Application of matrix-assisted laser desorption/ionization mass spectrometry to identify species of Neotropical Anopheles vectors of malaria

Abstract Background Malaria control in Panama is problematic due to the high diversity of morphologically similar Anopheles mosquito species, which makes identification of vectors of human Plasmodium challenging. Strategies by Panamanian health authorities to bring malaria under control targeting An...

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Published in:Malaria Journal
Main Authors: Jose R. Loaiza, Alejandro Almanza, Juan C. Rojas, Luis Mejía, Norma D. Cervantes, Javier E. Sanchez-Galan, Fernando Merchán, Arnaud Grillet, Matthew J. Miller, Luis F. De León, Rolando A. Gittens
Format: Article in Journal/Newspaper
Language:English
Published: BMC 2019
Subjects:
Online Access:https://doi.org/10.1186/s12936-019-2723-0
https://doaj.org/article/5bea6d960a2f46969bf02f131d820883
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spelling ftdoajarticles:oai:doaj.org/article:5bea6d960a2f46969bf02f131d820883 2023-05-15T15:14:30+02:00 Application of matrix-assisted laser desorption/ionization mass spectrometry to identify species of Neotropical Anopheles vectors of malaria Jose R. Loaiza Alejandro Almanza Juan C. Rojas Luis Mejía Norma D. Cervantes Javier E. Sanchez-Galan Fernando Merchán Arnaud Grillet Matthew J. Miller Luis F. De León Rolando A. Gittens 2019-03-01T00:00:00Z https://doi.org/10.1186/s12936-019-2723-0 https://doaj.org/article/5bea6d960a2f46969bf02f131d820883 EN eng BMC http://link.springer.com/article/10.1186/s12936-019-2723-0 https://doaj.org/toc/1475-2875 doi:10.1186/s12936-019-2723-0 1475-2875 https://doaj.org/article/5bea6d960a2f46969bf02f131d820883 Malaria Journal, Vol 18, Iss 1, Pp 1-12 (2019) Anopheles mosquito Taxonomic identification MALDI Mass spectrometry Malaria vector Panama Arctic medicine. Tropical medicine RC955-962 Infectious and parasitic diseases RC109-216 article 2019 ftdoajarticles https://doi.org/10.1186/s12936-019-2723-0 2022-12-31T11:55:31Z Abstract Background Malaria control in Panama is problematic due to the high diversity of morphologically similar Anopheles mosquito species, which makes identification of vectors of human Plasmodium challenging. Strategies by Panamanian health authorities to bring malaria under control targeting Anopheles vectors could be ineffective if they tackle a misidentified species. Methods A rapid mass spectrometry identification procedure was developed to accurately and timely sort out field-collected Neotropical Anopheles mosquitoes into vector and non-vector species. Matrix-assisted laser desorption/ionization (MALDI) mass spectra of highly-abundant proteins were generated from laboratory-reared mosquitoes using different extraction protocols, body parts, and sexes to minimize the amount of material from specimen vouchers needed and optimize the protocol for taxonomic identification. Subsequently, the mass spectra of field-collected Neotropical Anopheles mosquito species were classified using a combination of custom-made unsupervised (i.e., Principal component analysis—PCA) and supervised (i.e., Linear discriminant analysis—LDA) classification algorithms. Results Regardless of the protocol used or the mosquito species and sex, the legs contained the least intra-specific variability with enough well-preserved proteins to differentiate among distinct biological species, consistent with previous literature. After minimizing the amount of material needed from the voucher, one leg was enough to produce reliable spectra between specimens. Further, both PCA and LDA were able to classify up to 12 mosquito species, from different subgenera and seven geographically spread localities across Panama using mass spectra from one leg pair. LDA demonstrated high discriminatory power and consistency, with validation and cross-validation positive identification rates above 93% at the species level. Conclusion The selected sample processing procedure can be used to identify field-collected Anopheles species, including vectors of ... 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 Anopheles mosquito
Taxonomic identification
MALDI
Mass spectrometry
Malaria vector
Panama
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
spellingShingle Anopheles mosquito
Taxonomic identification
MALDI
Mass spectrometry
Malaria vector
Panama
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
Jose R. Loaiza
Alejandro Almanza
Juan C. Rojas
