1
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Lefebvre MJM, Degrugillier F, Arnathau C, Fontecha GA, Noya O, Houzé S, Severini C, Pradines B, Berry A, Trape JF, Sáenz FE, Prugnolle F, Fontaine MC, Rougeron V. Genomic exploration of the journey of Plasmodium vivax in Latin America. PLoS Pathog 2025; 21:e1012811. [PMID: 39804931 DOI: 10.1371/journal.ppat.1012811] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Revised: 01/24/2025] [Accepted: 12/05/2024] [Indexed: 01/16/2025] Open
Abstract
Plasmodium vivax is the predominant malaria parasite in Latin America. Its colonization history in the region is rich and complex, and is still highly debated, especially about its origin(s). Our study employed cutting-edge population genomic techniques to analyze whole genome variation from 620 P. vivax isolates, including 107 newly sequenced samples from West Africa, Middle East, and Latin America. This sampling represents nearly all potential source populations worldwide currently available. Analyses of the genetic structure, diversity, ancestry, coalescent-based inferences, including demographic scenario testing using Approximate Bayesian Computation, have revealed a more complex evolutionary history than previously envisioned. Indeed, our analyses suggest that the current American P. vivax populations predominantly stemmed from a now-extinct European lineage, with the potential contribution also from unsampled populations, most likely of West African origin. We also found evidence that P. vivax arrived in Latin America in multiple waves, initially during early European contact and later through post-colonial human migration waves in the late 19th-century. This study provides a fresh perspective on P. vivax's intricate evolutionary journey and brings insights into the possible contribution of West African P. vivax populations to the colonization history of Latin America.
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Affiliation(s)
| | | | | | - Gustavo A Fontecha
- Instituto de Investigaciones en Microbiología, Facultad de Ciencias, Universidad Nacional Autónoma de Honduras, Tegucigalpa, Honduras
| | - Oscar Noya
- Infectious Diseases Section, "Dr. Felix Pifano" Tropical Medicine Institute, Central University of Venezuela, Caracas, Venezuela
- Centro Para Estudios Sobre Malaria, "Dr. Arnoldo Gabaldón" High Studies Institute, Caracas, Venezuela
| | - Sandrine Houzé
- Université de Paris, MERIT, IRD, Paris, France
- AP-HP, Centre National de Référence sur le paludisme, hôpital Bichat-Claude-Bernard, Paris, France
| | - Carlo Severini
- Department of Infectious Diseases, Istituto Superiore di Sanità, Rome, Italy
| | - Bruno Pradines
- Unité parasitologie et entomologie, Institut de Médecine Tropicale du Service de Santé des Armées, Marseille, France
- Aix Marseille Univ, SSA, AP-HM, RITMES, Marseille, France
- IHU Méditerranée Infection, Marseille, France
- Centre national de référence du paludisme, Marseille, France
| | - Antoine Berry
- Institut Toulousain des Maladies Infectieuses et Inflammatoires (Infinity), Université de Toulouse, CNRS UMR5051, INSERM UMR 1291, UPS, Toulouse, France
- Département de Parasitologie et Mycologie, CHU Toulouse, Toulouse, France
| | | | - Fabian E Sáenz
- Centro de Investigación para la Salud en América Latina, Facultad de Ciencias Exactas y Naturales, Pontificia Universidad Católica del Ecuador, Quito, Ecuador
| | - Franck Prugnolle
- REHABS, International Research Laboratory, CNRS-NMU-UCBL, George Campus, Nelson Mandela University, George, South Africa
- Sustainability Research Unit, George Campus, Nelson Mandela University, George, South Africa
| | - Michael C Fontaine
- MiVEGEC, Univ. Montpellier, CNRS, IRD, Montpellier, France
- Groningen Institute for Evolutionary Life Sciences (GELIFES), University of Groningen, Groningen, The Netherlands
| | - Virginie Rougeron
- REHABS, International Research Laboratory, CNRS-NMU-UCBL, George Campus, Nelson Mandela University, George, South Africa
- Sustainability Research Unit, George Campus, Nelson Mandela University, George, South Africa
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2
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Siegel SV, Trimarsanto H, Amato R, Murie K, Taylor AR, Sutanto E, Kleinecke M, Whitton G, Watson JA, Imwong M, Assefa A, Rahim AG, Nguyen HC, Tran TH, Green JA, Koh GCKW, White NJ, Day N, Kwiatkowski DP, Rayner JC, Price RN, Auburn S. Lineage-informative microhaplotypes for recurrence classification and spatio-temporal surveillance of Plasmodium vivax malaria parasites. Nat Commun 2024; 15:6757. [PMID: 39117628 PMCID: PMC11310204 DOI: 10.1038/s41467-024-51015-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Accepted: 07/25/2024] [Indexed: 08/10/2024] Open
Abstract
Challenges in classifying recurrent Plasmodium vivax infections constrain surveillance of antimalarial efficacy and transmission. Recurrent infections may arise from activation of dormant liver stages (relapse), blood-stage treatment failure (recrudescence) or reinfection. Molecular inference of familial relatedness (identity-by-descent or IBD) can help resolve the probable origin of recurrences. As whole genome sequencing of P. vivax remains challenging, targeted genotyping methods are needed for scalability. We describe a P. vivax marker discovery framework to identify and select panels of microhaplotypes (multi-allelic markers within small, amplifiable segments of the genome) that can accurately capture IBD. We evaluate panels of 50-250 microhaplotypes discovered in a global set of 615 P. vivax genomes. A candidate global 100-microhaplotype panel exhibits high marker diversity in the Asia-Pacific, Latin America and horn of Africa (median HE = 0.70-0.81) and identifies 89% of the polyclonal infections detected with genome-wide datasets. Data simulations reveal lower error in estimating pairwise IBD using microhaplotypes relative to traditional biallelic SNP barcodes. The candidate global panel also exhibits high accuracy in predicting geographic origin and captures local infection outbreak and bottlenecking events. Our framework is open-source enabling customised microhaplotype discovery and selection, with potential for porting to other species or data resources.
