, Ararso D, Yenealem D, Kebede A, Etana K, Kedida G, Solomon H, Tollera G, Woyessa A, Abate E. Mentorship on malaria microscopy diagnostic service in Ethiopia: baseline competency of microscopists and performance of health facilities. Malar J 2021; 20:115. [PMID: 33632208 PMCID: PMC7908686 DOI: 10.1186/s12936-021-03655-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 02/17/2021] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND In Ethiopia, malaria cases are declining as a result of proven interventions, and in 2017 the country launched a malaria elimination strategy in targeted settings. Accurate malaria diagnosis and prompt treatment are the key components of the strategy to prevent morbidity and stop the continuation of transmission. However, the quality of microscopic diagnosis in general is deteriorating as malaria burden declines. This study was carried out to evaluate the competency of microscopists and the performance of health facilities on malaria microscopic diagnosis. METHODS A cross-sectional study was conducted from 1 August to 30 September, 2019 in 9 regional states and one city administration. A standard checklist was used for on-site evaluation, archived patient slides were re-checked and proficiency of microscopists was tested using a WHO-certified set of slides from the national slide bank at the Ethiopian Public Health Institute (EPHI). The strength of agreement, sensitivity, specificity, and positive and negative predictive values were calculated. RESULTS In this study, 102 health facilities (84 health centres and 18 hospitals) were included, from which 202 laboratory professionals participated. In slide re-checking, moderate agreement (agreement (A): 76.0%; Kappa (K): 0.41) was observed between experts and microscopists on malaria detection in all health facilities. The sensitivity and specificity of routine slide reading and the re-checking results were 78.1 and 80.7%, respectively. Likewise, positive predictive value of 65.1% and negative predictive value of 88.8% were scored in the routine diagnosis. By panel testing, a substantial overall agreement (A: 91.8%; K: 0.79) was observed between microscopists and experts in detecting malaria parasites. The sensitivity and specificity in the detection of malaria parasites was 92.7 and 89.1%, respectively. In identifying species, a slight agreement (A: 57%; K: 0.18) was observed between microscopists and experts. CONCLUSION The study found significant false positive and false negative results in routine microscopy on slide re-checking of Plasmodium parasites. Moreover, reduced grade in parasite species identification was reported on the panel tests. Implementing comprehensive malaria microscopy mentorship, in-service training and supportive supervision are key strategies to improve the overall performance of health facilities in malaria microscopy.
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Affiliation(s)
- Bokretsion Gidey
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia.
| | - Desalegn Nega
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Adugna Abera
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Abnet Abebe
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Sindew Mekasha
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Geremew Tasew
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Mebrahtom Haile
- Federal Ministry of Health (FMoH), Sudan Street, PO Box 80002, Addis Ababa, Ethiopia
| | - Dereje Dillu
- Federal Ministry of Health (FMoH), Sudan Street, PO Box 80002, Addis Ababa, Ethiopia
| | - Degu Mehari
- Federal Ministry of Health (FMoH), Sudan Street, PO Box 80002, Addis Ababa, Ethiopia
| | - Ashenafi Assefa
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Wondimeneh Liknew
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Abeba G/Tsadik
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Hussien Mohammed
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Ermias Woldie
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Tsegaye Getachew
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Desalegn Ararso
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Dereje Yenealem
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Adisu Kebede
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Kebede Etana
- Federal Ministry of Health (FMoH), Sudan Street, PO Box 80002, Addis Ababa, Ethiopia
| | - Gizachew Kedida
- Ethiopian Medical Laboratory Associations (EMLA), Tewodros Square, PO Box: 4866, Addis Ababa, Ethiopia
| | - Hiwot Solomon
- Federal Ministry of Health (FMoH), Sudan Street, PO Box 80002, Addis Ababa, Ethiopia
| | - Getachew Tollera
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Adugna Woyessa
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
| | - Ebba Abate
- Ethiopian Public Health Institute (EPHI), Patriot Street, Gulele Subcity, PO Box 1242, Addis Ababa, Ethiopia
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GUN C, ALDİNC H, YAYLACİ S, USTUN C, BARBUR E. Importance of Clinical Suspicion in Rapid Diagnostic Test Negativity in Malaria: Two Case Reports. Journal of Emergency Medicine Case Reports 2020. [DOI: 10.33706/jemcr.777328] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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Jemere KA, Melaku MY, Jemeber TH, Abate MA. Performance evaluation of laboratory professionals on malaria microscopy at health facilities in Bahir Dar city administration, Northwest Ethiopia. PLoS One 2018; 13:e0203420. [PMID: 30335752 PMCID: PMC6193612 DOI: 10.1371/journal.pone.0203420] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2018] [Accepted: 08/21/2018] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND Microscopic diagnosis of Giemsa stained thick and thin blood films by skilled microscopists has remained the gold standard laboratory method for the diagnosis of malaria. However, there is a scarcity of qualified laboratory professionals for correctly diagnosing malaria using microscopy. The aim of this study was to evaluate the performance of laboratory professionals on malaria microscopy at health facilities in Bahir Dar city administration, Northwest Ethiopia. METHODS A cross-sectional study was conducted from January to March 2017 in Bahir Dar City. A total of 87 laboratory professionals participated in the selected health facilities, with a response rate of (100%). Standardized pre-validated slide panels and questionnaire were distributed to laboratory professionals by the principal investigator. The panel slides were comprised of 5 positives and 3 negative blood films. The laboratory professionals were requested to report the parasite density using semi-quantitative (+) and per micro-liter methods. Their performances of slide readings were compared with the experts' readings. Agreement in detecting malaria parasites between laboratory professionals and expert was estimated using the kappa score. RESULTS The overall sensitivity and specificity of the laboratory professionals in detecting malaria parasites were 83% and 97%, respectively. Similarly, positive predictive values of 98.1% and negative predictive values of 77.7% were reported. The percent agreement between laboratory professionals and expert microscopist in the detection of malaria parasites was 88.5% with a Kappa index of 0.78. Percent agreement in species identification and reporting of Pf/Pv mixed infections were 27.2% and 22.4%, respectively. About 62.2% of the laboratory professionals reported parasite density using semi-quantitative method. While none of them reported per micro-liter method. CONCLUSIONS The current study showed that laboratory professionals had good performance in parasite detection. However, poor performance was seen in both species identification and reporting of Pf/Pv mixed infections.
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Affiliation(s)
| | - Mulat Yimer Melaku
- Department of Medical Laboratory Sciences, School of Health Sciences, College of Medicine and Health Sciences, Bahir Dar University, Bahir Dar, Ethiopia
| | - Tadesse Hailu Jemeber
- Department of Medical Laboratory Sciences, School of Health Sciences, College of Medicine and Health Sciences, Bahir Dar University, Bahir Dar, Ethiopia
| | - Megbaru Alemu Abate
- Department of Medical Laboratory Sciences, School of Health Sciences, College of Medicine and Health Sciences, Bahir Dar University, Bahir Dar, Ethiopia
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Torres K, Bachman CM, Delahunt CB, Alarcon Baldeon J, Alava F, Gamboa Vilela D, Proux S, Mehanian C, McGuire SK, Thompson CM, Ostbye T, Hu L, Jaiswal MS, Hunt VM, Bell D. Automated microscopy for routine malaria diagnosis: a field comparison on Giemsa-stained blood films in Peru. Malar J 2018; 17:339. [PMID: 30253764 PMCID: PMC6157053 DOI: 10.1186/s12936-018-2493-0] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2018] [Accepted: 09/21/2018] [Indexed: 11/12/2022] Open
Abstract
Background Microscopic examination of Giemsa-stained blood films remains a major form of diagnosis in malaria case management, and is a reference standard for research. However, as with other visualization-based diagnoses, accuracy depends on individual technician performance, making standardization difficult and reliability poor. Automated image recognition based on machine-learning, utilizing convolutional neural networks, offers potential to overcome these drawbacks. A prototype digital microscope device employing an algorithm based on machine-learning, the Autoscope, was assessed for its potential in malaria microscopy. Autoscope was tested in the Iquitos region of Peru in 2016 at two peripheral health facilities, with routine microscopy and PCR as reference standards. The main outcome measures include sensitivity and specificity of diagnosis of malaria from Giemsa-stained blood films, using PCR as reference. Methods A cross-sectional, observational trial was conducted at two peripheral primary health facilities in Peru. 700 participants were enrolled with the criteria: (1) age between 5 and 75 years, (2) history of fever in the last 3 days or elevated temperature on admission, (3) informed consent. The main outcome measures included sensitivity and specificity of diagnosis of malaria from Giemsa-stained blood films, using PCR as reference. Results At the San Juan clinic, sensitivity of Autoscope for diagnosing malaria was 72% (95% CI 64–80%), and specificity was 85% (95% CI 79–90%). Microscopy performance was similar to Autoscope, with sensitivity 68% (95% CI 59–76%) and specificity 100% (95% CI 98–100%). At San Juan, 85% of prepared slides had a minimum of 600 WBCs imaged, thus meeting Autoscope’s design assumptions. At the second clinic, Santa Clara, the sensitivity of Autoscope was 52% (95% CI 44–60%) and specificity was 70% (95% CI 64–76%). Microscopy performance at Santa Clara was 42% (95% CI 34–51) and specificity was 97% (95% CI 94–99). Only 39% of slides from Santa Clara met Autoscope’s design assumptions regarding WBCs imaged. Conclusions Autoscope’s diagnostic performance was on par with routine microscopy when slides had adequate blood volume to meet its design assumptions, as represented by results from the San Juan clinic. Autoscope’s diagnostic performance was poorer than routine microscopy on slides from the Santa Clara clinic, which generated slides with lower blood volumes. Results of the study reflect both the potential for artificial intelligence to perform tasks currently conducted by highly-trained experts, and the challenges of replicating the adaptiveness of human thought processes. Electronic supplementary material The online version of this article (10.1186/s12936-018-2493-0) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Katherine Torres
