Cargando…

Artificial Neural Networks Elucidated the Essential Role of Mineral Nutrients versus Vitamins and Plant Growth Regulators in Achieving Healthy Micropropagated Plants

The design of an adequate culture medium is an essential step in the micropropagation process of plant species. Adjustment and balance of medium components involve the interaction of several factors, such as mineral nutrients, vitamins, and plant growth regulators (PGRs). This work aimed to shed lig...

Descripción completa

Detalles Bibliográficos
Autores principales: Arteta, Tomás A., Hameg, Radhia, Landin, Mariana, Gallego, Pedro P., Barreal, M. Esther
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9146087/
https://www.ncbi.nlm.nih.gov/pubmed/35631709
http://dx.doi.org/10.3390/plants11101284
_version_ 1784716474184630272
author Arteta, Tomás A.
Hameg, Radhia
Landin, Mariana
Gallego, Pedro P.
Barreal, M. Esther
author_facet Arteta, Tomás A.
Hameg, Radhia
Landin, Mariana
Gallego, Pedro P.
Barreal, M. Esther
author_sort Arteta, Tomás A.
collection PubMed
description The design of an adequate culture medium is an essential step in the micropropagation process of plant species. Adjustment and balance of medium components involve the interaction of several factors, such as mineral nutrients, vitamins, and plant growth regulators (PGRs). This work aimed to shed light on the role of these three components on the plant growth and quality of micropropagated woody plants, using Actinidia arguta as a plant model. Two experiments using a five-dimensional experimental design space were defined using the Design of Experiments (DoE) method, to study the effect of five mineral factors (NH(4)NO(3), KNO(3), Mesos, Micros, and Iron) and five vitamins (Myo-inositol, thiamine, nicotinic acid, pyridoxine, and vitamin E). A third experiment, using 20 combinations of two PGRs: BAP (6-benzylaminopurine) and GA(3) (gibberellic acid) was performed. Artificial Neural Networks (ANNs) algorithms were used to build models with the whole database to determine the effect of those components on several growth and quality parameters. Neurofuzzy logic allowed us to decipher and generate new knowledge on the hierarchy of some minerals as essential components of the culture media over vitamins and PRGs, suggesting rules about how MS basal media formulation could be modified to assess the quality of micropropagated woody plants.
format Online
Article
Text
id pubmed-9146087
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-91460872022-05-29 Artificial Neural Networks Elucidated the Essential Role of Mineral Nutrients versus Vitamins and Plant Growth Regulators in Achieving Healthy Micropropagated Plants Arteta, Tomás A. Hameg, Radhia Landin, Mariana Gallego, Pedro P. Barreal, M. Esther Plants (Basel) Article The design of an adequate culture medium is an essential step in the micropropagation process of plant species. Adjustment and balance of medium components involve the interaction of several factors, such as mineral nutrients, vitamins, and plant growth regulators (PGRs). This work aimed to shed light on the role of these three components on the plant growth and quality of micropropagated woody plants, using Actinidia arguta as a plant model. Two experiments using a five-dimensional experimental design space were defined using the Design of Experiments (DoE) method, to study the effect of five mineral factors (NH(4)NO(3), KNO(3), Mesos, Micros, and Iron) and five vitamins (Myo-inositol, thiamine, nicotinic acid, pyridoxine, and vitamin E). A third experiment, using 20 combinations of two PGRs: BAP (6-benzylaminopurine) and GA(3) (gibberellic acid) was performed. Artificial Neural Networks (ANNs) algorithms were used to build models with the whole database to determine the effect of those components on several growth and quality parameters. Neurofuzzy logic allowed us to decipher and generate new knowledge on the hierarchy of some minerals as essential components of the culture media over vitamins and PRGs, suggesting rules about how MS basal media formulation could be modified to assess the quality of micropropagated woody plants. MDPI 2022-05-11 /pmc/articles/PMC9146087/ /pubmed/35631709 http://dx.doi.org/10.3390/plants11101284 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Arteta, Tomás A.
Hameg, Radhia
Landin, Mariana
Gallego, Pedro P.
Barreal, M. Esther
Artificial Neural Networks Elucidated the Essential Role of Mineral Nutrients versus Vitamins and Plant Growth Regulators in Achieving Healthy Micropropagated Plants
title Artificial Neural Networks Elucidated the Essential Role of Mineral Nutrients versus Vitamins and Plant Growth Regulators in Achieving Healthy Micropropagated Plants
title_full Artificial Neural Networks Elucidated the Essential Role of Mineral Nutrients versus Vitamins and Plant Growth Regulators in Achieving Healthy Micropropagated Plants
title_fullStr Artificial Neural Networks Elucidated the Essential Role of Mineral Nutrients versus Vitamins and Plant Growth Regulators in Achieving Healthy Micropropagated Plants
title_full_unstemmed Artificial Neural Networks Elucidated the Essential Role of Mineral Nutrients versus Vitamins and Plant Growth Regulators in Achieving Healthy Micropropagated Plants
title_short Artificial Neural Networks Elucidated the Essential Role of Mineral Nutrients versus Vitamins and Plant Growth Regulators in Achieving Healthy Micropropagated Plants
title_sort artificial neural networks elucidated the essential role of mineral nutrients versus vitamins and plant growth regulators in achieving healthy micropropagated plants
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9146087/
https://www.ncbi.nlm.nih.gov/pubmed/35631709
http://dx.doi.org/10.3390/plants11101284
work_keys_str_mv AT artetatomasa artificialneuralnetworkselucidatedtheessentialroleofmineralnutrientsversusvitaminsandplantgrowthregulatorsinachievinghealthymicropropagatedplants
AT hamegradhia artificialneuralnetworkselucidatedtheessentialroleofmineralnutrientsversusvitaminsandplantgrowthregulatorsinachievinghealthymicropropagatedplants
AT landinmariana artificialneuralnetworkselucidatedtheessentialroleofmineralnutrientsversusvitaminsandplantgrowthregulatorsinachievinghealthymicropropagatedplants
AT gallegopedrop artificialneuralnetworkselucidatedtheessentialroleofmineralnutrientsversusvitaminsandplantgrowthregulatorsinachievinghealthymicropropagatedplants
AT barrealmesther artificialneuralnetworkselucidatedtheessentialroleofmineralnutrientsversusvitaminsandplantgrowthregulatorsinachievinghealthymicropropagatedplants