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Affiliation(s)
- Sasha V Siegel
- Wellcome Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory, 0811, Australia
| | - Hidayat Trimarsanto
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory, 0811, Australia
- Eijkman Research Center for Molecular Biology, National Research and Innovation Agency, Jakarta, 10430, Indonesia
| | - Roberto Amato
- Wellcome Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - Kathryn Murie
- Wellcome Sanger Institute, Hinxton, Cambridge, CB10 1SA, UK
| | - Aimee R Taylor
- Institut Pasteur, University de Paris, Infectious Disease Epidemiology and Analytics Unit, Paris, France
| | - Edwin Sutanto
- Exeins Health Initiative, Jakarta Selatan, 12870, Indonesia
| | - Mariana Kleinecke
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory, 0811, Australia
| | | | - James A Watson
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LJ, UK
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, 764 Vo Van Kiet, W.1, Dist.5, Ho Chi Minh City, Vietnam
| | - Mallika Imwong
- Department of Molecular Tropical Medicine and Genetics, Faculty of Tropical Medicine, Mahidol University, Bangkok, Thailand
| | - Ashenafi Assefa
- Ethiopian Public Health Institute, Addis Ababa, Ethiopia
- Institute for Global Health and Infectious Diseases, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Awab Ghulam Rahim
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand
- Afghan International Islamic University, Kabul, Afghanistan
| | - Hoang Chau Nguyen
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, 764 Vo Van Kiet, W.1, Dist.5, Ho Chi Minh City, Vietnam
| | - Tinh Hien Tran
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, 764 Vo Van Kiet, W.1, Dist.5, Ho Chi Minh City, Vietnam
| | | | - Gavin C K W Koh
- Department of Infectious Diseases, Northwick Park Hospital, Harrow, UK
| | - Nicholas J White
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LJ, UK
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand
| | - Nicholas Day
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LJ, UK
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand
| | | | - Julian C Rayner
- Cambridge Institute for Medical Research, University of Cambridge, Hills Road, Cambridge, CB2 0XY, UK
| | - Ric N Price
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory, 0811, Australia
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LJ, UK
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok, 10400, Thailand
| | - Sarah Auburn
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory, 0811, Australia.
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, OX3 7LJ, UK.
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3
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Siegel SV, Amato R, Trimarsanto H, Sutanto E, Kleinecke M, Murie K, Whitton G, Taylor AR, Watson JA, Imwong M, Assefa A, Rahim AG, Chau NH, Hien TT, Green JA, Koh G, White NJ, Day N, Kwiatkowski DP, Rayner JC, Price RN, Auburn S. Lineage-informative microhaplotypes for spatio-temporal surveillance of Plasmodium vivax malaria parasites. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.03.13.23287179. [PMID: 36993192 PMCID: PMC10055443 DOI: 10.1101/2023.03.13.23287179] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
Challenges in understanding the origin of recurrent Plasmodium vivax infections constrains the surveillance of antimalarial efficacy and transmission of this neglected parasite. Recurrent infections within an individual may arise from activation of dormant liver stages (relapse), blood-stage treatment failure (recrudescence) or new inoculations (reinfection). Molecular inference of familial relatedness (identity-by-descent or IBD) based on whole genome sequence data, together with analysis of the intervals between parasitaemic episodes ("time-to-event" analysis), can help resolve the probable origin of recurrences. Whole genome sequencing of predominantly low-density P. vivax infections is challenging, so an accurate and scalable genotyping method to determine the origins of recurrent parasitaemia would be of significant benefit. We have developed a P. vivax genome-wide informatics pipeline to select specific microhaplotype panels that can capture IBD within small, amplifiable segments of the genome. Using a global set of 615 P. vivax genomes, we derived a panel of 100 microhaplotypes, each comprising 3-10 high frequency SNPs within <200 bp sequence windows. This panel exhibits high diversity in regions of the Asia-Pacific, Latin America and the horn of Africa (median HE = 0.70-0.81) and it captured 89% (273/307) of the polyclonal infections detected with genome-wide datasets. Using data simulations, we demonstrate lower error in estimating pairwise IBD using microhaplotypes, relative to traditional biallelic SNP barcodes. Our panel exhibited high accuracy in predicting the country of origin (median Matthew's correlation coefficient >0.9 in 90% countries tested) and it also captured local infection outbreak and bottlenecking events. The informatics pipeline is available open-source and yields microhaplotypes that can be readily transferred to high-throughput amplicon sequencing assays for surveillance in malaria-endemic regions.