- Universidad Peruana Cayetano Heredia, Laboratorio de Malaria, Laboratiorios de Investigacion y Dessarrollo, Facultad de Ciencias y Filosofia, Av. Honorio Delgado 430 SMP, Lima, Peru
| | | | | | - Jhonatan Alarcon Baldeon
- Universidad Peruana Cayetano Heredia, Laboratorio de Malaria, Laboratiorios de Investigacion y Dessarrollo, Facultad de Ciencias y Filosofia, Av. Honorio Delgado 430 SMP, Lima, Peru
| | - Freddy Alava
- Universidad Peruana Cayetano Heredia, Laboratorio de Malaria, Laboratiorios de Investigacion y Dessarrollo, Facultad de Ciencias y Filosofia, Av. Honorio Delgado 430 SMP, Lima, Peru
| | - Dionicia Gamboa Vilela
- Universidad Peruana Cayetano Heredia, Laboratorio de Malaria, Laboratiorios de Investigacion y Dessarrollo, Facultad de Ciencias y Filosofia, Av. Honorio Delgado 430 SMP, Lima, Peru
| | - Stephane Proux
- Shoklo Malaria Research Unit, Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Mae Sot, Thailand
| | - Courosh Mehanian
- Intellectual Ventures, 3150 139 AVE SE, Bellevue, WA, 98005, USA
| | - Shawn K McGuire
- Intellectual Ventures, 3150 139 AVE SE, Bellevue, WA, 98005, USA
| | - Clay M Thompson
- Intellectual Ventures, 3150 139 AVE SE, Bellevue, WA, 98005, USA
| | - Travis Ostbye
- Intellectual Ventures, 3150 139 AVE SE, Bellevue, WA, 98005, USA
| | - Liming Hu
- Intellectual Ventures, 3150 139 AVE SE, Bellevue, WA, 98005, USA
| | | | - Victoria M Hunt
- Intellectual Ventures, 3150 139 AVE SE, Bellevue, WA, 98005, USA
| | - David Bell
- Intellectual Ventures, 3150 139 AVE SE, Bellevue, WA, 98005, USA
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Florin L, Maelegheer K, Muyldermans A, Van Esbroeck M, Nulens E, Emmerechts J. Evaluation of the CellaVision DM96 advanced RBC application for screening and follow-up of malaria infection. Diagn Microbiol Infect Dis 2018; 90:253-6. [DOI: 10.1016/j.diagmicrobio.2017.12.002] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2017] [Revised: 11/15/2017] [Accepted: 12/02/2017] [Indexed: 12/16/2022]
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Diallo MA, Diongue K, Seck MC, Ndiaye M, Diallo I, Diedhiou Y, Ndiaye T, Ndiaye YD, Badiane AS, Ndiaye D. Quality control of malaria microscopy reveals misdiagnosed non-falciparum species and other microscopically detectable pathogens in Senegal. Ann Clin Microbiol Antimicrob 2018; 17:8. [PMID: 29544479 PMCID: PMC5853095 DOI: 10.1186/s12941-018-0261-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2017] [Accepted: 03/08/2018] [Indexed: 11/29/2022] Open
Abstract
Background In developing countries, malaria diagnosis relies on microscopy and rapid diagnostic tests. In Senegal, national malaria control program (NMCP) regularly conducts supervisory visits in health services where malaria microscopy is performed. In this study, expert microscopists assessed the performance of laboratory technicians in malaria microscopy. Methods The present external quality assessment (EQA) was conducted in three different areas of malaria transmission. Participants were laboratory technicians previously trained by NMCP on malaria microscopy. Stored read slides were randomly collected for blinded re-checking by expert microscopists. At the same time a set of 8 slides (3 positive P. falciparum and 5 negative slides) were submitted to participants for proficiency testing. Microscopists performance were evaluated on the basis of the errors rates on slide reading—high false positive (HFP), high false negative (HFN), low false positive (LFP) and low false negative (LFN)—and the calculation of their sensitivities and specificities relative to expert microscopy. Data were entered and analysed using Microsoft Excel software. Results A total of 450 stored slides were collected from 17 laboratories for re-checking. Eight laboratories scored 100% of correct reading. Only one major error was recorded (HFP). Six laboratories recorded LFN results: Borrelia, P. ovale, and low parasite densities (95 and 155 p/μl) were missed. Two P. falciparum slides were misidentified as P. malariae and one P. ovale slide as P. vivax. The overall sensitivities and specificities for all participants against expert microscopists were 97.8 and 98.2% respectively; Sensitivities and specificities of hospital microscopists (96.7 and 98.9%) were statistically similar to those of health centre microscopists (98.5 and 97.8% respectively) (p = 0.3993 and p = 0.9412 respectively). Overall, a very good agreement was noted with kappa value of 0.96 (CI95% 93.4–98.6%) relative to expert microscopy. Proficiency testing showed that among the 17 participants, 11 laboratories scored 100% of correct reading. Three LFN and four LFP results were recorded respectively. The P. falciparum slide with Maurer dots was misidentified as P. ovale in 1 centre and the same slide was misread as P. vivax in another centre; No major error (HFP or HFN) was noted. Conclusion EQA of malaria microscopy showed an overall good performance especially regarding P. falciparum detection. However, efforts need to be made addressing the ability to detect non-falciparum species and others endemic blood pathogens such as Borrelia. The further NMCP training sessions and evaluations should consider those aspects to expect high quality-assured capacity for malaria microscopy.
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Affiliation(s)
- Mamadou Alpha Diallo
- Laboratory of Parasitology and Mycology, Cheikh Anta Diop University, Avenue Cheikh Anta Diop, BP 5005 Fann, Dakar, Senegal.
| | - Khadim Diongue
- Laboratory of Parasitology and Mycology, Cheikh Anta Diop University, Avenue Cheikh Anta Diop, BP 5005 Fann, Dakar, Senegal
| | - Mame Cheikh Seck
- Laboratory of Parasitology and Mycology, Cheikh Anta Diop University, Avenue Cheikh Anta Diop, BP 5005 Fann, Dakar, Senegal
| | - Mouhamadou Ndiaye
- Laboratory of Parasitology and Mycology, Cheikh Anta Diop University, Avenue Cheikh Anta Diop, BP 5005 Fann, Dakar, Senegal
| | - Ibrahima Diallo
- National Malaria Control Program (NMCP), Rue Aimé Césaire, Fann Résidence, Dakar, Senegal
| | - Younouss Diedhiou
- Laboratory of Parasitology and Mycology, Cheikh Anta Diop University, Avenue Cheikh Anta Diop, BP 5005 Fann, Dakar, Senegal
| | - Tolla Ndiaye
- Laboratory of Parasitology and Mycology, Cheikh Anta Diop University, Avenue Cheikh Anta Diop, BP 5005 Fann, Dakar, Senegal
| | - Yaye Die Ndiaye
- Laboratory of Parasitology and Mycology, Cheikh Anta Diop University, Avenue Cheikh Anta Diop, BP 5005 Fann, Dakar, Senegal
| | - Aida Sadikh Badiane
- Laboratory of Parasitology and Mycology, Cheikh Anta Diop University, Avenue Cheikh Anta Diop, BP 5005 Fann, Dakar, Senegal
| | - Daouda Ndiaye
- Laboratory of Parasitology and Mycology, Cheikh Anta Diop University, Avenue Cheikh Anta Diop, BP 5005 Fann, Dakar, Senegal
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Pierrotti LC, Levi ME, Di Santi SM, Segurado AC, Petersen E. Malaria Disease Recommendations for Solid Organ Transplant Recipients and Donors. Transplantation 2018; 102:S16-26. [DOI: 10.1097/tp.0000000000002017] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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Parsel SM, Gustafson SA, Friedlander E, Shnyra AA, Adegbulu AJ, Liu Y, Parrish NM, Jamal SA, Lofthus E, Ayuk L, Awasom C, Henry CJ, McArthur CP. Malaria over-diagnosis in Cameroon: diagnostic accuracy of Fluorescence and Staining Technologies (FAST) Malaria Stain and LED microscopy versus Giemsa and bright field microscopy validated by polymerase chain reaction. Infect Dis Poverty 2017; 6:32. [PMID: 28372570 PMCID: PMC5379548 DOI: 10.1186/s40249-017-0251-0] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2016] [Accepted: 01/25/2017] [Indexed: 12/03/2022] Open
Abstract
Background Malaria is a major world health issue and its continued burden is due, in part, to difficulties in the diagnosis of the illness. The World Health Organization recommends confirmatory testing using microscopy-based techniques or rapid diagnostic tests (RDT) for all cases of suspected malaria. In regions where Plasmodium species are indigenous, there are multiple etiologies of fever leading to misdiagnoses, especially in populations where HIV is prevalent and children. To determine the frequency of malaria infection in febrile patients over an 8-month period at the Regional Hospital in Bamenda, Cameroon, we evaluated the clinical efficacy of the Flourescence and Staining Technology (FAST) Malaria stain and ParaLens AdvanceTM microscopy system (FM) and compared it with conventional bright field microscopy and Giemsa stain (GS). Methods Peripheral blood samples from 522 patients with a clinical diagnosis of “suspected malaria” were evaluated using GS and FM methods. A nested PCR assay was the gold standard to compare the two methods. PCR positivity, sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) were determined. Results Four hundred ninety nine samples were included in the final analysis. Of these, 30 were positive via PCR (6.01%) with a mean PPV of 19.62% and 27.99% for GS and FM, respectively. The mean NPV was 95.01% and 95.28% for GS and FM, respectively. Sensitivity was 26.67% in both groups and specificity was 92.78% and 96.21% for GS and FM, respectively. An increased level of diagnostic discrepancy was observed between technicians based upon skill level using GS, which was not seen with FM. Conclusions The frequency of malarial infections confirmed via PCR among patients presenting with fever and other symptoms of malaria was dramatically lower than that anticipated based upon physicians’ clinical suspicions. A correlation between technician skill and accuracy of malaria diagnosis using GS was observed that was less pronounced using FM. Additionally, FM increased the specificity and improved the PPV, suggesting this relatively low cost approach could be useful in resource-limited environments. Anecdotally, physicians were reluctant to not treat all patients symptomatically before results were known and in spite of a negative microscopic diagnosis, highlighting the need for further physician education to avoid this practice of overtreatment. A larger study in an area with a known high prevalence is being planned to compare the two microscopy methods against available RDTs. Electronic supplementary material The online version of this article (doi:10.1186/s40249-017-0251-0) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Sean M Parsel
- Department of Pathology, Kansas City University of Medicine and Biosciences, 1750 Independence Ave, Kansas, MO, 64106, USA. .,Department of Otolaryngology, Tulane University School of Medicine, 1430 Tulane Ave, New Orleans, LA, 70115, USA.
