Cargando…

Combining E-Nose and Lateral Flow Immunoassays (LFIAs) for Rapid Occurrence/Co-Occurrence Aflatoxin and Fumonisin Detection in Maize

The aim of this study was to evaluate the potential use of an e-nose in combination with lateral flow immunoassays for rapid aflatoxin and fumonisin occurrence/co-occurrence detection in maize samples. For this purpose, 161 samples of corn have been used. Below the regulatory limits, single-contamin...

Descripción completa

Detalles Bibliográficos
Autores principales: Ottoboni, Matteo, Pinotti, Luciano, Tretola, Marco, Giromini, Carlotta, Fusi, Eleonora, Rebucci, Raffaella, Grillo, Maria, Tassoni, Luca, Foresta, Silvia, Gastaldello, Silvia, Furlan, Valentina, Maran, Claudio, Dell’Orto, Vittorio, Cheli, Federica
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6215256/
https://www.ncbi.nlm.nih.gov/pubmed/30332757
http://dx.doi.org/10.3390/toxins10100416
_version_ 1783368112331030528
author Ottoboni, Matteo
Pinotti, Luciano
Tretola, Marco
Giromini, Carlotta
Fusi, Eleonora
Rebucci, Raffaella
Grillo, Maria
Tassoni, Luca
Foresta, Silvia
Gastaldello, Silvia
Furlan, Valentina
Maran, Claudio
Dell’Orto, Vittorio
Cheli, Federica
author_facet Ottoboni, Matteo
Pinotti, Luciano
Tretola, Marco
Giromini, Carlotta
Fusi, Eleonora
Rebucci, Raffaella
Grillo, Maria
Tassoni, Luca
Foresta, Silvia
Gastaldello, Silvia
Furlan, Valentina
Maran, Claudio
Dell’Orto, Vittorio
Cheli, Federica
author_sort Ottoboni, Matteo
collection PubMed
description The aim of this study was to evaluate the potential use of an e-nose in combination with lateral flow immunoassays for rapid aflatoxin and fumonisin occurrence/co-occurrence detection in maize samples. For this purpose, 161 samples of corn have been used. Below the regulatory limits, single-contaminated, and co-contaminated samples were classified according to the detection ranges established for commercial lateral flow immunoassays (LFIAs) for mycotoxin determination. Correspondence between methods was evaluated by discriminant function analysis (DFA) procedures using IBM SPSS Statistics 22. Stepwise variable selection was done to select the e-nose sensors for classifying samples by DFA. The overall leave-out-one cross-validated percentage of samples correctly classified by the eight-variate DFA model for aflatoxin was 81%. The overall leave-out-one cross-validated percentage of samples correctly classified by the seven-variate DFA model for fumonisin was 85%. The overall leave-out-one cross-validated percentage of samples correctly classified by the nine-variate DFA model for the three classes of contamination (below the regulatory limits, single-contaminated, co-contaminated) was 65%. Therefore, even though an exhaustive evaluation will require a larger dataset to perform a validation procedure, an electronic nose (e-nose) seems to be a promising rapid/screening method to detect contamination by aflatoxin, fumonisin, or both in maize kernel stocks.
format Online
Article
Text
id pubmed-6215256
institution National Center for Biotechnology Information
language English
publishDate 2018
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-62152562018-11-13 Combining E-Nose and Lateral Flow Immunoassays (LFIAs) for Rapid Occurrence/Co-Occurrence Aflatoxin and Fumonisin Detection in Maize Ottoboni, Matteo Pinotti, Luciano Tretola, Marco Giromini, Carlotta Fusi, Eleonora Rebucci, Raffaella Grillo, Maria Tassoni, Luca Foresta, Silvia Gastaldello, Silvia Furlan, Valentina Maran, Claudio Dell’Orto, Vittorio Cheli, Federica Toxins (Basel) Article The aim of this study was to evaluate the potential use of an e-nose in combination with lateral flow immunoassays for rapid aflatoxin and fumonisin occurrence/co-occurrence detection in maize samples. For this purpose, 161 samples of corn have been used. Below the regulatory limits, single-contaminated, and co-contaminated samples were classified according to the detection ranges established for commercial lateral flow immunoassays (LFIAs) for mycotoxin determination. Correspondence between methods was evaluated by discriminant function analysis (DFA) procedures using IBM SPSS Statistics 22. Stepwise variable selection was done to select