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Affiliation(s)
- Sasha V. Siegel
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory 0811, Australia
| | - Roberto Amato
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
- MRC Centre for Genomics and Global Health, Big Data Institute, University of Oxford, Oxford, UK
| | - Hidayat Trimarsanto
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory 0811, Australia
- Eijkman Institute for Molecular Biology, National Research and Innovation Agency, Jakarta 10430, Indonesia
| | - Edwin Sutanto
- Exeins Health Initiative, Jakarta Selatan 12870, Indonesia
| | - Mariana Kleinecke
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory 0811, Australia
| | - Kathryn Murie
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
| | | | - Aimee R. Taylor
- Institut Pasteur, University de Paris, Infectious Disease Epidemiology and Analytics Unit, Paris, France
| | - James A. Watson
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok 10400, Thailand
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, OX3 7LJ, UK
| | - Mallika Imwong
- Department of Molecular Tropical Medicine and Genetics, Faculty of Tropical Medicine, Mahidol University, Bangkok, Thailand
| | | | - Awab Ghulam Rahim
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok 10400, Thailand
- Nangarhar Medical Faculty, Nangarhar University, Ministry of Higher Education, Afghanistan
| | - Nguyen Hoang Chau
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, 764 Vo Van Kiet, W.1, Dist.5, Ho Chi Minh City, Vietnam
| | - Tran Tinh Hien
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, 764 Vo Van Kiet, W.1, Dist.5, Ho Chi Minh City, Vietnam
| | | | | | - Nicholas J. White
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok 10400, Thailand
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, OX3 7LJ, UK
| | - Nicholas Day
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok 10400, Thailand
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, OX3 7LJ, UK
| | - Dominic P. Kwiatkowski
- Wellcome Sanger Institute, Hinxton, Cambridge CB10 1SA, UK
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, OX3 7LJ, UK
| | - Julian C. Rayner
- Cambridge Institute for Medical Research, University of Cambridge, Hills Road, Cambridge, CB2 0XY, UK
| | - Ric N. Price
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory 0811, Australia
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok 10400, Thailand
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, OX3 7LJ, UK
| | - Sarah Auburn
- Menzies School of Health Research and Charles Darwin University, Darwin, Northern Territory 0811, Australia
- Mahidol-Oxford Tropical Medicine Research Unit, Faculty of Tropical Medicine, Mahidol University, Bangkok 10400, Thailand
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4
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Djigo OKM, Gomez N, Ould Ahmedou Salem MS, Basco L, Ould Mohamed Salem Boukhary A, Briolant S. Performance of a Commercial Multiplex Allele-Specific Polymerase Chain Reaction Kit to Genotype African-Type Glucose-6-Phosphate Dehydrogenase Deficiency. Am J Trop Med Hyg 2023; 108:449-455. [PMID: 36535256 PMCID: PMC9896312 DOI: 10.4269/ajtmh.21-1081] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Accepted: 02/03/2022] [Indexed: 12/23/2022] Open
Abstract
8-Aminoquinoline antimalarial drugs (primaquine, tafenoquine) are required for complete cure of Plasmodium vivax malaria, but they are contraindicated in patients with glucose-6-phosphate dehydrogenase (G6PD) deficiency. In the absence of spectrophotometry, which is a gold standard for measuring G6PD activity, G6PD genotyping is one of the alternatives to establish a database and distribution map of G6PD enzyme deficiency in Mauritania, which has become a new epicenter of P. vivax malaria in West Africa. The aim of our study was to assess the performance of multiplex allele-specific polymerase chain reaction (PCR) (African-type Diaplex C™ G6PD kit) against PCR-restriction fragment length polymorphism and sequencing. Of 146 mutations associated with G6PD A- genotypes in 177 blood samples from Mauritanian patients, all but two samples were identified correctly using multiplex allele-specific PCR (100% sensitivity and 99% specificity; "almost perfect agreement" between allele-specific PCR and PCR-restriction fragment length polymorphism/sequencing, with a kappa coefficient of 0.977). Despite a suboptimal PCR protocol for dried blood spots and the inability of the commercial assay to predict unequivocally the G6PD enzyme level in heterozygous females, the African-type Diaplex C™ G6PD genotyping kit seemed to be a valuable screening tool for male subjects and for research purposes in resource-limited countries where spectrophotometer and DNA sequencing are not available.
