Combination and comparison of chemometrics methods for identification of transgenic tomatoes using visible and near-infrared diffuse transmittance technique

Combination and comparison of chemometrics methods for identification of transgenic tomatoes using visible and near-infrared diffuse transmittance technique
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可见光和近红外漫透射技术鉴定转基因番茄化学计量学方法的组合与比较

DOI:
10.1016/j.jfoodeng.2007.02.062
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发表时间:
2007-10-01
影响因子:
5.5
通讯作者:
Ying, Tiejin
Ying, Tiejin
中科院分区:
农林科学1区
文献类型:
--
作者:
Xie, Lijuan;Ying, Yibin;Ying, Tiejin

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The potential of visible/near-infrared (Vis/NIR) diffuse transmittance spectroscopy, in combination with a variety of chemometrics techniques, was investigated to examine the feasibility to non-destructively distinguish transgenic tomatoes from non-transgenic tomatoes. One hundred tomatoes inserted with antisense ethylene receptor gene LeETRI and the same number of their parents were scanned in the Vis/NIR regions. Principal component analysis (PCA), soft independent modelling of class analogy (SIMCA) and discriminant partial least squares (DPLS) regression based on PCA scores were applied to classify tomatoes with different genes into two groups. The results show that differences between transgenic and non-transgenic tomatoes do exist and excellent classification can be obtained after optimizing spectral pre-treatment. The correct classifications of the calibration as well as the validation data set for transgenic and non-transgenic tomatoes were 100% using DPLS after second derivative spectral pre-treatment. The results in the present study show that Vis/NIR spectroscopy together with chemometrics techniques could be a rapid tool to be used for differentiating transgenic tomatoes from conventional tomatoes. (C) 2007 Elsevier Ltd. All rights reserved.