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A molecular barcode and web-based data analysis tool to identify imported Plasmodium vivax malaria

  • Hidayat Trimarsanto
  • , Roberto Amato
  • , Richard D. Pearson
  • , Edwin Sutanto
  • , Rintis Noviyanti
  • , Leily Trianty
  • , Jutta Marfurt
  • , Zuleima Pava
  • , Diego F. Echeverry
  • , Tatiana M. Lopera-Mesa
  • , Lidia M. Montenegro
  • , Alberto Tobón-Castaño
  • , Matthew J. Grigg
  • , Bridget Barber
  • , Timothy William
  • , Nicholas M. Anstey
  • , Sisay Getachew
  • , Beyene Petros
  • , Abraham Aseffa
  • , Ashenafi Assefa
  • Awab G. Rahim, Nguyen H. Chau, Tran T. Hien, Mohammad S. Alam, Wasif A. Khan, Benedikt Ley, Kamala Thriemer, Sonam Wangchuck, Yaghoob Hamedi, Ishag Adam, Yaobao Liu, Qi Gao, Kanlaya Sriprawat, Marcelo U. Ferreira, Moses Laman, Alyssa Barry, Ivo Mueller, Marcus V.G. Lacerda, Alejandro Llanos-Cuentas, Srivicha Krudsood, Chanthap Lon, Rezika Mohammed, Daniel Yilma, Dhelio B. Pereira, Fe E.J. Espino, Cindy S. Chu, Iván D. Vélez, Chayadol Namaik-larp, Maria F. Villegas, Justin A. Green, Gavin Koh, Julian C. Rayner, Eleanor Drury, Sónia Gonçalves, Victoria Simpson, Olivo Miotto, Alistair Miles, Nicholas J. White, Francois Nosten, Dominic P. Kwiatkowski, Ric N. Price, Sarah Auburn
  • Menzies School of Health Research
  • Eijkman Institute for Molecular Biology
  • Wellcome Sanger Institute
  • Exeins Health Initiative
  • Centro Internacional de Entrenamiento e Investigaciones Medicas
  • Universidad Del Valle
  • Universidad Icesi
  • Universidad de Antioquia
  • Infectious Diseases Society Sabah-Menzies School of Health Research Clinical Research Unit
  • Queen Elizabeth Hospital
  • Addis Ababa University
  • Armauer Hansen Research Institute
  • Ethiopian Public Health Institute
  • Mahidol University
  • Nangarhar University
  • Oxford University Clinical Research Unit
  • International Centre for Diarrhoeal Disease Research Bangladesh
  • Ministry of Health
  • Hormozgan University of Medical Sciences
  • University of Khartoum Faculty of Medicine
  • Jiangsu Institute of Parasitic Diseases
  • Nanjing Medical University
  • Faculty of Tropical Medicine, Mahidol University
  • University of São Paulo
  • NOVA University of Lisbon
  • Papua New Guinea Institute of Medical Research
  • Deakin University
  • Walter and Eliza Hall Institute of Medical Research
  • University of Melbourne
  • Institut Pasteur, Paris
  • Fundação de Medicina Tropical Doutor Heitor Vieira Dourado
  • Oswaldo Cruz Foundation
  • Armed Forces Research Institute of Medical Sciences (USAMC-AFRIMS)
  • University of Gondar
  • Jimma University
  • Centro de Pesquisa em Medicina Tropical
  • Research Institute for Tropical Medicine
  • Umphang Hospital
  • Centro de Investigaciones Clinicas S.A.S de Cali
  • GlaxoSmithKline plc.
  • Cambridge Institute for Medical Research
  • University of Oxford

Producción científica: Contribución a una revistaArtículorevisión exhaustiva

19 Citas (Scopus)

Resumen

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.

Idioma originalInglés
Número de artículo1411
PublicaciónCommunications Biology
Volumen5
N.º1
DOI
EstadoPublicada - dic. 2022

ODS de las Naciones Unidas

Este resultado contribuye a los siguientes Objetivos de Desarrollo Sostenible

  1. ODS 3: Salud y bienestar
    ODS 3: Salud y bienestar

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