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Affiliation(s)
- Oum Kelthoum Mamadou Djigo
- Unité de Recherche “Génomes et Milieux” (Jeune Equipe Associée à l’Institut de Recherche pour le Développement), Faculté des Sciences et Techniques, Université de Nouakchott, Nouakchott, Mauritania
| | - Nicolas Gomez
- Aix Marseille Université, Institut de Recherche pour le Développement, Assistance Publique-Hôpitaux de Marseille, Service de Santé des Armées, Vecteurs–Infections Tropicales et Méditerranéennes, Marseille, France
- Institut Hospitalo-Universitaire–Méditerranée Infection, Marseille, France
- Unité de Parasitologie Entomologie, Département de Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, Marseille, France
| | - Mohamed Salem Ould Ahmedou Salem
- Unité de Recherche “Génomes et Milieux” (Jeune Equipe Associée à l’Institut de Recherche pour le Développement), Faculté des Sciences et Techniques, Université de Nouakchott, Nouakchott, Mauritania
| | - Leonardo Basco
- Aix Marseille Université, Institut de Recherche pour le Développement, Assistance Publique-Hôpitaux de Marseille, Service de Santé des Armées, Vecteurs–Infections Tropicales et Méditerranéennes, Marseille, France
- Institut Hospitalo-Universitaire–Méditerranée Infection, Marseille, France
| | - Ali Ould Mohamed Salem Boukhary
- Unité de Recherche “Génomes et Milieux” (Jeune Equipe Associée à l’Institut de Recherche pour le Développement), Faculté des Sciences et Techniques, Université de Nouakchott, Nouakchott, Mauritania
| | - Sébastien Briolant
- Aix Marseille Université, Institut de Recherche pour le Développement, Assistance Publique-Hôpitaux de Marseille, Service de Santé des Armées, Vecteurs–Infections Tropicales et Méditerranéennes, Marseille, France
- Institut Hospitalo-Universitaire–Méditerranée Infection, Marseille, France
- Unité de Parasitologie Entomologie, Département de Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées, Marseille, France
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5
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Trimarsanto H, Amato R, Pearson RD, Sutanto E, Noviyanti R, Trianty L, Marfurt J, Pava Z, Echeverry DF, Lopera-Mesa TM, Montenegro LM, Tobón-Castaño A, Grigg MJ, Barber B, William T, Anstey NM, Getachew S, Petros B, Aseffa A, Assefa A, Rahim AG, Chau NH, Hien TT, Alam MS, Khan WA, Ley B, Thriemer K, Wangchuck S, Hamedi Y, Adam I, Liu Y, Gao Q, Sriprawat K, Ferreira MU, Laman M, Barry A, Mueller I, Lacerda MVG, Llanos-Cuentas A, Krudsood S, Lon C, Mohammed R, Yilma D, Pereira DB, Espino FEJ, Chu CS, Vélez ID, Namaik-Larp C, Villegas MF, Green JA, Koh G, Rayner JC, Drury E, Gonçalves S, Simpson V, Miotto O, Miles A, White NJ, Nosten F, Kwiatkowski DP, Price RN, Auburn S. A molecular barcode and web-based data analysis tool to identify imported Plasmodium vivax malaria. Commun Biol 2022; 5:1411. [PMID: 36564617 PMCID: PMC9789135 DOI: 10.1038/s42003-022-04352-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Accepted: 12/08/2022] [Indexed: 12/25/2022] Open
Abstract
Traditionally, patient travel history has been used to distinguish imported from autochthonous malaria cases, but the dormant liver stages of Plasmodium vivax confound this approach. Molecular tools offer an alternative method to identify, and map imported cases. Using machine learning approaches incorporating hierarchical fixation index and decision tree analyses applied to 799 P. vivax genomes from 21 countries, we identified 33-SNP, 50-SNP and 55-SNP barcodes (GEO33, GEO50 and GEO55), with high capacity to predict the infection's country of origin. The Matthews correlation coefficient (MCC) for an existing, commonly applied 38-SNP barcode (BR38) exceeded 0.80 in 62% countries. The GEO panels outperformed BR38, with median MCCs > 0.80 in 90% countries at GEO33, and 95% at GEO50 and GEO55. An online, open-access, likelihood-based classifier framework was established to support data analysis (vivaxGEN-geo). The SNP selection and classifier methods can be readily amended for other use cases to support malaria control programs.
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Affiliation(s)
- Hidayat Trimarsanto
- Global and Tropical Health Division, Menzies School of Health Research and Charles Darwin University, Darwin, NT, Australia
- Eijkman Institute for Molecular Biology, Jakarta, Indonesia
| | - Roberto Amato
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | | | - Edwin Sutanto
- Eijkman Institute for Molecular Biology, Jakarta, Indonesia
- Exeins Health Initiative, Jakarta, Indonesia
| | | | - Leily Trianty
- Eijkman Institute for Molecular Biology, Jakarta, Indonesia
| | - Jutta Marfurt
- Global and Tropical Health Division, Menzies School of Health Research and Charles Darwin University, Darwin, NT, Australia
| | - Zuleima Pava
- Global and Tropical Health Division, Menzies School of Health Research and Charles Darwin University, Darwin, NT, Australia
| | - Diego F Echeverry
- International Training and Medical Research Center (CIDEIM), Cali, Colombia
- Departamento de Microbiología, Universidad del Valle, Cali, Colombia
- Universidad Icesi, Cali, Colombia
| | | | | | | | - Matthew J Grigg
- Global and Tropical Health Division, Menzies School of Health Research and Charles Darwin University, Darwin, NT, Australia
- Infectious Diseases Society Sabah-Menzies School of Health Research Clinical Research Unit, Kota Kinabalu, Sabah, Malaysia
| | - Bridget Barber
- Global and Tropical Health Division, Menzies School of Health Research and Charles Darwin University, Darwin, NT, Australia