| | - Steven A Gustafson
- Department of Pathology, Kansas City University of Medicine and Biosciences, 1750 Independence Ave, Kansas, MO, 64106, USA
| | - Edward Friedlander
- Department of Pathology, Kansas City University of Medicine and Biosciences, 1750 Independence Ave, Kansas, MO, 64106, USA
| | - Alexander A Shnyra
- Department of Pharmacology and Microbiology, Kansas City University of Medicine and Biosciences, 1750 Independence Ave, Kansas, MO, 64106, USA
| | | | - Ying Liu
- Department of Biostatistics and Epidemiology, East Tennessee State University, P.O. Box 70259, Johnson, TN, 37614, USA
| | - Nicole M Parrish
- Department of Pathology, Division of Microbiology, Johns Hopkins Medical Institute, Meyer B1-193, 600 North Wolfe Street, Baltimore, MD, 21287, USA
| | - Syed A Jamal
- Rockhurst University, 1100 Rockhurst Rd, Kansas, MO, 64110, USA
| | - Eve Lofthus
- University of Missouri-Kansas City, School of Dentistry, 650 E 25th Street, Kansas, MO, 64108, USA
| | - Leo Ayuk
- Cameroon Ministry of Health Regional Hospital, Bamenda, Cameroon
| | - Charles Awasom
- Cameroon Ministry of Health Regional Hospital, Bamenda, Cameroon
| | - Carolyn J Henry
- Department of Veterinary Medicine and Surgery, University of Missouri, 900 East Campus Drive, Columbia, MO, 65211, USA
| | - Carole P McArthur
- University of Missouri-Kansas City, School of Dentistry, 650 E 25th Street, Kansas, MO, 64108, USA
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Niño CH, Cubides JR, Camargo-Ayala PA, Rodríguez-Celis CA, Quiñones T, Cortés-Castillo MT, Sánchez-Suárez L, Sánchez R, Patarroyo ME, Patarroyo MA. Plasmodium malariae in the Colombian Amazon region: you don't diagnose what you don't suspect. Malar J 2016; 15:576. [PMID: 27899111 PMCID: PMC5129613 DOI: 10.1186/s12936-016-1629-3] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2016] [Accepted: 11/21/2016] [Indexed: 11/10/2022] Open
Abstract
Background Malaria is a worldwide public health problem; parasites from the genus Plasmodium spp. are the aetiological agent of this disease. The parasite is mainly diagnosed by microscope-based techniques. However, these have limited sensitivity. Many asymptomatic infections are sub-microscopic and can only be detected by molecular methods. This study was aimed at comparing nested PCR results to those obtained by microscope for diagnosing malaria and to present epidemiological data regarding malaria in Colombia’s Amazon department. Methods A total of 1392 blood samples (taken by venepuncture) from symptomatic patients in Colombia’s Amazon department were analysed in parallel by thick blood smear (TBS) test and nested PCR for determining Plasmodium spp. infection and identifying infecting species, such as Plasmodium vivax, Plasmodium malariae and/or Plasmodium falciparum. Descriptive statistics were used for comparing the results from both tests regarding detection of the disease, typing infecting species and their prevalence in the study region. Bearing the microscope assay in mind as gold standard, PCR diagnosis performance was evaluated by statistical indicators. Conclusion The present study revealed great differences between both diagnostic tests, as well as suggesting high P. malariae prevalence from a molecular perspective. This differed profoundly from previous studies in this region of Colombia, usually based on the TBS test, suggesting that diagnosis by conventional techniques could lead to underestimating the prevalence of certain Plasmodium spp. having high circulation in this area. The present results highlight the need for modifying state malaria surveillance schemes for more efficient strategies regarding the detection of this disease in endemic areas. The importance of PCR as a back-up test in cases of low parasitaemia or mixed infection is also highlighted. Electronic supplementary material The online version of this article (doi:10.1186/s12936-016-1629-3) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Carlos Hernando Niño
- Molecular Biology and Immunology Department, Fundación Instituto de Inmunología de Colombia (FIDIC), Cra. 50 # 26-20, Bogotá, Colombia
| | - Juan Ricardo Cubides
- Molecular Biology and Immunology Department, Fundación Instituto de Inmunología de Colombia (FIDIC), Cra. 50 # 26-20, Bogotá, Colombia
| | - Paola Andrea Camargo-Ayala
- Molecular Biology and Immunology Department, Fundación Instituto de Inmunología de Colombia (FIDIC), Cra. 50 # 26-20, Bogotá, Colombia
| | | | - Teódulo Quiñones
- Molecular Biology and Immunology Department, Fundación Instituto de Inmunología de Colombia (FIDIC), Cra. 50 # 26-20, Bogotá, Colombia
| | - Moisés Tomás Cortés-Castillo
- Molecular Biology and Immunology Department, Fundación Instituto de Inmunología de Colombia (FIDIC), Cra. 50 # 26-20, Bogotá, Colombia
| | - Lizeth Sánchez-Suárez
- Molecular Biology and Immunology Department, Fundación Instituto de Inmunología de Colombia (FIDIC), Cra. 50 # 26-20, Bogotá, Colombia
| | - Ricardo Sánchez
- Molecular Biology and Immunology Department, Fundación Instituto de Inmunología de Colombia (FIDIC), Cra. 50 # 26-20, Bogotá, Colombia.,School of Medicine, Universidad Nacional de Colombia, Avenida Carrera 30 # 45, Bogotá, Colombia
| | - Manuel Elkin Patarroyo
- Molecular Biology and Immunology Department, Fundación Instituto de Inmunología de Colombia (FIDIC), Cra. 50 # 26-20, Bogotá, Colombia.,School of Medicine, Universidad Nacional de Colombia, Avenida Carrera 30 # 45, Bogotá, Colombia
| | - Manuel Alfonso Patarroyo
- Molecular Biology and Immunology Department, Fundación Instituto de Inmunología de Colombia (FIDIC), Cra. 50 # 26-20, Bogotá, Colombia. .,School of Medicine and Health Sciences, Universidad del Rosario, Carrera 24#63C-69, Bogotá, Colombia.
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Abstract
PURPOSE OF REVIEW Limitations of blood smear microscopy contributed to failure of the 1950-1960s WHO Global Programme to Eliminate Malaria. All diagnostic methods encounter limits of detection (LOD) beyond which it will not be possible to identify infected individuals. When this occurs, it becomes difficult to continue evaluating progress of malaria elimination. The purpose of this review is to compare available diagnostic technologies, factors that underlie their LOD, and their potential roles related to the goal of elimination. RECENT FINDINGS Parasite-containing cells, parasite proteins, hemozoin, nucleic acids, and parasite-specific human antibodies are targets of diagnosis. Many studies report advantages of technologies to detect these diagnostic targets. Nucleic acid amplification tests and strategies for enriching capture of malaria diagnostic targets have consistently identified a parasite reservoir not detected by methods focused on the other biological targets. Exploiting magnetic properties of hemozoin may open new strategies for noninvasive malaria diagnosis. SUMMARY Microscopy and rapid diagnostic tests provide effective surveillance for malaria control. Strategies that detect a reservoir of submicroscopic infection must be developed and standardized to guide malaria elimination.
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Mukadi P, Lejon V, Barbé B, Gillet P, Nyembo C, Lukuka A, Likwela J, Lumbala C, Mbaruku J, Vander Veken W, Mumba D, Lutumba P, Muyembe JJ, Jacobs J. Performance of Microscopy for the Diagnosis of Malaria and Human African Trypanosomiasis by Diagnostic Laboratories in the Democratic Republic of the Congo: Results of a Nation-Wide External Quality Assessment. PLoS One 2016; 11:e0146450. [PMID: 26788725 DOI: 10.1371/journal.pone.0146450] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2015] [Accepted: 12/17/2015] [Indexed: 11/19/2022] Open
Abstract
The present External Quality Assessment (EQA) assessed microscopy of blood parasites among diagnostic laboratories in the Democratic Republic of the Congo. The EQA addressed 445 participants in 10/11 provinces (October 2013-April 2014). Participants were sent a panel of five slides and asked to return a routinely stained slide which was assessed for quality of preparation and staining. Response rate was 89.9% (400/445). For slide 1 (no parasites), 30.6% participants reported malaria, mostly Plasmodium falciparum. Only 11.0% participants reported slide 2 (Plasmodium malariae) correctly, 71.0% reported "malaria" or "Plasmodium falciparum" (considered acceptable). Slide 3 contained Plasmodium falciparum (109/μl) and Trypanosoma brucei brucei trypomastigotes: they were each reported by 32.5% and 16.5% participants respectively, 6.0% reported both. Slide 4 (Trypanosoma) was recognised by 44.9% participants. Slide 5 (Plasmodium ovale) was correctly reported by 6.2% participants, another 68.8% replied "malaria" or "Plasmodium falciparum" (considered acceptable). Only 13.6% of routine slides returned were correctly prepared and stained. The proportion of correct/acceptable scores for at least 4/5 slides was higher among EQA-experienced participants compared to first time participants (40.9% versus 22.4%, p = 0.001) and higher among those being trained < 2 years ago compared to those who were not (42.9% versus 26.3%, p = 0.01). Among diagnostic laboratories in Democratic Republic of the Congo, performance of blood parasite microscopy including non-falciparum species and Trypanosoma was poor. Recent training and previous EQA participation were associated with a better performance.
