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Detection Of Aflatoxin B1 Contamination In Peanut Oil By Laser Induced Fluorescence

Posted on:2022-05-08Degree:MasterType:Thesis
Country:ChinaCandidate:M ChenFull Text:PDF
GTID:2481306722960439Subject:Food Science and Engineering
Abstract/Summary:PDF Full Text Request
Peanut oil is susceptible to aflatoxin B1(AFB1)contamination during production and is difficult to control.In view of the problems such as cumbersome operation and poor timeliness of traditional detection methods for AFB1 contamination in peanut oil.This study proposed the idea of rapid detection of AFB1 by fluorescence technology based on the characteristics of AFB1 fluorescence signal.An AFB1 detection system based on 375 nm laser-induced fluorescence(LIF)was built autonomously to detect the AFB1 in peanut oil contaminated with AFB1,the light path of LIF was optimized,and the optimal conditions of LIF system for detecting AFB1 in peanut oil were explored.A preliminary experiment was conducted on the contaminated AFB1 peanut oil samples from different varieties,and a LIF recognition method for the contaminated AFB1peanut oil was established by two-step modeling.The effect of interfering factors on the detection of AFB1 by LIF technique was further discussed,the fluorescence spectra of AFB1 and kojic acid derivative(KAD),a secondary metabolite of mold,were characterized to investigate the effect of KAD on the fluorescence spectra of AFB1solution and contaminated AFB1 peanut oils.The influence mechanism of temperature of interfering factors on the detection of contaminated AFB1 peanut oil by LIF technique was explored,and a global model was established to accommodate sample temperature variation.In this study,a rapid and nondestructive detection method based on LIF technique for AFB1 contamination of peanut oil was developed,which may provide a theoretical basis for advancing the application of fluorescence spectroscopy in the analysis of agricultural product quality and safety detection.The main research content and conclusions of this paper are as follows:(1)Laser induced fluorescence construction of a nondestructive detection system for AFB1 of peanut oilA qualitative and quantitative analytical method of LIF technique for detecting AFB1 contamination by peanut oil was established after verifying system stability and optimizing the light path.The results showed that the LIF technique was able to rapidly discriminate peanut oil contaminated AFB1,and the model build based on the 400?600nm band spectra had a higher detection accuracy when the detection angle of the LIF system was 90 degrees,and the overall discrimination correct rates were all greater than90%,in which the support vector machine(SVM)discrimination model achieved 100%accuracy.Under these conditions,the partial least squares regression analysis(PLSR)of AFB1 content in peanut oil model predicted the coefficient of determination RP2 to reach 0.95,the root mean square error of prediction(RMSEP)value of the model prediction set was 3.40 20?g kg-1,the relative analytical deviation(RPD)was 4.37,the limit of detection(LOQ)of 11.06 20?g kg-1,and the model accuracy was relatively good.(2)Identification of AFB1 contaminated with peanut oil by laser induced fluorescence spectroscopyA rapid detection and analysis model of peanut oil AFB1contamination was established based on a scaffolding LIF system,and the preliminary detection was performed by LIF for four kinds of peanut oil("Luhua","Duoli","Jinlong yu","Fulinmen")contaminated with different levels of AFB1.Analysis of fluorescence spectra revealed that the spectrum of peanut oil at 400?600 nm was mainly related to the content of polyphenols and vitamin E in peanut oil,and at 600?800 nm was mainly related to chlorophyll and color in peanut oil.According to the limit standard of AFB1in peanut oil in China(<20 20?g kg-1 for not over spiked and?20 20?g kg-1 for over spiked samples),a qualitative and quantitative analysis model of AFB1 pollution level was established.Principal component analysis(PCA)results showed that there was an obvious trend for clustering of single varieties of peanut oil,while PCA showed a poor trend for classifying the four peanut oils together.A two-steps modeling approach was used to first discriminate peanut oil by variety based on spectral information in the range of 600 to 800 nm,and then a qualitative model of AFB1 contamination levels was established for individual peanut oil.Its results provided at least a 5%improvement in the trueness rate compared to the one-step modeling results.The four peanut oils PLSR model results showed that building a quantitative model based on spectral data from400 to 600 nm could better realized the prediction of AFB1 content in different varieties of peanut oil.(3)Effects of kojic acid derivatives on the fluorescence spectra of AFB1 from peanut oilFluorescence spectra of different concentrations of KAD and AFB1 solutions and peanut oil were collected by LIF system.The results showed that KAD did not change the apparent of AFB1 solution,would cause a small red shift in the fluorescence spectrum of AFB1 solution and made the AFB1 solution fluorescence intensity enhanced.The effect on the fluorescence spectra of peanut oil from different cultivars was mainly reflected by the enhancement of the fluorescence intensity at about 470 nm.Using CARS to select the wavelength,and KAD content as a known variable to build the SVM model,the prediction set for the four peanut oils had a correct rate greater than92%,which was a 20%improvement over the model without KAD content added as an independent variable.(4)Mechanism of temperature effect on AFB1 detection in peanut oilIn order to make the peanut oil samples more representative,LIF system was used to collect the fluorescence spectra of 10 kinds of contaminated AFB1 peanut oil at five different temperatures(10,20,30,40,50?).The raw spectral intensity of peanut oil was decreased with increasing temperature.The temperature global model of LDA was strongly adaptable to five temperatures,and the modeling set had the lowest 86%correct rate when predicting samples with different temperatures.The temperature global model results of R2Cand RP2 were 0.95 and 0.92,RMSEC and RMSEP were 2.1620?g kg-1 and 3.03 20?g kg-1,respectively,and LOD was 9.51 20?g kg-1.
Keywords/Search Tags:Laser Induced Fluorescence, Peanut oil, Aflatoxins B1, Kojic Acid Derivatives, Two-step model, Global model
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