- Infectious Diseases Society Sabah-Menzies School of Health Research Clinical Research Unit, Kota Kinabalu, Sabah, Malaysia
| | - Timothy William
- Infectious Diseases Society Sabah-Menzies School of Health Research Clinical Research Unit, Kota Kinabalu, Sabah, Malaysia
- Clinical Research Centre, Queen Elizabeth Hospital, Sabah, Malaysia
| | - Nicholas M Anstey
- Global and Tropical Health Division, Menzies School of Health Research and Charles Darwin University, Darwin, NT, Australia
| | - Sisay Getachew
- College of Natural Sciences, Addis Ababa University, Addis Ababa, Ethiopia
- Armauer Hansen Research Institute, Addis Ababa, Ethiopia
| | - Beyene Petros
- College of Natural Sciences, Addis Ababa University, Addis Ababa, Ethiopia
| | - Abraham Aseffa
- Armauer Hansen Research Institute, Addis Ababa, Ethiopia
| | | | - Awab G Rahim
- Mahidol-Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand
- Nangarhar Medical Faculty, Nangarhar University, Ministry of Higher Education, Jalalabad, Afghanistan
| | - Nguyen H Chau
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, Ho Chi Minh City, Vietnam
| | - Tran T Hien
- Oxford University Clinical Research Unit, Hospital for Tropical Diseases, Ho Chi Minh City, Vietnam
| | - Mohammad S Alam
- Infectious Diseases Division, International Centre for Diarrheal Diseases Research, Dhaka, Bangladesh
| | - Wasif A Khan
- Infectious Diseases Division, International Centre for Diarrheal Diseases Research, Dhaka, Bangladesh
| | - Benedikt Ley
- Global and Tropical Health Division, Menzies School of Health Research and Charles Darwin University, Darwin, NT, Australia
| | - Kamala Thriemer
- Global and Tropical Health Division, Menzies School of Health Research and Charles Darwin University, Darwin, NT, Australia
| | - Sonam Wangchuck
- Royal Center for Disease Control, Department of Public Health, Ministry of Health, Thimphu, Bhutan
| | - Yaghoob Hamedi
- Infectious and Tropical Diseases Research Center, Hormozgan University of Medical Sciences, Bandar Abbas, Hormozgan Province, Iran
| | - Ishag Adam
- Faculty of Medicine, University of Khartoum, Khartoum, Sudan
| | - Yaobao Liu
- National Health Commission Key Laboratory of Parasitic Disease Control and Prevention, Jiangsu Provincial Key Laboratory on Parasite and Vector Control Technology, Jiangsu Institute of Parasitic Diseases, Wuxi, China
- School of Public Health, Nanjing Medical University, Nanjing, China
| | - Qi Gao
- National Health Commission Key Laboratory of Parasitic Disease Control and Prevention, Jiangsu Provincial Key Laboratory on Parasite and Vector Control Technology, Jiangsu Institute of Parasitic Diseases, Wuxi, China
| | - Kanlaya Sriprawat
- Shoklo Malaria Research Unit, Faculty of Tropical Medicine, Mahidol University, Mae Sot, Thailand
| | - Marcelo U Ferreira
- Department of Parasitology, Institute of Biomedical Sciences, University of São Paulo, São Paulo, Brazil
- Global Health and Tropical Medicine, Institute of Hygiene and Tropical Medicine, NOVA University of Lisbon, Lisbon, Portugal
| | - Moses Laman
- Papua New Guinea Institute of Medical Research, Madang, Papua New Guinea
| | - Alyssa Barry
- Deakin University, Victoria, Australia
- Population Health and Immunity Division, The Walter and Eliza Hall Institute of Medical Research, Victoria, Australia
- Department of Medical Biology, The University of Melbourne, Victoria, Australia
| | - Ivo Mueller
- Population Health and Immunity Division, The Walter and Eliza Hall Institute of Medical Research, Victoria, Australia
- Department of Parasites and Insect Vectors, Institut Pasteur, Paris, France
| | - Marcus V G Lacerda
- Fundação de Medicina Tropical, Manaus, Brazil
- Fundação Oswaldo Cruz, Manguinhos, Rio de Janeiro, Brazil
| | | | | | - Chanthap Lon
- Armed Forces Research Institute of Medical Sciences, Bangkok, Thailand
| | | | | | | | - Fe E J Espino
- Research Institute for Tropical Medicine, Manilla, Philippines
| | - Cindy S Chu
- Mahidol-Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand
- Shoklo Malaria Research Unit, Faculty of Tropical Medicine, Mahidol University, Mae Sot, Thailand
| | - Iván D Vélez
- Malaria Group, Universidad de Antioquia, Medellin, Colombia
| | | | | | | | | | - Julian C Rayner
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Cambridge Institute for Medical Research, School of Clinical Medicine, University of Cambridge, Cambridge, UK
| | - Eleanor Drury
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Sónia Gonçalves
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Victoria Simpson
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Olivo Miotto
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
- Mahidol-Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand
| | - Alistair Miles
- Wellcome Sanger Institute, Wellcome Genome Campus, Cambridge, UK
| | - Nicholas J White
- Mahidol-Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Francois Nosten
- Shoklo Malaria Research Unit, Faculty of Tropical Medicine, Mahidol University, Mae Sot, Thailand
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | | | - Ric N Price
- Global and Tropical Health Division, Menzies School of Health Research and Charles Darwin University, Darwin, NT, Australia
- Mahidol-Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Sarah Auburn
- Global and Tropical Health Division, Menzies School of Health Research and Charles Darwin University, Darwin, NT, Australia.
- Mahidol-Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand.
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, UK.