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Rapid Point-of-Care Diagnosis of Malaria and Dengue Infection. Mol Microbiol 2016. [DOI: 10.1128/9781555819071.ch42] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Luckett R, Mugizi R, Lopes S, Etossi RC, Allan R. The Role of Laboratory Supervision in Improving the Quality of Malaria Diagnosis: A Pilot Study in Huambo, Angola. Am J Trop Med Hyg 2015; 94:659-62. [PMID: 26711510 DOI: 10.4269/ajtmh.15-0598] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2015] [Accepted: 11/10/2015] [Indexed: 11/07/2022] Open
Abstract
In 2006, the Angolan National Malaria Control Program introduced clinical guidelines for malaria case management, which included diagnostic confirmation of malaria before administration of treatment; however, diagnostic practices were inconsistent and of unknown quality. In 2009, a laboratory supervision program was implemented in Huambo Province, with the goal of assessing and improving diagnosis of malaria within the confines of available in-country resources. Supervisions were carried out from 2009 to 2014 using a standardized supervision tool by national laboratory trainers. Data from the first supervision were compared with that from the final supervision. Over the study period, the number and level of training of laboratory technicians increased, and there was a nonstatistically significant trend toward improved laboratory conditions. There was a significant reduction in false-positive microscopy slide reading (P = 0.0133). Laboratory infrastructural capacity to diagnose other communicable diseases, including syphilis, human immunodeficiency virus and hepatitis B virus infections (P = 0.0012, 0.0233 and 0.0026, respectively), also improved significantly. Laboratory supervision for malaria diagnosis found significant areas for improvement, and in combination with concurrent capacity-building activities, it improved the diagnostic capacity for malaria and other diseases. Importantly, this study demonstrates that locally available resources can be used to improve the accuracy of malaria diagnosis.
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Affiliation(s)
- Rebecca Luckett
- Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, Massachusetts; The MENTOR Initiative Huambo, Angola and West Sussex, United Kingdom; Direccao Provincial de Saude, Ministerio de Saude, Huambo, Angola
| | - Rukaaka Mugizi
- Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, Massachusetts; The MENTOR Initiative Huambo, Angola and West Sussex, United Kingdom; Direccao Provincial de Saude, Ministerio de Saude, Huambo, Angola
| | - Sergio Lopes
- Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, Massachusetts; The MENTOR Initiative Huambo, Angola and West Sussex, United Kingdom; Direccao Provincial de Saude, Ministerio de Saude, Huambo, Angola
| | - R Cacilda Etossi
- Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, Massachusetts; The MENTOR Initiative Huambo, Angola and West Sussex, United Kingdom; Direccao Provincial de Saude, Ministerio de Saude, Huambo, Angola
| | - Richard Allan
- Beth Israel Deaconess Medical Center and Harvard Medical School, Boston, Massachusetts; The MENTOR Initiative Huambo, Angola and West Sussex, United Kingdom; Direccao Provincial de Saude, Ministerio de Saude, Huambo, Angola
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25
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Abstract
Malaria remains a major global health burden, and new methods for low-cost, high-sensitivity, diagnosis are essential, particularly in remote areas with low-resource around the world. In this paper, a cost effective, optical cell-phone based transmission polarized light microscope system is presented for imaging the malaria pigment known as hemozoin. It can be difficult to determine the presence of the pigment from background and other artifacts, even for skilled microscopy technicians. The pigment is much easier to observe using polarized light microscopy. However, implementation of polarized light microscopy lacks widespread adoption because the existing commercial devices have complicated designs, require sophisticated maintenance, tend to be bulky, can be expensive, and would require re-training for existing microscopy technicians. To this end, a high fidelity and high optical resolution cell-phone based polarized light microscopy system is presented which is comparable to larger bench-top polarized microscopy systems but at much lower cost and complexity. The detection of malaria in fixed and stained blood smears is presented using both, a conventional polarized microscope and our cell-phone based system. The cell-phone based polarimetric microscopy design shows the potential to have both the resolution and specificity to detect malaria in a low-cost, easy-to-use, modular platform.
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Affiliation(s)
- Casey W Pirnstill
- Department of Biomedical Engineering, Texas A&M University, College Station, TX 77843
| | - Gerard L Coté
- Department of Biomedical Engineering, Texas A&M University, College Station, TX 77843.,Center for Remote Health Technologies and Systems, Texas Engineering Experiment Station, College Station, TX 77843
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Rebelo M, Tempera C, Fernandes JF, Grobusch MP, Hänscheid T. Assessing anti-malarial drug effects ex vivo using the haemozoin detection assay. Malar J 2015; 14:140. [PMID: 25879757 PMCID: PMC4393616 DOI: 10.1186/s12936-015-0657-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2014] [Accepted: 03/17/2015] [Indexed: 11/20/2022] Open
Abstract
Background In vitro sensitivity assays are crucial to detect and monitor drug resistance. Plasmodium falciparum has developed resistance to almost all anti-malarial drugs. Although different in vitro drug assays are available, some of their inherent characteristics limit their application, especially in the field. A recently developed approach based on the flow cytometric detection of haemozoin (Hz) allowed reagent-free monitoring of parasite maturation and detection of drug effects in culture-adapted parasites. In this study, the set-up, performance and usefulness of this novel assay were investigated under field conditions in Gabon. Methods An existing flow cytometer (Cyflow Blue) was modified on site to detect light depolarization caused by Hz. Blood from malaria patients was incubated for 72 hrs with increasing concentrations of chloroquine, artesunate and artemisinin. The percentage of depolarizing red blood cells (RBC) was used as maturation indicator and measured at 24, 48 and 72 hrs of incubation to determine parasite growth and drug effects. Results The flow cytometer was easily adapted on site to detect light depolarization caused by Hz. Analysis of ex vivo cultures of parasites, obtained from blood samples of malaria patients, showed four different growth profiles. In 39/46 samples, 50% inhibitory concentrations (IC50) were successfully determined. IC50 values for chloroquine were higher than 200 nM in 70% of the samples, indicating the presence of chloroquine-resistant parasites. For artesunate and artemisinin, IC50 values ranged from 0.9 to 60 nM and from 2.2 nM to 124 nM, respectively, indicating fully sensitive parasites. Conclusion Flow cytometric detection of Hz allowed the detection of drug effects in blood samples from malaria patients, without using additional reagents or complex protocols. Adjustment of the initial parasitaemia was not required, which greatly simplifies the protocol, although it may lead to different IC50 values. Further investigation of set-up conditions of the Hz assay, as well as future studies in various settings should be performed to further determine the usefulness of this assay as a tool for rapid resistance testing in malaria-endemic countries.
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Affiliation(s)
- Maria Rebelo
- Instituto de Medicina Molecular, Faculdade de Medicina de Lisboa, Av Prof Egas Moniz, Lisbon, P-1649-028, Portugal. .,Centre de Recherches Médicales de Lambaréné - CERMEL, Albert Schweitzer Hospital, Lambaréné, Gabon.
| | - Carolina Tempera
- Instituto de Medicina Molecular, Faculdade de Medicina de Lisboa, Av Prof Egas Moniz, Lisbon, P-1649-028, Portugal.
| | - José F Fernandes
- Centre de Recherches Médicales de Lambaréné - CERMEL, Albert Schweitzer Hospital, Lambaréné, Gabon. .,Institut für Tropenmedizin, Universität Tübingen, Tübingen, Germany. .,Centre of Tropical Medicine and Travel Medicine, Amsterdam Medical Centre, University of Amsterdam, Amsterdam, The Netherlands.
| | - Martin P Grobusch
- Centre de Recherches Médicales de Lambaréné - CERMEL, Albert Schweitzer Hospital, Lambaréné, Gabon. .,Institut für Tropenmedizin, Universität Tübingen, Tübingen, Germany. .,Centre of Tropical Medicine and Travel Medicine, Amsterdam Medical Centre, University of Amsterdam, Amsterdam, The Netherlands.
| | - Thomas Hänscheid
- Instituto de Medicina Molecular, Faculdade de Medicina de Lisboa, Av Prof Egas Moniz, Lisbon, P-1649-028, Portugal. .,Centre de Recherches Médicales de Lambaréné - CERMEL, Albert Schweitzer Hospital, Lambaréné, Gabon. .,Instituto de Microbiologia, Faculdade de Medicina, Lisbon, Portugal.