the e-nose sensors for classifying samples by DFA. The overall leave-out-one cross-validated percentage of samples correctly classified by the eight-variate DFA model for aflatoxin was 81%. The overall leave-out-one cross-validated percentage of samples correctly classified by the seven-variate DFA model for fumonisin was 85%. The overall leave-out-one cross-validated percentage of samples correctly classified by the nine-variate DFA model for the three classes of contamination (below the regulatory limits, single-contaminated, co-contaminated) was 65%. Therefore, even though an exhaustive evaluation will require a larger dataset to perform a validation procedure, an electronic nose (e-nose) seems to be a promising rapid/screening method to detect contamination by aflatoxin, fumonisin, or both in maize kernel stocks. MDPI 2018-10-16 /pmc/articles/PMC6215256/ /pubmed/30332757 http://dx.doi.org/10.3390/toxins10100416 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ottoboni, Matteo
Pinotti, Luciano
Tretola, Marco
Giromini, Carlotta
Fusi, Eleonora
Rebucci, Raffaella
Grillo, Maria
Tassoni, Luca
Foresta, Silvia
Gastaldello, Silvia
Furlan, Valentina
Maran, Claudio
Dell’Orto, Vittorio
Cheli, Federica
Combining E-Nose and Lateral Flow Immunoassays (LFIAs) for Rapid Occurrence/Co-Occurrence Aflatoxin and Fumonisin Detection in Maize
title Combining E-Nose and Lateral Flow Immunoassays (LFIAs) for Rapid Occurrence/Co-Occurrence Aflatoxin and Fumonisin Detection in Maize
title_full Combining E-Nose and Lateral Flow Immunoassays (LFIAs) for Rapid Occurrence/Co-Occurrence Aflatoxin and Fumonisin Detection in Maize
title_fullStr Combining E-Nose and Lateral Flow Immunoassays (LFIAs) for Rapid Occurrence/Co-Occurrence Aflatoxin and Fumonisin Detection in Maize
title_full_unstemmed Combining E-Nose and Lateral Flow Immunoassays (LFIAs) for Rapid Occurrence/Co-Occurrence Aflatoxin and Fumonisin Detection in Maize
title_short Combining E-Nose and Lateral Flow Immunoassays (LFIAs) for Rapid Occurrence/Co-Occurrence Aflatoxin and Fumonisin Detection in Maize
title_sort combining e-nose and lateral flow immunoassays (lfias) for rapid occurrence/co-occurrence aflatoxin and fumonisin detection in maize
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6215256/
https://www.ncbi.nlm.nih.gov/pubmed/30332757
http://dx.doi.org/10.3390/toxins10100416
work_keys_str_mv AT ottobonimatteo combiningenoseandlateralflowimmunoassayslfiasforrapidoccurrencecooccurrenceaflatoxinandfumonisindetectioninmaize
AT pinottiluciano combiningenoseandlateralflowimmunoassayslfiasforrapidoccurrencecooccurrenceaflatoxinandfumonisindetectioninmaize
AT tretolamarco combiningenoseandlateralflowimmunoassayslfiasforrapidoccurrencecooccurrenceaflatoxinandfumonisindetectioninmaize
AT girominicarlotta combiningenoseandlateralflowimmunoassayslfiasforrapidoccurrencecooccurrenceaflatoxinandfumonisindetectioninmaize
AT fusieleonora combiningenoseandlateralflowimmunoassayslfiasforrapidoccurrencecooccurrenceaflatoxinandfumonisindetectioninmaize
AT rebucciraffaella combiningenoseandlateralflowimmunoassayslfiasforrapidoccurrencecooccurrenceaflatoxinandfumonisindetectioninmaize
AT grillomaria combiningenoseandlateralflowimmunoassayslfiasforrapidoccurrencecooccurrenceaflatoxinandfumonisindetectioninmaize
AT tassoniluca combiningenoseandlateralflowimmunoassayslfiasforrapidoccurrencecooccurrenceaflatoxinandfumonisindetectioninmaize
AT forestasilvia combiningenoseandlateralflowimmunoassayslfiasforrapidoccurrencecooccurrenceaflatoxinandfumonisindetectioninmaize
AT gastaldellosilvia combiningenoseandlateralflowimmunoassayslfiasforrapidoccurrencecooccurrenceaflatoxinandfumonisindetectioninmaize
AT furlanvalentina combiningenoseandlateralflowimmunoassayslfiasforrapidoccurrencecooccurrenceaflatoxinandfumonisindetectioninmaize
AT maranclaudio combiningenoseandlateralflowimmunoassayslfiasforrapidoccurrencecooccurrenceaflatoxinandfumonisindetectioninmaize
AT dellortovittorio combiningenoseandlateralflowimmunoassayslfiasforrapidoccurrencecooccurrenceaflatoxinandfumonisindetectioninmaize
AT chelifederica combiningenoseandlateralflowimmunoassayslfiasforrapidoccurrencecooccurrenceaflatoxinandfumonisindetectioninmaize