Detection of Plasmodium falciparum infected Anopheles gambiae using near-infrared spectroscopy

Abstract Background Large-scale surveillance of mosquito populations is crucial to assess the intensity of vector-borne disease transmission and the impact of control interventions. However, there is a lack of accurate, cost-effective and high-throughput tools for mass-screening of vectors. Methods...

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Published in:Malaria Journal
Main Authors: Marta F. Maia, Melissa Kapulu, Michelle Muthui, Martin G. Wagah, Heather M. Ferguson, Floyd E. Dowell, Francesco Baldini, Lisa Ranford-Cartwright
Format: Article in Journal/Newspaper
Language:English
Published: BMC 2019
Subjects:
Online Access:https://doi.org/10.1186/s12936-019-2719-9
https://doaj.org/article/f5730f63d8494a91bea08bd92021a88b
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spelling ftdoajarticles:oai:doaj.org/article:f5730f63d8494a91bea08bd92021a88b 2023-05-15T15:12:17+02:00 Detection of Plasmodium falciparum infected Anopheles gambiae using near-infrared spectroscopy Marta F. Maia Melissa Kapulu Michelle Muthui Martin G. Wagah Heather M. Ferguson Floyd E. Dowell Francesco Baldini Lisa Ranford-Cartwright 2019-03-01T00:00:00Z https://doi.org/10.1186/s12936-019-2719-9 https://doaj.org/article/f5730f63d8494a91bea08bd92021a88b EN eng BMC http://link.springer.com/article/10.1186/s12936-019-2719-9 https://doaj.org/toc/1475-2875 doi:10.1186/s12936-019-2719-9 1475-2875 https://doaj.org/article/f5730f63d8494a91bea08bd92021a88b Malaria Journal, Vol 18, Iss 1, Pp 1-11 (2019) Near infrared spectroscopy Malaria Anopheles gambiae Plasmodium falciparum Sporozoite Oocyst Arctic medicine. Tropical medicine RC955-962 Infectious and parasitic diseases RC109-216 article 2019 ftdoajarticles https://doi.org/10.1186/s12936-019-2719-9 2022-12-31T10:09:43Z Abstract Background Large-scale surveillance of mosquito populations is crucial to assess the intensity of vector-borne disease transmission and the impact of control interventions. However, there is a lack of accurate, cost-effective and high-throughput tools for mass-screening of vectors. Methods A total of 750 Anopheles gambiae (Keele strain) mosquitoes were fed Plasmodium falciparum NF54 gametocytes through standard membrane feeding assay (SMFA) and afterwards maintained in insectary conditions to allow for oocyst (8 days) and sporozoite development (14 days). Thereupon, each mosquito was scanned using near infra-red spectroscopy (NIRS) and processed by quantitative polymerase chain reaction (qPCR) to determine the presence of infection and infection load. The spectra collected were randomly assigned to either a training dataset, used to develop calibrations for predicting oocyst- or sporozoite-infection through partial least square regressions (PLS); or to a test dataset, used for validating the calibration’s prediction accuracy. Results NIRS detected oocyst- and sporozoite-stage P. falciparum infections with 88% and 95% accuracy, respectively. This study demonstrates proof-of-concept that NIRS is capable of rapidly identifying laboratory strains of human malaria infection in African mosquito vectors. Conclusions Accurate, low-cost, reagent-free screening of mosquito populations enabled by NIRS could revolutionize surveillance and elimination strategies for the most important human malaria parasite in its primary African vector species. Further research is needed to evaluate how the method performs in the field following adjustments in the training datasets to include data from wild-caught infected and uninfected mosquitoes. Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic Malaria Journal 18 1
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Near infrared spectroscopy
Malaria
Anopheles gambiae
Plasmodium falciparum
Sporozoite
Oocyst
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
spellingShingle Near infrared spectroscopy
Malaria
Anopheles gambiae
Plasmodium falciparum
Sporozoite
Oocyst
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
Marta F. Maia
Melissa Kapulu
Michelle Muthui
Martin G. Wagah
Heather M. Ferguson
Floyd E. Dowell
Francesco Baldini
Lisa Ranford-Cartwright
Detection of Plasmodium falciparum infected Anopheles gambiae using near-infrared spectroscopy
topic_facet Near infrared spectroscopy
Malaria
Anopheles gambiae
Plasmodium falciparum
Sporozoite
Oocyst
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
description Abstract Background Large-scale surveillance of mosquito populations is crucial to assess the intensity of vector-borne disease transmission and the impact of control interventions. However, there is a lack of accurate, cost-effective and high-throughput tools for mass-screening of vectors. Methods A total of 750 Anopheles gambiae (Keele strain) mosquitoes were fed Plasmodium falciparum NF54 gametocytes through standard membrane feeding assay (SMFA) and afterwards maintained in insectary conditions to allow for oocyst (8 days) and sporozoite development (14 days). Thereupon, each mosquito was scanned using near infra-red spectroscopy (NIRS) and processed by quantitative polymerase chain reaction (qPCR) to determine the presence of infection and infection load. The spectra collected were randomly assigned to either a training dataset, used to develop calibrations for predicting oocyst- or sporozoite-infection through partial least square regressions (PLS); or to a test dataset, used for validating the calibration’s prediction accuracy. Results NIRS detected oocyst- and sporozoite-stage P. falciparum infections with 88% and 95% accuracy, respectively. This study demonstrates proof-of-concept that NIRS is capable of rapidly identifying laboratory strains of human malaria infection in African mosquito vectors. Conclusions Accurate, low-cost, reagent-free screening of mosquito populations enabled by NIRS could revolutionize surveillance and elimination strategies for the most important human malaria parasite in its primary African vector species. Further research is needed to evaluate how the method performs in the field following adjustments in the training datasets to include data from wild-caught infected and uninfected mosquitoes.
format Article in Journal/Newspaper
author Marta F. Maia
Melissa Kapulu
Michelle Muthui
Martin G. Wagah
Heather M. Ferguson
Floyd E. Dowell
Francesco Baldini
Lisa Ranford-Cartwright
author_facet Marta F. Maia
Melissa Kapulu
Michelle Muthui
Martin G. Wagah
Heather M. Ferguson
Floyd E. Dowell
Francesco Baldini
Lisa Ranford-Cartwright
author_sort Marta F. Maia
title Detection of Plasmodium falciparum infected Anopheles gambiae using near-infrared spectroscopy
title_short Detection of Plasmodium falciparum infected Anopheles gambiae using near-infrared spectroscopy
title_full Detection of Plasmodium falciparum infected Anopheles gambiae using near-infrared spectroscopy
title_fullStr Detection of Plasmodium falciparum infected Anopheles gambiae using near-infrared spectroscopy
title_full_unstemmed Detection of Plasmodium falciparum infected Anopheles gambiae using near-infrared spectroscopy
title_sort detection of plasmodium falciparum infected anopheles gambiae using near-infrared spectroscopy
publisher BMC
publishDate 2019
url https://doi.org/10.1186/s12936-019-2719-9
https://doaj.org/article/f5730f63d8494a91bea08bd92021a88b
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source Malaria Journal, Vol 18, Iss 1, Pp 1-11 (2019)
op_relation http://link.springer.com/article/10.1186/s12936-019-2719-9
https://doaj.org/toc/1475-2875
doi:10.1186/s12936-019-2719-9
1475-2875
https://doaj.org/article/f5730f63d8494a91bea08bd92021a88b
op_doi https://doi.org/10.1186/s12936-019-2719-9
container_title Malaria Journal
container_volume 18
container_issue 1
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