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Ayalew F, Tilahun B, Taye B. Performance evaluation of laboratory professionals on malaria microscopy in Hawassa Town, Southern Ethiopia. BMC Res Notes 2014; 7:839. [PMID: 25422030 DOI: 10.1186/1756-0500-7-839] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2014] [Accepted: 11/18/2014] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Microscopic diagnosis of Giemsa stained thick and thin blood films by skilled microscopists has remained the standard laboratory method for the diagnosis of malaria. However, detection and identification of malaria parasites require well trained laboratory personnel.The objective of the study was to evaluate the performance of laboratory technologists and technicians in detecting and identifying malaria parasites in Hawassa town, Southern Ethiopia. METHODS A cross-sectional study design was employed among a total of 80 laboratory professionals working in public and private health facilities. A standardized pre-validated slide panel and questionnaires were distributed to laboratory professionals working at eleven health facilities in Hawassa town, Southern Ethiopia. The panels included ten slides for diagnosis, [slide1:P.falciparum, 104/μl; slide 2:P.falciparum, 53404/μl; slide 3 and 4: mixed infection (both P. falciparum and P. vivax); slide 5:P.vivax, 23503/μl; slide 6:P.vivax, 400/μl; and slides 7, 8, 9 and 10: negative slides]. Participants were asked to return the responses which were compared with expert microscopist. Agreement in detecting and identifying malaria parasites between participants and expert microscopists was estimated using the Kappa score. RESULTS The mean age of the participants was 27 (SD=4.1) years. More than half of the participants (56.9%) were female. Fourteen (19.4%) of the participants correctly reported all the ten distributed slides, whereas 58(80.6%) missed at least one slide. Overall, the sensitivity and specificity of participants in detection of malaria parasites were 82% and 96.5% respectively. The overall agreement between participants and reference readers on detection of malaria parasite was 88% (Kappa=0.76) while on identification of malaria species was 74.3% (kappa=0.63). Lower agreement on detection and identification of slides with low parasitic density and mixed infection were observed. Agreement was relatively lower for government health centers (69%; kappa=0.56). None of the participants reported parasitic load per micro liter method. CONCLUSION Agreement of the participants with expert microscopist in the detection of malaria parasites was better than agreement in the identification of different species of malaria. Poor agreement was reported in detection of parasites at a low density and mixed infections.
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Racsa LD, Gander RM, Southern PM, McElvania TeKippe E, Doern C, Luu HS. Detection of intracellular parasites by use of the CellaVision DM96 analyzer during routine screening of peripheral blood smears. J Clin Microbiol 2015; 53:167-71. [PMID: 25378575 DOI: 10.1128/JCM.01783-14] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Conventional microscopy is the gold standard for malaria diagnosis. The CellaVision DM96 is a digital hematology analyzer that utilizes neural networks to locate, digitize, and preclassify leukocytes and characterize red blood cell morphology. This study compared the detection rates of Plasmodium and Babesia species on peripheral blood smears utilizing the CellaVision DM96 with the rates for a routine red blood cell morphology scan. A total of 281 slides were analyzed, consisting of 130 slides positive for Plasmodium or Babesia species and 151 negative controls. Slides were blinded, randomized, and analyzed by CellaVision and microscopy for red cell morphology scans. The technologists were blinded to prior identification results. The parasite detection rate was 73% (95/130) for CellaVision and 81% (105/130) for microscopy for positive samples. The interobserver agreement between CellaVision and microscopy was fair, as Cohen's kappa coefficient equaled 0.36. Pathologist review of CellaVision images identified an additional 15 slides with parasites, bringing the total number of detectable positive slides to 110 of 130 (85%). Plasmodium ovale had the lowest rate of detection at 56% (5 of 9); Plasmodium malariae and Babesia spp. had the highest rate of detection at 100% (3/3 and 6/6, respectively). The detection rate by CellaVision was 100% (23/23) when the parasitemia was ≥2.5%. The detection rate for <0.1% parasitemia was 63% (15/24). Technologists appropriately classified all negative specimens. The percentage of positive specimens detectable by CellaVision (73%) approaches results for microscopy on routine scan of peripheral blood smears for red blood cell morphology.
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Tiendrebeogo RW, Adu B, Singh SK, Dodoo D, Dziegiel MH, Mordmüller B, Nébié I, Sirima SB, Christiansen M, Theisen M. High-throughput tri-colour flow cytometry technique to assess Plasmodium falciparum parasitaemia in bioassays. Malar J 2014; 13:412. [PMID: 25331683 DOI: 10.1186/1475-2875-13-412] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2014] [Accepted: 10/09/2014] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Unbiased flow cytometry-based methods have become the technique of choice in many laboratories for high-throughput, accurate assessments of malaria parasites in bioassays. A method to quantify live parasites based on mitotracker red CMXRos was recently described but consistent distinction of early ring stages of Plasmodium falciparum from uninfected red blood cells (uRBC) remains a challenge. METHODS Here, a high-throughput, three-parameter (tri-colour) flow cytometry technique based on mitotracker red dye, the nucleic acid dye coriphosphine O (CPO) and the leucocyte marker CD45 for enumerating live parasites in bioassays was developed. The technique was applied to estimate the specific growth inhibition index (SGI) in the antibody-dependent cellular inhibition (ADCI) assay and compared to parasite quantification by microscopy and mitotracker red staining. The Bland-Altman analysis was used to compare biases between SGI estimated by the tri-colour staining technique, mitotracker red and by microscopy. RESULTS CPO allowed a better separation between early rings and uRBCs compared to mitotracker red resulting in a more accurate estimate of total parasitaemia. The tri-colour technique is rapid, cost effective and robust with comparable sensitivity to microscopy and capable of discriminating between live and dead and/or compromised parasites. Staining for CD45 improved parasitaemia estimates in ADCI assay since high numbers of leucocytes interfered with the accurate identification of parasitized RBC. The least bias (-1.60) in SGI was observed between the tri-colour and microscopy. CONCLUSION An improved methodology for high-throughput assessment of P. falciparum parasitaemia under culture conditions that could be useful in different bioassays, including ADCI and growth inhibition assays has been developed.
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Tan JJL, Capozzoli M, Sato M, Watthanaworawit W, Ling CL, Mauduit M, Malleret B, Grüner AC, Tan R, Nosten FH, Snounou G, Rénia L, Ng LFP. An integrated lab-on-chip for rapid identification and simultaneous differentiation of tropical pathogens. PLoS Negl Trop Dis 2014; 8:e3043. [PMID: 25078474 PMCID: PMC4117454 DOI: 10.1371/journal.pntd.0003043] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2014] [Accepted: 06/10/2014] [Indexed: 01/03/2023] Open
Abstract
Tropical pathogens often cause febrile illnesses in humans and are responsible for considerable morbidity and mortality. The similarities in clinical symptoms provoked by these pathogens make diagnosis difficult. Thus, early, rapid and accurate diagnosis will be crucial in patient management and in the control of these diseases. In this study, a microfluidic lab-on-chip integrating multiplex molecular amplification and DNA microarray hybridization was developed for simultaneous detection and species differentiation of 26 globally important tropical pathogens. The analytical performance of the lab-on-chip for each pathogen ranged from 102 to 103 DNA or RNA copies. Assay performance was further verified with human whole blood spiked with Plasmodium falciparum and Chikungunya virus that yielded a range of detection from 200 to 4×105 parasites, and from 250 to 4×107 PFU respectively. This lab-on-chip was subsequently assessed and evaluated using 170 retrospective patient specimens in Singapore and Thailand. The lab-on-chip had a detection sensitivity of 83.1% and a specificity of 100% for P. falciparum; a sensitivity of 91.3% and a specificity of 99.3% for P. vivax; a positive 90.0% agreement and a specificity of 100% for Chikungunya virus; and a positive 85.0% agreement and a specificity of 100% for Dengue virus serotype 3 with reference methods conducted on the samples. Results suggested the practicality of an amplification microarray-based approach in a field setting for high-throughput detection and identification of tropical pathogens. Tropical diseases consist of a group of debilitating and fatal infections that occur primarily in rural and urban settings of tropical and subtropical countries. While the primary indices of an infection are mostly the presentation of clinical signs and symptoms, outcomes due to an infection with tropical pathogens are often unspecific. Accurate diagnosis is crucial for timely intervention, appropriate and adequate treatments, and patient management to prevent development of sequelae and transmission. Although, multiplex assays are available for the simultaneous detection of tropical pathogens, they are generally of low throughput. Performing parallel assays to cover the detection for a comprehensive scope of tropical infections that include protozoan, bacterial and viral infections is undoubtedly labor-intensive and time consuming. We present an integrated lab-on-chip using microfluidics technology coupled with reverse transcription (RT), PCR amplification, and microarray hybridization for the simultaneous identification and differentiation of 26 tropical pathogens that cause 14 globally important tropical diseases. Such diagnostics capacity would facilitate evidence-based management of patients, improve the specificity of treatment and, in some cases, even allow contact tracing and other disease-control measures.