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6
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Kattenberg JH, Nguyen HV, Nguyen HL, Sauve E, Nguyen NTH, Chopo-Pizarro A, Trimarsanto H, Monsieurs P, Guetens P, Nguyen XX, Esbroeck MV, Auburn S, Nguyen BTH, Rosanas-Urgell A. Novel highly-multiplexed AmpliSeq targeted assay for Plasmodium vivax genetic surveillance use cases at multiple geographical scales. Front Cell Infect Microbiol 2022; 12:953187. [PMID: 36034708 PMCID: PMC9403277 DOI: 10.3389/fcimb.2022.953187] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Accepted: 07/19/2022] [Indexed: 11/17/2022] Open
Abstract
Although the power of genetic surveillance tools has been acknowledged widely, there is an urgent need in malaria endemic countries for feasible and cost-effective tools to implement in national malaria control programs (NMCPs) that can generate evidence to guide malaria control and elimination strategies, especially in the case of Plasmodium vivax. Several genetic surveillance applications ('use cases') have been identified to align research, technology development, and public health efforts, requiring different types of molecular markers. Here we present a new highly-multiplexed deep sequencing assay (Pv AmpliSeq). The assay targets the 33-SNP vivaxGEN-geo panel for country-level classification, and a newly designed 42-SNP within-country barcode for analysis of parasite dynamics in Vietnam and 11 putative drug resistance genes in a highly multiplexed NGS protocol with easy workflow, applicable for many different genetic surveillance use cases. The Pv AmpliSeq assay was validated using: 1) isolates from travelers and migrants in Belgium, and 2) routine collections of the national malaria control program at sentinel sites in Vietnam. The assay targets 229 amplicons and achieved a high depth of coverage (mean 595.7 ± 481) and high accuracy (mean error-rate of 0.013 ± 0.007). P. vivax parasites could be characterized from dried blood spots with a minimum of 5 parasites/µL and 10% of minority-clones. The assay achieved good spatial specificity for between-country prediction of origin using the 33-SNP vivaxGEN-geo panel that targets rare alleles specific for certain countries and regions. A high resolution for within-country diversity in Vietnam was achieved using the designed 42-SNP within-country barcode that targets common alleles (median MAF 0.34, range 0.01-0.49. Many variants were detected in (putative) drug resistance genes, with different predominant haplotypes in the pvmdr1 and pvcrt genes in different provinces in Vietnam. The capacity of the assay for high resolution identity-by-descent (IBD) analysis was demonstrated and identified a high rate of shared ancestry within Gia Lai Province in the Central Highlands of Vietnam, as well as between the coastal province of Binh Thuan and Lam Dong. Our approach performed well in geographically differentiating isolates at multiple spatial scales, detecting variants in putative resistance genes, and can be easily adjusted to suit the needs in other settings in a country or region. We prioritize making this tool available to researchers and NMCPs in endemic countries to increase ownership and ensure data usage for decision-making and malaria policy.
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Affiliation(s)
| | - Hong Van Nguyen
- Department of Clinical Research, National Institute of Malariology, Parasitology and Entomology, Hanoi, Vietnam
| | - Hieu Luong Nguyen
- Department of Clinical Research, National Institute of Malariology, Parasitology and Entomology, Hanoi, Vietnam
| | - Erin Sauve
- Biomedical Sciences Department, Institute of Tropical Medicine, Antwerp, Belgium
| | - Ngoc Thi Hong Nguyen
- Department of Molecular Biology, National Institute of Malariology, Parasitology and Entomology, Hanoi, Vietnam
| | - Ana Chopo-Pizarro
- Biomedical Sciences Department, Institute of Tropical Medicine, Antwerp, Belgium
| | - Hidayat Trimarsanto
- Menzies School of Health Research, Charles Darwin University, Darwin, NT, Australia
| | - Pieter Monsieurs
- Biomedical Sciences Department, Institute of Tropical Medicine, Antwerp, Belgium
| | - Pieter Guetens
- Biomedical Sciences Department, Institute of Tropical Medicine, Antwerp, Belgium
| | - Xa Xuan Nguyen
- Department of Epidemiology, National Institute of Malariology, Parasitology and Entomology, Hanoi, Vietnam
| | - Marjan Van Esbroeck
- Clinical Sciences Department, Institute of Tropical Medicine, Antwerp, Belgium
| | - Sarah Auburn
- Menzies School of Health Research, Charles Darwin University, Darwin, NT, Australia
- Mahidol‐Oxford Tropical Medicine Research Unit, Mahidol University, Bangkok, Thailand
- Centre for Tropical Medicine and Global Health, Nuffield Department of Medicine, University of Oxford, Oxford, United Kingdom
| | - Binh Thi Huong Nguyen
- Department of Clinical Research, National Institute of Malariology, Parasitology and Entomology, Hanoi, Vietnam
| | - Anna Rosanas-Urgell
- Biomedical Sciences Department, Institute of Tropical Medicine, Antwerp, Belgium
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7
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Djigo OKM, Ould Ahmedou Salem MS, Diallo SM, Bollahi MA, Boushab BM, Garre A, Papa Mze N, Basco L, Briolant S, Ould Mohamed Salem Boukhary A. Molecular Epidemiology of G6PD Genotypes in Different Ethnic Groups Residing in Saharan and Sahelian Zones of Mauritania. Pathogens 2021; 10:pathogens10080931. [PMID: 34451395 PMCID: PMC8398068 DOI: 10.3390/pathogens10080931] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2021] [Revised: 04/10/2021] [Accepted: 04/12/2021] [Indexed: 11/16/2022] Open