Luis Mejía
Norma D. Cervantes
Javier E. Sanchez-Galan
Fernando Merchán
Arnaud Grillet
Matthew J. Miller
Luis F. De León
Rolando A. Gittens
Application of matrix-assisted laser desorption/ionization mass spectrometry to identify species of Neotropical Anopheles vectors of malaria
topic_facet Anopheles mosquito
Taxonomic identification
MALDI
Mass spectrometry
Malaria vector
Panama
Arctic medicine. Tropical medicine
RC955-962
Infectious and parasitic diseases
RC109-216
description Abstract Background Malaria control in Panama is problematic due to the high diversity of morphologically similar Anopheles mosquito species, which makes identification of vectors of human Plasmodium challenging. Strategies by Panamanian health authorities to bring malaria under control targeting Anopheles vectors could be ineffective if they tackle a misidentified species. Methods A rapid mass spectrometry identification procedure was developed to accurately and timely sort out field-collected Neotropical Anopheles mosquitoes into vector and non-vector species. Matrix-assisted laser desorption/ionization (MALDI) mass spectra of highly-abundant proteins were generated from laboratory-reared mosquitoes using different extraction protocols, body parts, and sexes to minimize the amount of material from specimen vouchers needed and optimize the protocol for taxonomic identification. Subsequently, the mass spectra of field-collected Neotropical Anopheles mosquito species were classified using a combination of custom-made unsupervised (i.e., Principal component analysis—PCA) and supervised (i.e., Linear discriminant analysis—LDA) classification algorithms. Results Regardless of the protocol used or the mosquito species and sex, the legs contained the least intra-specific variability with enough well-preserved proteins to differentiate among distinct biological species, consistent with previous literature. After minimizing the amount of material needed from the voucher, one leg was enough to produce reliable spectra between specimens. Further, both PCA and LDA were able to classify up to 12 mosquito species, from different subgenera and seven geographically spread localities across Panama using mass spectra from one leg pair. LDA demonstrated high discriminatory power and consistency, with validation and cross-validation positive identification rates above 93% at the species level. Conclusion The selected sample processing procedure can be used to identify field-collected Anopheles species, including vectors of ...
format Article in Journal/Newspaper
author Jose R. Loaiza
Alejandro Almanza
Juan C. Rojas
Luis Mejía
Norma D. Cervantes
Javier E. Sanchez-Galan
Fernando Merchán
Arnaud Grillet
Matthew J. Miller
Luis F. De León
Rolando A. Gittens
author_facet Jose R. Loaiza
Alejandro Almanza
Juan C. Rojas
Luis Mejía
Norma D. Cervantes
Javier E. Sanchez-Galan
Fernando Merchán
Arnaud Grillet
Matthew J. Miller
Luis F. De León
Rolando A. Gittens
author_sort Jose R. Loaiza
title Application of matrix-assisted laser desorption/ionization mass spectrometry to identify species of Neotropical Anopheles vectors of malaria
title_short Application of matrix-assisted laser desorption/ionization mass spectrometry to identify species of Neotropical Anopheles vectors of malaria
title_full Application of matrix-assisted laser desorption/ionization mass spectrometry to identify species of Neotropical Anopheles vectors of malaria
title_fullStr Application of matrix-assisted laser desorption/ionization mass spectrometry to identify species of Neotropical Anopheles vectors of malaria
title_full_unstemmed Application of matrix-assisted laser desorption/ionization mass spectrometry to identify species of Neotropical Anopheles vectors of malaria
title_sort application of matrix-assisted laser desorption/ionization mass spectrometry to identify species of neotropical anopheles vectors of malaria
publisher BMC
publishDate 2019
url https://doi.org/10.1186/s12936-019-2723-0
https://doaj.org/article/5bea6d960a2f46969bf02f131d820883
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source Malaria Journal, Vol 18, Iss 1, Pp 1-12 (2019)
op_relation http://link.springer.com/article/10.1186/s12936-019-2723-0
https://doaj.org/toc/1475-2875
doi:10.1186/s12936-019-2723-0
1475-2875
https://doaj.org/article/5bea6d960a2f46969bf02f131d820883
op_doi https://doi.org/10.1186/s12936-019-2723-0
container_title Malaria Journal
container_volume 18
container_issue 1
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