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Affiliation(s)
- Jeslin J. L. Tan
- Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A*STAR), Biopolis, Singapore
| | - Monica Capozzoli
- CI Group, Molecular Diagnostic Business Unit, Microfluidics Division, ST Microelectronics, Catania, Italy
| | - Mitsuharu Sato
- Veredus Laboratories Pte Ltd, Singapore Science Park, Singapore
| | - Wanitda Watthanaworawit
- Shoklo Malaria Research Unit, Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Mae Sot, Thailand
| | - Clare L. Ling
- Shoklo Malaria Research Unit, Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Mae Sot, Thailand
| | - Marjorie Mauduit
- Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A*STAR), Biopolis, Singapore
| | - Benoît Malleret
- Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A*STAR), Biopolis, Singapore
| | - Anne-Charlotte Grüner
- Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A*STAR), Biopolis, Singapore
| | - Rosemary Tan
- Veredus Laboratories Pte Ltd, Singapore Science Park, Singapore
| | - François H. Nosten
- Shoklo Malaria Research Unit, Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Mae Sot, Thailand
- Centre for Tropical Medicine, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Georges Snounou
- Université Pierre et Marie Curie (Paris VI), Centre Hospitalo-Universitaire Pitié-Salpêtrière, Paris, France
- INSERM UMR S 945, Paris, France
| | - Laurent Rénia
- Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A*STAR), Biopolis, Singapore
- * E-mail: (LR); (LFPN)
| | - Lisa F. P. Ng
- Singapore Immunology Network (SIgN), Agency for Science, Technology and Research (A*STAR), Biopolis, Singapore
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- * E-mail: (LR); (LFPN)
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Abstract
Malaria rapid diagnostic tests (RDTs) are instrument-free tests that provide results within 20 min and can be used by community health workers. RDTs detect antigens produced by the Plasmodium parasite such as Plasmodium falciparum histidine-rich protein-2 (PfHPR2) and Plasmodium lactate dehydrogenase (pLDH). The accuracy of RDTs for the diagnosis of uncomplicated P. falciparum infection is equal or superior to routine microscopy (but inferior to expert microscopy). Sensitivity for Plasmodium vivax is 75-100%; for Plasmodium ovale and Plasmodium malariae, diagnostic performance is poor. Design limitations of RDTs include poor sensitivity at low parasite densities, susceptibility to the prozone effect (PfHRP2-detecting RDTs), false-negative results due to PfHRP2 deficiency in the case of pfhrp2 gene deletions (PfHRP2-detecting RDTs), cross-reactions between Plasmodium antigens and detection antibodies, false-positive results by other infections and susceptibility to heat and humidity. End-user's errors relate to safety, procedure (delayed reading, incorrect sample and buffer volumes) and interpretation (not recognizing invalid test results, disregarding faint test lines). Withholding antimalarial treatment in the case of negative RDT results tends to be infrequent and tendencies towards over-prescription of antibiotics have been noted. Numerous shortcomings in RDT kits' labelling, instructions for use (correctness and readability) and contents have been observed. The World Health Organization and partners actively address quality assurance of RDTs by comparative testing of RDTs, inspections of manufacturing sites, lot testing and training tools but no formal external quality assessment programme of end-user performance exists. Elimination of malaria requires RDTs with lower detection limits, for which nucleic acid amplification tests are under development.
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Affiliation(s)
- J Maltha
- Department of Clinical Sciences, Institute of Tropical Medicine, Antwerp, Belgium.
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Abstract
Infection by Plasmodium vivax poses unique challenges for diagnosis and treatment. Relatively low numbers of parasites in peripheral circulation may be difficult to confirm, and patients infected by dormant liver stages cannot be diagnosed before activation and the ensuing relapse. Radical cure thus requires therapy aimed at both the blood stages of the parasite (blood schizontocidal) and prevention of subsequent relapses (hypnozoitocidal). Chloroquine and primaquine have been the companion therapies of choice for the treatment of vivax malaria since the 1950s. Confirmed resistance to chloroquine occurs in much of the vivax endemic world and demands the investigation of alternative blood schizontocidal companions in radical cure. Such a shift in practice necessitates investigation of the safety and efficacy of primaquine when administered with those therapies, and the toxicity profile of such combination treatments, particularly in patients with glucose-6-phosphate dehydrogenase deficiency. These clinical studies are confounded by the frequency and timing of relapse among strains of P. vivax, and potentially by differing susceptibilities to primaquine. The inability to maintain this parasite in continuous in vitro culture greatly hinders new drug discovery. Development of safe and effective chemotherapies for vivax malaria for the coming decades requires overcoming these challenges.
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Herdiana H, Fuad A, Asih PB, Zubaedah S, Arisanti RR, Syafruddin D, Kusnanto H, Sumiwi ME, Yuniarti T, Imran A, Rahmadyani R, Yani M, Kusriastuti R, Tarmizi SN, Laihad FJ, Hawley WA. Progress towards malaria elimination in Sabang Municipality, Aceh, Indonesia. Malar J 2013; 12:42. [PMID: 23363768 PMCID: PMC3564785 DOI: 10.1186/1475-2875-12-42] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2012] [Accepted: 01/25/2013] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Indonesia has set 2030 as its deadline for elimination of malaria transmission in the archipelago, with regional deadlines established according to present levels of malaria endemicity and strength of health infrastructure. The Municipality of Sabang which historically had one of the highest levels of malaria in Aceh province aims to achieve elimination by the end of 2013. METHOD From 2008 to 2010, baseline surveys of malaria interventions, mapping of all confirmed malaria cases, categorization of residual foci of malaria transmission and vector surveys were conducted in Sabang, Aceh, a pilot district for malaria elimination in Indonesia. To inform future elimination efforts, mass screening from the focal areas to measure prevalence of malaria with both microscopy and PCR was conducted. G6PD deficiency prevalence was also measured. RESULT Despite its small size, a diverse mixture of potential malaria vectors were documented in Sabang, including Anopheles sundaicus, Anopheles minimus, Anopheles aconitus and Anopheles dirus. Over a two-year span, the number of sub-villages with ongoing malaria transmission reduced from 61 to 43. Coverage of malaria diagnosis and treatment, IRS, and LLINs was over 80%. Screening of 16,229 residents detected 19 positive people, for a point prevalence of 0.12%. Of the 19 positive cases, three symptomatic infections and five asymptomatic infections were detected with microscopy and 11 asymptomatic infections were detected with PCR. Of the 19 cases, seven were infected with Plasmodium falciparum, 11 were infected with Plasmodium vivax, and one subject was infected with both species. Analysis of the 937 blood samples for G6PD deficiency revealed two subjects (0.2%) with deficient G6PD. DISCUSSION The interventions carried out by the government of Sabang have dramatically reduced the burden of malaria over the past seven years. The first phase, carried out between 2005 and 2007, included improved malaria diagnosis, introduction of ACT for treatment, and scale-up of coverage of IRS and LLINs. The second phase, from 2008 to 2010, initiated to eliminate the persistent residual transmission of malaria, consisted of development of a malaria database to ensure rapid case reporting and investigation, stratification of malaria foci to guide interventions, and active case detection to hunt symptomatic and asymptomatic malaria carriers.
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Affiliation(s)
- Herdiana Herdiana
- Child Survival and Development Cluster, UNICEF Indonesia Country Office, Jalan Sudirman Kav, 31, Wisma Metropolitan II, Fl 10th, Jakarta, 12920, Indonesia.
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Nurleila S, Syafruddin D, Elyazar IRF, Baird JK. Serious and fatal illness associated with falciparum and vivax malaria among patients admitted to hospital at West Sumba in eastern Indonesia. Am J Trop Med Hyg 2012; 87:41-49. [PMID: 22764290 PMCID: PMC3391056 DOI: 10.4269/ajtmh.2012.11-0577] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
Records of 3,449 patients admitted to Karitas Hospital at Waitabula in eastern Indonesia with microscopy-confirmed malaria through 2008 and 2009 were systematically reviewed. Falciparum, vivax, and mixed species malaria occurred among 1,541, 1,837, and 71 admissions, respectively. Among these, 400 (26%), 199 (11%), and 15 (21%) had serious illness. Fatalities occurred in 46 (12%), 18 (9%), and 2 (13%) of these patients, respectively. Although patients with a diagnosis of falciparum malaria were more likely to have serious illness compared with those with vivax malaria (odds ratio [OR] = 2.9; 95% confidence interval [CI]: 2.4–3.5), this diagnosis nonetheless was associated with 32% of serious illness and 27% of fatalities. Among the seriously ill with a diagnosis of falciparum or vivax malaria, no significant difference in risk of death occurred (OR = 1.3; 95% CI: 0.7–2.5). Serious and fatal illness was predominantly anemia or altered mental state syndromes among patients with either of the species diagnoses. Plasmodium vivax was associated with a substantial share of the burden of morbidity and mortality caused by malaria in this hypo- to meso-endemic community.
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MESH Headings
- Adolescent
- Adult
- Child
- Child, Preschool
- Female
- Humans
- Indonesia/epidemiology
- Infant
- Malaria, Falciparum/complications
- Malaria, Falciparum/epidemiology
- Malaria, Falciparum/mortality
- Malaria, Falciparum/physiopathology
- Malaria, Vivax/complications
- Malaria, Vivax/epidemiology
- Malaria, Vivax/mortality
- Malaria, Vivax/physiopathology
- Male
- Middle Aged
- Pregnancy
- Pregnancy Complications, Parasitic/epidemiology
- Pregnancy Complications, Parasitic/mortality
- Pregnancy Complications, Parasitic/physiopathology
- Severity of Illness Index
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Affiliation(s)
- Siti Nurleila
- *Address correspondence to Kevin Baird, Eijkman-Oxford Clinical Research Unit, Jalan Diponegoro No. 69, Jakarta 10430 – Indonesia. E-mail:
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Jogdand PS, Singh SK, Christiansen M, Dziegiel MH, Singh S, Theisen M. Flow cytometric readout based on Mitotracker Red CMXRos staining of live asexual blood stage malarial parasites reliably assesses antibody dependent cellular inhibition. Malar J 2012; 11:235. [PMID: 22818754 PMCID: PMC3418546 DOI: 10.1186/1475-2875-11-235] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2012] [Accepted: 07/20/2012] [Indexed: 11/10/2022] Open
Abstract
Background Functional in vitro assays could provide insights into the efficacy of malaria vaccine candidates. For estimating the anti-parasite effect induced by a vaccine candidate, an accurate determination of live parasite count is an essential component of most in vitro bioassays. Although traditionally parasites are counted microscopically, a faster, more accurate and less subjective method for counting parasites is desirable. In this study mitochondrial dye (Mitotracker Red CMXRos) was used for obtaining reliable live parasite counts through flow cytometry. Methods Both asynchronous and tightly synchronized asexual blood stage cultures of Plasmodium falciparum were stained with CMXRos and subjected to detection by flow cytometry and fluorescence microscopy. The parasite counts obtained by flow cytometry were compared to standard microscopic counts obtained through examination of Giemsa-stained thin smears. A comparison of the ability of CMXRos to stain live and compromised parasites (induced by either medium starvation or by anti-malarial drug treatment) was carried out. Finally, parasite counts obtained by CMXRos staining through flow cytometry were used to determine specific growth inhibition index (SGI) in an antibody-dependent cellular inhibition (ADCI) assay. Results Mitotracker Red CMXRos can reliably detect live intra-erythrocytic stages of P. falciparum. Comparison between staining of live with compromised parasites shows that CMXRos predominantly stains live parasites with functional mitochondria. Parasite counts obtained by CMXRos staining and flow cytometry were highly reproducible and can reliably determine the ability of IgG from hyper-immune individuals to inhibit parasite growth in presence of monocytes in ADCI assay. Further, a dose-dependent parasite growth inhibitory effect could be detected for both total IgG purified from hyper-immune sera and affinity purified IgGs against the N-terminal non-repeat region of GLURP in ADCI assays coupled with determination of parasite counts through CMXRos staining and flow cytometry. Conclusions A flow cytometry method based on CMXRos staining for detection of live parasite populations has been optimized. This is a rapid and sensitive method with high inter-assay reproducibility which can reliably determine the anti-parasite effect mediated by antibodies in functional in vitro assays such as ADCI assay.
