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Comparative Analysis of Machine Learning Methods to Predict Growth of F. sporotrichioides and Production of T-2 and HT-2 Toxins in Treatments with Ethylene-Vinyl Alcohol Films Containing Pure Components of Essential Oils by Mateo, Eva María (author);Gómez, José Vicente (author);Tarazona, Andrea (author);García-Esparza, María Ángeles (author);Mateo, Fernando (author) is a Agricultural and Biological Sciences article available to read on EtoBox.

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The efficacy of ethylene-vinyl alcohol copolymer films (EVOH) incorporating the essential oil components cinnamaldehyde (CINHO), citral (CIT), isoeugenol (IEG), or linalool (LIN) to control growth rate (GR) and production of T-2 and HT-2 toxins by Fusarium sporotrichioides cultured on oat grains under different temperature (28, 20, and 15 • C) and water activity (a w ) (0.99 and 0.96) regimes was assayed. GR in controls/treatments usually increased with increasing temperature, regardless of a w , but no significant differences concerning a w were found. Toxin production decreased with increasing temperature. The effectiveness of films to control fungal GR and toxin production was as follows: EVOH-CIT > EVOH-CINHO > EVOH-IEG > EVOH-LIN. With few exceptions, effective doses of EVOH-CIT, EVOH-CINHO, and EVOH-IEG films to reduce/inhibit GR by 50%, 90%, and 100% (ED 50 , ED 90 , and ED 100 ) ranged from 515 to 3330 μg/culture in Petri dish (25 g oat grains) depending on film type, a w , and temperature. ED 90 and ED 100 of EVOH-LIN were >3330 μg/fungal culture. The potential of several machine learning (ML) methods to predict F. sporotrichioides GR and T-2 and HT-2 toxin production unde

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Author

Mateo, Eva María (author);Gómez, José Vicente (author);Tarazona, Andrea (author);García-Esparza, María Ángeles (author);Mateo, Fernando (author)

Publisher

MDPI AG

Published

2021

Language

EN

Field

Agricultural and Biological Sciences (Life Sciences)