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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...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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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 |
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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 |
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