NDLI: Predicting optimal in vitro culture medium for Pistacia vera micropropagation using neural networks models

Content Provider	Springer Nature Link
Author	Nezami Alanagh, Esmaeil Garoosi, Ghasem Ali Maleki, Sara Landín, Mariana Gallego, Pedro Pablo
Copyright Year	2017
Abstract	In this study, artificial intelligence techniques—specifically artificial neural networks (ANNs) in combination with fuzzy logic (neurofuzzy logic) or with genetic algorithms (ANNs–GA)—have been employed, as modeling tools, to get insight, to predict and to optimize the effect of several independent factors on four growth parameters during Pistacia vera micropropagation. Twenty-six media ingredients, including mineral ions (or salts), glycine, vitamins and plant growth regulators (PGRs) at different concentrations, were used as inputs and four growth parameters: proliferation rate, shoot length, total and healthy fresh weight as outputs on the models. The IF-THEN rules from neurofuzzy logic models have allowed discovering the positive (BAP, nicotinic-acid and pyridoxine-HCl) and negative (NO$_{3}$ $^{−}$, Mg$^{2+}$, Ag$^{+}$ and gluconate$^{−}$) effects on the growth parameters and the fundamental role of BAP over all of them. Also, ANNs–GA technology has permitted to estimate the best combination of media ingredients to simultaneously maximize the four parameters of growth: 4.4 new shoots per explant; 28.7 mm length; 1.1 and 0.53 g total and healthy fresh weight, respectively, minimizing physiological disorders. In our opinion, the information obtained in this study is extremely useful to improve the massive multiplication of pistachio plant, in particular, but also demonstrate the ability of artificial intelligence technology to design plant tissue culture media with predictable and tailorable characteristics.
Starting Page	19
Ending Page	33
Page Count	15
File Format	PDF
ISSN	01676857
Journal	Plant Cell, Tissue and Organ Culture (PCTOC)
Volume Number	129
Issue Number	1
e-ISSN	15735044
Language	English
Publisher	Springer Netherlands
Publisher Date	2017-02-02
Publisher Place	Dordrecht
Access Restriction	One Nation One Subscription (ONOS)
Subject Keyword	6-Benzylaminopurine Culture media design Formulation and optimization Indol-3-butyric acid Pistacia vera cv. “Ghazvini” rootstock Physiological disorders Plant Sciences Plant Physiology Plant Genetics & Genomics Plant Pathology
Content Type	Text
Resource Type	Article
Subject	Horticulture

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Improving Pistacia vera micropropagation: with emphasis on the efficiency of minerals, vitamins and plant growth regulators

Micropropagation and ex vitro rooting of pistachio (Pistacia vera L.)

Micropropagation of the pistachio and its rootstocks by temporary immersion system

Design of tissue culture media for efficient Prunus rootstock micropropagation using artificial intelligence models

Factors affecting in vitro micropropagation of Pistachio (Pistacia vera L.)

Auxin and cytokinin synergism in micropropagation for mass production of Aloe vera.

Combining DOE With Neurofuzzy Logic for Healthy Mineral Nutrition of Pistachio Rootstocks in vitro Culture

Comparing the effects of cytokinin source and concentration on shoot growth in a micropropagation system of UCB-1 interspecific Pistacia rootstock

Topolins: A panacea to plant tissue culture challenges?

Predicting optimal in vitro culture medium for Pistacia vera micropropagation using neural networks models

Similar Documents

Improving Pistacia vera micropropagation: with emphasis on the efficiency of minerals, vitamins and plant growth regulators

Micropropagation and ex vitro rooting of pistachio (Pistacia vera L.)

Micropropagation of the pistachio and its rootstocks by temporary immersion system

Design of tissue culture media for efficient Prunus rootstock micropropagation using artificial intelligence models

Factors affecting in vitro micropropagation of Pistachio (Pistacia vera L.)

Auxin and cytokinin synergism in micropropagation for mass production of Aloe vera.

Combining DOE With Neurofuzzy Logic for Healthy Mineral Nutrition of Pistachio Rootstocks in vitro Culture

Comparing the effects of cytokinin source and concentration on shoot growth in a micropropagation system of UCB-1 interspecific Pistacia rootstock

Topolins: A panacea to plant tissue culture challenges?

Predicting optimal in vitro culture medium for Pistacia vera micropropagation using neural networks models