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Affiliation(s)
- Prajakta S Jogdand
- Centre for Medical Parasitology at Department of International Health, Immunology and Microbiology, University of Copenhagen, Copenhagen, Denmark
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36
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Abstract
Microscopic diagnosis and species identification of Plasmodium in areas of nonendemicity provide a robust method for malaria diagnosis but are technically challenging. A prospective study was conducted to measure the performance of BinaxNOW compared to microscopy (the gold standard) in a U.S. teaching hospital. Overall, BinaxNOW was 84.2% sensitive and 99.8% specific. Excluding patients on antimalarial therapy, the sensitivity was 92.9%. Importantly, BinaxNOW initially misclassified a case of Plasmodium falciparum malaria as non-falciparum. These results support the judicious use of BinaxNOW in screening of individuals suspected of having malaria in areas of nonendemicity.
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Prescott WR, Jordan RG, Grobusch MP, Chinchilli VM, Kleinschmidt I, Borovsky J, Plaskow M, Torrez M, Mico M, Schwabe C. Performance of a malaria microscopy image analysis slide reading device. Malar J 2012; 11:155. [PMID: 22559294 PMCID: PMC3416659 DOI: 10.1186/1475-2875-11-155] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2012] [Accepted: 05/06/2012] [Indexed: 11/24/2022] Open
Abstract
Background Viewing Plasmodium in Romanovsky-stained blood has long been considered the gold standard for diagnosis and a cornerstone in management of the disease. This method however, requires a subjective evaluation by trained, experienced diagnosticians and establishing proficiency of diagnosis is fraught with many challenges. Reported here is an evaluation of a diagnostic system (a “device” consisting of a microscope, a scanner, and a computer algorithm) that evaluates scanned images of standard Giemsa-stained slides and reports species and parasitaemia. Methods The device was challenged with two independent tests: a 55 slide, expert slide reading test the composition of which has been published by the World Health Organization (“WHO55” test), and a second test in which slides were made from a sample of consenting subjects participating in a malaria incidence survey conducted in Equatorial Guinea (EGMIS test). These subjects’ blood was tested by malaria RDT as well as having the blood smear diagnosis unequivocally determined by a worldwide panel of a minimum of six reference microscopists. Only slides with unequivocal microscopic diagnoses were used for the device challenge, n = 119. Results On the WHO55 test, the device scored a “Level 4” using the WHO published grading scheme. Broken down by more traditional analysis parameters this result was translated to 89% and 70% sensitivity and specificity, respectively. Species were correctly identified in 61% of the slides and the quantification of parasites fell within acceptable range of the validated parasitaemia in 10% of the cases. On the EGMIS test it scored 100% and 94% sensitivity/specificity, with 64% of the species correct and 45% of the parasitaemia within an acceptable range. A pooled analysis of the 174 slides used for both tests resulted in an overall 92% sensitivity and 90% specificity with 61% species and 19% quantifications correct. Conclusions In its current manifestation, the device performs at a level comparable to that of many human slide readers. Because its use requires minimal additional equipment and it uses standard stained slides as starting material, its widespread adoption may eliminate the current uncertainty about the quality of microscopic diagnoses worldwide.
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Shaikh S, Memon H, Iohano B, Shaikh A, Ahmed I, Baird JK. Severe disease in children hospitalized with a diagnosis of Plasmodium vivax in south-eastern Pakistan. Malar J 2012; 11:144. [PMID: 22551061 PMCID: PMC3480837 DOI: 10.1186/1475-2875-11-144] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2012] [Accepted: 05/02/2012] [Indexed: 11/25/2022] Open
Abstract
Background Infection by Plasmodium vivax has been considered rarely threatening to life, but recent studies challenge this notion. This study documented the frequency and character of severe illness in paediatric patients admitted to a hospital in south-eastern Pakistan with a laboratory-confirmed diagnosis of vivax malaria. Methods An observational study of all 180 paediatric patients admitted with any diagnosis of malaria during 2010 was conducted: 128 P. vivax; 48 Plasmodium falciparum; and four mixed infections of these species. Patients were classified as having severe illness with any of the following indicators: Glascow coma scale <11; ≥2 convulsions; haemoglobin <5g/dL; thrombocytes <50,000/mL; blood glucose <45mg%; >70 breaths/min; or intravenous anti-malarial therapy. Additionally, 64 patients with a diagnosis of vivax malaria were treated during 2009, and the 21 of these having severe illness were included in analyses of the frequency and character of severe illness with that diagnosis. Results During 2010, 39 (31%) or 37 (77%) patients with a diagnosis of P. vivax or P. falciparum were classified as having severe disease. Including the 2009 records of 64 patients having vivax malaria, a total of 60 (31%) patients with severe illness and a diagnosis of P. vivax were available. Altered mental status (Glascow coma scale score <11; or ≥2 convulsions) dominated at 54% of the 83 indicators of severe illness manifest among the patients with vivax malaria, as was true among the 37 children with a diagnosis of falciparum malaria and being severely ill; 58% of the 72 indicators of severe disease documented among them. No statistically significant difference appeared in frequencies of any other severe disease indicators between patients diagnosed with vivax or falciparum malaria. Despite such similarities, a diagnosis of falciparum malaria nonetheless came with 3.8-fold (95% CI = 1.8-8.1) higher risk of presenting with severe illness, and 8.0-fold (95% CI = 2.1-31) greater likelihood of presenting with three or more severe disease indicators. Two patients did not survive hospitalization, one each with a diagnosis of falciparum or vivax malaria. Conclusions Vivax malaria caused a substantial burden of potentially life-threatening morbidity on a paediatric ward in a hospital in south-eastern Pakistan.
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Affiliation(s)
- Salma Shaikh
- Pediatrics Department, Liaquat University of Medical and Health Sciences Jamshoro, Hyderabad, Pakistan
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Malleret B, Claser C, Ong AS, Suwanarusk R, Sriprawat K, Howland SW, Russell B, Nosten F, Rénia L. A rapid and robust tri-color flow cytometry assay for monitoring malaria parasite development. Sci Rep 2011; 1:118. [PMID: 22355635 DOI: 10.1038/srep00118] [Citation(s) in RCA: 143] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2011] [Accepted: 10/03/2011] [Indexed: 11/08/2022] Open
Abstract
Microscopic examination of Giemsa-stained thin blood smears remains the gold standard method used to quantify and stage malaria parasites. However, this technique is tedious, and requires trained microscopists. We have developed a fast and simple flow cytometry method to quantify and stage, various malaria parasites in red blood cells in whole blood or in vitro cultured Plasmodium falciparum. The parasites were stained with dihydroethidium and Hoechst 33342 or SYBR Green I and leukocytes were identified with an antibody against CD45. Depending on the DNA stains used, samples were analyzed using different models of flow cytometers. This protocol, which does not require any washing steps, allows infected red blood cells to be distinguished from leukocytes, as well as allowing non-infected reticulocytes and normocytes to be identified. It also allows assessing the proportion of parasites at different developmental stages. Lastly, we demonstrate how this technique can be applied to antimalarial drug testing.
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Abstract
Approximately 230 million people live in Indonesia. The country is also home to over 20 anopheline vectors of malaria which transmit all four of the species of Plasmodium that routinely infect humans. A complex mosaic of risk of infection across this 5000-km-long archipelago of thousands of islands and distinctive habitats seriously challenges efforts to control malaria. Social, economic and political dimensions contribute to these complexities. This chapter examines malaria and its control in Indonesia, from the earliest efforts by malariologists of the colonial Netherlands East Indies, through the Global Malaria Eradication Campaign of the 1950s, the tumult following the coup d'état of 1965, the global resurgence of malaria through the 1980s and 1990s and finally through to the decentralization of government authority following the fall of the authoritarian Soeharto regime in 1998. We detail important methods of control and their impact in the context of the political systems that supported them. We examine prospects for malaria control in contemporary decentralized and democratized Indonesia with multidrug-resistant malaria and greatly diminished capacities for integrated malaria control management programs.