Abstract
Plasmodium vivax malaria is endemic in Mauritania. Individuals with glucose-6-phosphate dehydrogenase (G6PD) deficiency may develop acute hemolytic anemia when exposed to 8-aminoquinoline antimalarial drugs, which are indispensable for a complete cure. The prevalence of G6PD allelic variants was assessed in different ethno-linguistic groups present in Mauritania. A total of 996 blood samples (447 males and 549 females; 499 white Moors and 497 individuals of black African ancestry) were collected from febrile patients in 6 different study sites: Aleg, Atar, Kiffa, Kobeni, Nouakchott, and Rosso. The presence of the African-type G6PD A- (G202A, A376G, A542T, G680T, and T968C mutations) and the Mediterranean-type G6PD B- (C563T) variants was assessed by PCR followed by restriction fragment length polymorphism and/or DNA sequencing. The prevalence of African-type G6PD A- genotype was 3.6% (36/996), with 6.3% (28/447) of hemizygote (A-) males and 1.5% (8/549) of homozygous (A-A-) females. Forty of 549 (7.3%) women were heterozygous (AA-). The following genotypes were observed among hemizygous men and/or homozygous women: A376G/G202A (22/996; 2.2%), A376G/T968C Betica-Selma (12/996; 1.2%), and A376G/A542T Santamaria (2/996; 0.2%). The Mediterranean-type G6PD B- genotype was not observed. The prevalence rates of G6PD A- genotype in male (10/243; 4.1%) and heterozygous female (6/256; 2.3%) white Moors were lower (p < 0.05) than those of males (18/204; 8.8%) and heterozygous females (34/293; 11.6%) of black African ancestry. There were only a few homozygous women among both white Moors (3/256; 1.2%) and those of black African ancestry (5/293; 1.7%). The prevalence of G6PD deficiency in Mauritania was comparable to that of neighboring countries in the Maghreb. Because of the purportedly close ethnic ties between the Mauritanian white Moors and the peoples in the Maghreb, further investigations on the possible existence of the Mediterranean-type allele are required. Moreover, a surveillance system of G6PD phenotype and/or genotype screening is warranted to establish and monitor a population-based prevalence of G6PD deficiency.
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Affiliation(s)
- Oum Kelthoum Mamadou Djigo
- Unité de Recherche “Génomes et Milieux” (Jeune Equipe Associée à l’Institut de Recherche pour le Développement), Faculté des Sciences et Techniques, Université de Nouakchott Al-Aasriya, Nouakchott, Mauritania; (O.K.M.D.); (M.S.O.A.S.); (S.M.D.)
| | - Mohamed Salem Ould Ahmedou Salem
- Unité de Recherche “Génomes et Milieux” (Jeune Equipe Associée à l’Institut de Recherche pour le Développement), Faculté des Sciences et Techniques, Université de Nouakchott Al-Aasriya, Nouakchott, Mauritania; (O.K.M.D.); (M.S.O.A.S.); (S.M.D.)
| | - Sileye Mamadou Diallo
- Unité de Recherche “Génomes et Milieux” (Jeune Equipe Associée à l’Institut de Recherche pour le Développement), Faculté des Sciences et Techniques, Université de Nouakchott Al-Aasriya, Nouakchott, Mauritania; (O.K.M.D.); (M.S.O.A.S.); (S.M.D.)
| | | | - Boushab Mohamed Boushab
- Department of Internal Medicine and Infectious Diseases, Kiffa Regional Hospital, Assaba, Mauritania;
| | - Aymeric Garre
- Aix Marseille Université, Institut de Recherche pour le Développement (IRD), Assistance Publique-Hôpitaux de Marseille (AP-HM), Service de Santé des Armées (SSA), Vecteurs—Infections Tropicales et Méditerranéennes (VITROME), 13005 Marseille, France; (A.G.); (N.P.M.); (L.B.); (S.B.)
- Institut Hospitalo-Universitaire (IHU)—Méditerranée Infection, 13005 Marseille, France
| | - Nasserdine Papa Mze
- Aix Marseille Université, Institut de Recherche pour le Développement (IRD), Assistance Publique-Hôpitaux de Marseille (AP-HM), Service de Santé des Armées (SSA), Vecteurs—Infections Tropicales et Méditerranéennes (VITROME), 13005 Marseille, France; (A.G.); (N.P.M.); (L.B.); (S.B.)
- Institut Hospitalo-Universitaire (IHU)—Méditerranée Infection, 13005 Marseille, France
| | - Leonardo Basco
- Aix Marseille Université, Institut de Recherche pour le Développement (IRD), Assistance Publique-Hôpitaux de Marseille (AP-HM), Service de Santé des Armées (SSA), Vecteurs—Infections Tropicales et Méditerranéennes (VITROME), 13005 Marseille, France; (A.G.); (N.P.M.); (L.B.); (S.B.)
- Institut Hospitalo-Universitaire (IHU)—Méditerranée Infection, 13005 Marseille, France
| | - Sébastien Briolant
- Aix Marseille Université, Institut de Recherche pour le Développement (IRD), Assistance Publique-Hôpitaux de Marseille (AP-HM), Service de Santé des Armées (SSA), Vecteurs—Infections Tropicales et Méditerranéennes (VITROME), 13005 Marseille, France; (A.G.); (N.P.M.); (L.B.); (S.B.)
- Institut Hospitalo-Universitaire (IHU)—Méditerranée Infection, 13005 Marseille, France
- Unité de Parasitologie Entomologie, Département de Microbiologie et Maladies Infectieuses, Institut de Recherche Biomédicale des Armées (IRBA), 13005 Marseille, France
| | - Ali Ould Mohamed Salem Boukhary
- Unité de Recherche “Génomes et Milieux” (Jeune Equipe Associée à l’Institut de Recherche pour le Développement), Faculté des Sciences et Techniques, Université de Nouakchott Al-Aasriya, Nouakchott, Mauritania; (O.K.M.D.); (M.S.O.A.S.); (S.M.D.)
