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Artificial neural networks: a novel tool for detecting GMO
Faculty
Agriculture
Year:
2011
Type of Publication:
Article
Pages:
13-23
Authors:
Ramadan, Mohamed Fawzy
DOI:
10.1007/s00003-010-0579-x
Journal:
JOURNAL FUR VERBRAUCHERSCHUTZ UND LEBENSMITTELSICHERHEIT-JOURNAL OF CONSUMER PROTECTION AND FOOD SAFETY BIRKHAUSER VERLAG AG
Volume:
6
Research Area:
Food Science \& Technology
ISSN
ISI:000287459400004
Keywords :
Genetically modified organisms, Bt-176 transgenic maize, Artificial neural networks, Lipid distribution PCR
Abstract:
Introduction of artificial neural network (ANN) into the field of GMO detection is the aim of this investigation. The usefulness of ANN to predict transgenic maize (Bt-176) based on chemical composition of the extracted crude oil was evaluated. The training set, comprised of a composition of major and minor lipid components as inputs and outputs. Crude oil extracted from the genetically modified maize (Bt-176) and non-transgenic maize was characterized in terms of its fatty acids, phytosterols and tocopherols distribution as well as of its lipid classes and unsaponifiables amounts. The results obtained from lipid distribution analysis showed that the grains of Bt-176 maize were comparable in their composition to that of the control maize. The analytical data have been elaborated by supervised pattern recognition technique ANN in order to classify genetically modified maize (Bt-176) and conventional maize as well as to authenticate the origin of the samples.
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