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Portero JL, Rubio-Yuste M, Descalzo MA, Raso J, Lwanga M, Obono J, Nseng G, Benito A, Cano J. Accuracy of an Immunochromatographic Diagnostic Test (ICT Malaria Combo Cassette Test) Compared to Microscopy among under Five-Year-Old Children when Diagnosing Malaria in Equatorial Guinea. Malar Res Treat 2010; 2010:858427. [PMID: 22332024 PMCID: PMC3276242 DOI: 10.4061/2010/858427] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2010] [Accepted: 06/10/2010] [Indexed: 11/29/2022] Open
Abstract
Conventional malaria diagnosis based on microscopy raises serious difficulties in weak health systems. Cost-effective and sensitive rapid diagnostic tests have been recently proposed as alternatives to microscopy. In Equatorial Guinea, a study was conducted to assess the reliability of a rapid diagnostic test compared to microscopy. The study was designed in accordance with the directives of the Standards for Reporting Diagnostic Accuracy Initiative (STARD). Peripheral thick and thin films for the microscopy diagnosis and a rapid immunochromatographic test (ICT Malaria Combo Cassette Test) were performed on under five-year-old children with malaria suspicion. The ICT test detected Plasmodium spp. infection with a sensitivity of 81.5% and a specificity of 81.9% while P. falciparum diagnosis occurred with a sensitivity of 69.7% and a specificity of 73.7%. The sensitivity of the ICT test increased with higher parasitemias. The general results showed little concordance between the ICT test and microscopy (kappa = 0.28, se: 0.04). In Equatorial Guinea, the ICT Malaria Combo Cassette Test has proven to be an acceptable test to detect high P. falciparum parasitemias. However, the decrease of sensitivity at medium and low parasitemias hampers that ICT can replace properly performed microscopy at present in the diagnosis of malaria in children.
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Affiliation(s)
- José-Luis Portero
- National Centre of Tropical Medicine, Institute of Health Carlos III, 28029 Madrid, Spain
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42
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Abstract
Derryck Klarkowski and Daniel Orozco describe the Médecins Sans Frontières program for monitoring the quality of microscopy for malaria, pulmonary tuberculosis, and leishmaniasis.
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Affiliation(s)
- Derryck B Klarkowski
- Médecins Sans Frontières-Operational Center Amsterdam, Amsterdam, The Netherlands.
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Alexander N, Schellenberg D, Ngasala B, Petzold M, Drakeley C, Sutherland C. Assessing agreement between malaria slide density readings. Malar J 2010; 9:4. [PMID: 20047679 PMCID: PMC2817705 DOI: 10.1186/1475-2875-9-4] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2009] [Accepted: 01/04/2010] [Indexed: 11/12/2022] Open
Abstract
Background Several criteria have been used to assess agreement between replicate slide readings of malaria parasite density. Such criteria may be based on percent difference, or absolute difference, or a combination. Neither the rationale for choosing between these types of criteria, nor that for choosing the magnitude of difference which defines acceptable agreement, are clear. The current paper seeks a procedure which avoids the disadvantages of these current options and whose parameter values are more clearly justified. Methods and Results Variation of parasite density within a slide is expected, even when it has been prepared from a homogeneous sample. This places lower limits on sensitivity and observer agreement, quantified by the Poisson distribution. This means that, if a criterion of fixed percent difference criterion is used for satisfactory agreement, the number of discrepant readings is over-estimated at low parasite densities. With a criterion of fixed absolute difference, the same happens at high parasite densities. For an ideal slide, following the Poisson distribution, a criterion based on a constant difference in square root counts would apply for all densities. This can be back-transformed to a difference in absolute counts, which, as expected, gives a wider range of acceptable agreement at higher average densities. In an example dataset from Tanzania, observed differences in square root counts correspond to a 95% limits of agreement of -2,800 and +2,500 parasites/μl at average density of 2,000 parasites/μl, and -6,200 and +5,700 parasites/μl at 10,000 parasites/μl. However, there were more outliers beyond those ranges at higher densities, meaning that actual coverage of these ranges was not a constant 95%, but decreased with density. In a second study, a trial of microscopist training, the corresponding ranges of agreement are wider and asymmetrical: -8,600 to +5,200/μl, and -19,200 to +11,700/μl, respectively. By comparison, the optimal limits of agreement, corresponding to Poisson variation, are ± 780 and ± 1,800 parasites/μl, respectively. The focus of this approach on the volume of blood read leads to other conclusions. For example, no matter how large a volume of blood is read, some densities are too low to be reliably detected, which in turn means that disagreements on slide positivity may simply result from within-slide variation, rather than reading errors. Conclusions The proposed method defines limits of acceptable agreement in a way which allows for the natural increase in variability with parasite density. This includes defining the levels of between-reader variability, which are consistent with random variation: disagreements within these limits should not trigger additional readings. This approach merits investigation in other settings, in order to determine both the extent of its applicability, and appropriate numerical values for limits of agreement.
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Affiliation(s)
- Neal Alexander
- Tropical Epidemiology Group, Department of Epidemiology and Public Health, London School of Hygiene and Tropical Medicine, London, UK.
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Abstract
This paper reviews computer vision and image analysis studies aiming at automated diagnosis or screening of malaria infection in microscope images of thin blood film smears. Existing works interpret the diagnosis problem differently or propose partial solutions to the problem. A critique of these works is furnished. In addition, a general pattern recognition framework to perform diagnosis, which includes image acquisition, pre-processing, segmentation, and pattern classification components, is described. The open problems are addressed and a perspective of the future work for realization of automated microscopy diagnosis of malaria is provided.
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Affiliation(s)
- F Boray Tek
- Applied DSP & VLSI Research Group, University of Westminster, London, UK.
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45
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Guy R, Liu P, Pennefather P, Crandall I. The use of fluorescence enhancement to improve the microscopic diagnosis of falciparum malaria. Malar J 2007; 6:89. [PMID: 17617912 DOI: 10.1186/1475-2875-6-89] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2007] [Accepted: 07/06/2007] [Indexed: 12/01/2022] Open
Abstract
Background Giemsa staining of thick blood smears remains the "gold standard" for detecting malaria. However, this method is not very good for diagnosing low-level infections. A method for the simultaneous staining of Plasmodium-parasitized culture and blood smears for both bright field and fluorescence was developed and its ability to improve detection efficiency tested. Methods A total of 22 nucleic acid-specific fluorescent dyes were tested for their ability to provide easily observable staining of Plasmodium falciparum-parasitized red blood cells following Giemsa staining. Results Of the 14 dyes that demonstrated intense fluorescence staining, only SYBR Green 1, YOYO-1 and ethidum homodimer-2 could be detected using fluorescent microscopy, when cells were first stained with Giemsa. Giemsa staining was not effective when applied after the fluorescent dyes. SYBR Green 1 provided the best staining in the presence of Giemsa, as a very high percentage of the parasitized cells were simultaneously stained. When blood films were screened using fluorescence microscopy the parasites were more readily detectable due to the sharp contrast between the dark background and the specific, bright fluorescence produced by the parasites. Conclusion The dual staining method reported here allows fluorescence staining, which enhances the reader's ability to detect parasites under low parasitaemia conditions, coupled with the ability to examine the same cell under bright field conditions to detect the characteristic morphology of Plasmodium species that is observed with Giemsa staining.
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46
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Abstract
New sources of funding have revitalized efforts to control malaria. An effective vaccine would be a tremendous asset in the fight against this devastating disease and increasing financial and scientific resources are being invested to develop one. A few candidates have been tested in Phase I and II clinical trials, and several others are poised to begin trials soon. Some studies have been promising, and others disappointing. It is difficult to compare the results of these clinical trials; even independent trials of the same vaccine give highly discrepant results. One major obstacle in evaluating malaria vaccines is the difficulty of diagnosing clinical malaria. This analysis evaluates the impact of diagnostic error, particularly that introduced by microscopy, on the outcome of efficacy trials of malaria vaccines and make recommendations for improving future trials.
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Affiliation(s)
- Wendy Prudhomme O'Meara
- Fogarty International Center, tel 301-496-0426, fax 301-496-8496, NIH, Bethesda, Maryland, USA
| | - B Fenton Hall
- National Institute of Allergy and Infectious Diseases, NIH, Rockville, Maryland, USA
| | - F Ellis McKenzie
- Fogarty International Center, tel 301-496-0426, fax 301-496-8496, NIH, Bethesda, Maryland, USA
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47
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O'Meara WP, Barcus M, Wongsrichanalai C, Muth S, Maguire JD, Jordan RG, Prescott WR, McKenzie FE. Reader technique as a source of variability in determining malaria parasite density by microscopy. Malar J 2006; 5:118. [PMID: 17164007 PMCID: PMC1712346 DOI: 10.1186/1475-2875-5-118] [Citation(s) in RCA: 49] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2006] [Accepted: 12/12/2006] [Indexed: 12/01/2022] Open
Abstract
Background Accurate identification and quantification of malaria parasites are critical for measuring clinical trial outcomes. Positive and negative diagnosis is usually sufficient for the assessment of therapeutic outcome, but vaccine or prophylactic drug trials require measuring density of infection as a primary endpoint. Microscopy is the most established and widely-used technique for quantifying parasite densities in the blood. Methods Results obtained by 24–27 expert malaria microscopists, who had independently read 895 slides from 35 donors, were analysed to understand how reader technique contributes to discrepancy in measurements of parasite density over a wide range of densities. Results Among these 35 donations, standard deviations ranged from 30% to 250% of the mean parasite density and the percent discrepancy was inversely correlated with the mean parasite density. The number of white blood cells indexed and whether parasites were counted in the thick film or thin film were shown to significantly contribute to discrepancy amongst microscopists. Conclusion Errors in microscopy measurements are not widely appreciated or addressed but have serious consequences for efficacy trials, including possibly abandoning promising vaccine candidates.
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Affiliation(s)
- Wendy Prudhomme O'Meara
- Division of International Epidemiology and Population Studies, Fogarty International Center, National Institutes of Health, 16 Center Dr., Building 16, Bethesda MD 20892, USA
| | | | | | - Sinuon Muth
- National Center for Parasitology, Entomology and Malaria Control (CNM), Ministry of Health, Phnom Penh, Cambodia
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