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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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 |
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Open Polar |
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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 |
_version_ |
1766344949030191104 |