ArticleBMC plant biology2022
Establishment of optimized in vitro disinfection protocol of Pistacia vera L. explants mediated a computational approach: multilayer perceptron-multi-objective genetic algorithm.
Article in BMC plant biology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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12 citing papers in PubMed.
- Curcumin-rich plant material production through a robust and reproducible micropropagation protocol.BMC plant biology · 2026Article
- ADAM: advanced design and AI-driven modeling for plant tissue culture media optimization.Plant methods · 2026Article
- First integrated in vitro regeneration protocol for the endangered aquatic plant Hydrocera triflora (Balsaminaceae) via optimized cytokinin-auxin balance.BMC plant biology · 2026Article
- Optimizing disinfection and adventitious shoot propagation in Cyclocarya paliurus stem tissue culture: enzymatic and flavonoid metabolomics insights.BMC plant biology · 2026Article
- Evaluation of the effects of chitosan application and growing media on the adaptation process of fercal grape rootstock.BMC plant biology · 2025Article
- A Simple and Rapid Synthesis of Spherical Silver Phosphate (AgInternational journal of molecular sciences · 2025Article
- Novel cultivation techniques for water lily (Nymphaea micrantha Guill. & Perr) production based on in vitro technology.Plant methods · 2025Article
- In Vitro Propagation ofPlants (Basel, Switzerland) · 2025Article
- In Vitro Propagation Technology for the Endangered Aquatic SpeciesPlants (Basel, Switzerland) · 2024Article
- Article
- Effect of sterilants and plant growth regulators in regenerating commonly used cassava cultivars at the Kenyan coast.Heliyon · 2023Article
- Article
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3 authors.
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Abstract
backgroundContamination-free culture is a prerequisite for the success of in vitro - based plant biotechnology. Aseptic initiation is an extremely strenuous stride, particularly in woody species. Meanwhile, over-sterilization is potentially detrimental to plant tissue. The recent rise of machine learning algorithms in plant tissue culture proposes an advanced interpretive tool for the combinational effect of influential factors for such in vitro - based steps.
resultsA multilayer perceptron (MLP) model of artificial neural network (ANN) was implemented with four inputs, three sterilizing chemicals at various concentrations and the immersion time, and two outputs, disinfection efficiency (DE) and negative disinfection effect (NDE), intending to assess twenty-seven disinfection procedures of Pistacia vera L. seeds. Mercury chloride (HgCl
conclusionIn one more case, machine learning algorithms emphasized their ability to resolve commonly encountered problems. The current successful implementation of MLP-MOGA inspires its application for more complicated plant tissue culture processes.
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