Arteta Tomás A, Hameg Radhia, Landin Mariana, Gallego Pedro P, Barreal M Esther
Agrobiotech for Health, Department of Plant Biology and Soil Science, Faculty of Biology, University of Vigo, 36310 Vigo, Spain.
CITACA-Agri-Food Research and Transfer Cluster, Campus da Auga, University of Vigo, 32004 Ourense, Spain.
Plants (Basel). 2022 May 11;11(10):1284. doi: 10.3390/plants11101284.
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 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 (NHNO, KNO, 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 (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.
设计合适的培养基是植物物种微繁殖过程中的关键步骤。培养基成分的调整和平衡涉及多种因素的相互作用,如矿质营养、维生素和植物生长调节剂(PGR)。本研究以[具体植物模型未给出]为植物模型,旨在阐明这三种成分对木本植物微繁殖中植物生长和质量的作用。采用实验设计(DoE)方法定义了两个使用五维实验设计空间的实验,以研究五种矿质因素(NHNO、KNO、中量元素、微量元素和铁)和五种维生素(肌醇、硫胺素、烟酸、吡哆醇和维生素E)的影响。进行了第三个实验,使用两种植物生长调节剂(BAP,6-苄基腺嘌呤和GA,赤霉素)的20种组合。使用人工神经网络(ANN)算法,结合整个数据库建立模型,以确定这些成分对几个生长和质量参数的影响。神经模糊逻辑使我们能够解读并生成关于某些矿质元素作为培养基必需成分相对于维生素和植物生长调节剂的层级关系的新知识,从而提出有关如何修改MS基本培养基配方以评估木本植物微繁殖质量的规则。