- Correspondence:
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8
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Brazeau NF, Mitchell CL, Morgan AP, Deutsch-Feldman M, Watson OJ, Thwai KL, Gelabert P, van Dorp L, Keeler CY, Waltmann A, Emch M, Gartner V, Redelings B, Wray GA, Mwandagalirwa MK, Tshefu AK, Likwela JL, Edwards JK, Verity R, Parr JB, Meshnick SR, Juliano JJ. The epidemiology of Plasmodium vivax among adults in the Democratic Republic of the Congo. Nat Commun 2021; 12:4169. [PMID: 34234124 PMCID: PMC8263614 DOI: 10.1038/s41467-021-24216-3] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Accepted: 06/01/2021] [Indexed: 11/08/2022] Open
Abstract
Reports of P. vivax infections among Duffy-negative hosts have accumulated throughout sub-Saharan Africa. Despite this growing body of evidence, no nationally representative epidemiological surveys of P. vivax in sub-Saharan Africa have been performed. To overcome this gap in knowledge, we screened over 17,000 adults in the Democratic Republic of the Congo (DRC) for P. vivax using samples from the 2013-2014 Demographic Health Survey. Overall, we found a 2.97% (95% CI: 2.28%, 3.65%) prevalence of P. vivax infections across the DRC. Infections were associated with few risk-factors and demonstrated a relatively flat distribution of prevalence across space with focal regions of relatively higher prevalence in the north and northeast. Mitochondrial genomes suggested that DRC P. vivax were distinct from circulating non-human ape strains and an ancestral European P. vivax strain, and instead may be part of a separate contemporary clade. Our findings suggest P. vivax is diffusely spread across the DRC at a low prevalence, which may be associated with long-term carriage of low parasitemia, frequent relapses, or a general pool of infections with limited forward propagation.
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Affiliation(s)
- Nicholas F Brazeau
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA.
- Medical Scientist Training Program, School of Medicine, University of North Carolina, Chapel Hill, NC, USA.
| | - Cedar L Mitchell
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Andrew P Morgan
- Medical Scientist Training Program, School of Medicine, University of North Carolina, Chapel Hill, NC, USA
- Department of Bioinformatics & Computational Biology, University of North Carolina, Chapel Hill, NC, USA
| | - Molly Deutsch-Feldman
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Oliver John Watson
- Medical Research Council Centre for Outbreak Analysis and Modelling, Department of Infectious Disease Epidemiology, Imperial College London, London, UK
| | - Kyaw L Thwai
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Pere Gelabert
- UCL Genetics Institute, University College London, London, UK
- Department of Evolutionary Anthropology, University of Vienna, Vienna, Austria
| | - Lucy van Dorp
- UCL Genetics Institute, University College London, London, UK
| | - Corinna Y Keeler
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Andreea Waltmann
- Institute for Global Health and Infectious Diseases, School of Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - Michael Emch
- Department of Geography, University of North Carolina, Chapel Hill, NC, USA
| | | | - Ben Redelings
- Department of Biology, Duke University, Durham, NC, USA
| | - Gregory A Wray
- Department of Biology, Duke University, Durham, NC, USA
- Duke Center for Genomic and Computational Biology, Durham, NC, USA
| | | | - Antoinette K Tshefu
- Kinshasa School of Public Health, Kinshasa, Democratic Republic of the Congo
| | - Joris L Likwela
- Programme National de la Lutte Contre le Paludisme, Kinshasa, Democratic Republic of Congo
| | - Jessie K Edwards
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Robert Verity
- Medical Research Council Centre for Outbreak Analysis and Modelling, Department of Infectious Disease Epidemiology, Imperial College London, London, UK
| | - Jonathan B Parr
- Division of Infectious Diseases, School of Medicine, University of North Carolina, Chapel Hill, NC, USA
- Curriculum in Genetics and Molecular Biology, School of Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - Steven R Meshnick
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Jonathan J Juliano
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
- Division of Infectious Diseases, School of Medicine, University of North Carolina, Chapel Hill, NC, USA
- Curriculum in Genetics and Molecular Biology, School of Medicine, University of North Carolina, Chapel Hill, NC, USA
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9
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Pegoraro M, Weedall GD. Malaria in the 'Omics Era'. Genes (Basel) 2021; 12:843. [PMID: 34070769 PMCID: PMC8228830 DOI: 10.3390/genes12060843] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Revised: 05/24/2021] [Accepted: 05/27/2021] [Indexed: 12/26/2022] Open
Abstract
Genomics has revolutionised the study of the biology of parasitic diseases. The first Eukaryotic parasite to have its genome sequenced was the malaria parasite Plasmodium falciparum. Since then, Plasmodium genomics has continued to lead the way in the study of the genome biology of parasites, both in breadth-the number of Plasmodium species' genomes sequenced-and in depth-massive-scale genome re-sequencing of several key species. Here, we review some of the insights into the biology, evolution and population genetics of Plasmodium gained from genome sequencing, and look at potential new avenues in the future genome-scale study of its biology.
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Affiliation(s)
| | - Gareth D. Weedall
- School of Biological and Environmental Sciences, Liverpool John Moores University, Liverpool L3 3AF, UK;
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