Detection of milk powder in liquid whole milk using hydrolyzed peptide and intact protein mass spectral fingerprints coupled with data fusion technologies

Abstract Detection of the presence of milk powder in liquid whole milk is challenging due to their similar chemical components. In this study, a sensitive and robust approach has been developed and tested for potential utilization in discriminating adulterated milk from liquid whole milk by analyzin...

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Main Authors: Lijuan Du, Weiying Lu, Yaqiong Zhang, Boyan Gao, Liangli Yu
Format: Article
Language:English
Published: Wiley 2020-03-01
Series:Food Science & Nutrition
Subjects:
Online Access:https://doi.org/10.1002/fsn3.1430
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spelling doaj-5b43996e9daa4681a1a3e4bd22b05bf32020-11-25T02:10:03ZengWileyFood Science & Nutrition2048-71772020-03-01831471147910.1002/fsn3.1430Detection of milk powder in liquid whole milk using hydrolyzed peptide and intact protein mass spectral fingerprints coupled with data fusion technologiesLijuan Du0Weiying Lu1Yaqiong Zhang2Boyan Gao3Liangli Yu4Department of Food Science and Technology School of Agriculture and Biology Institute of Food and Nutraceutical Science Shanghai Jiao Tong University Shanghai ChinaDepartment of Food Science and Technology School of Agriculture and Biology Institute of Food and Nutraceutical Science Shanghai Jiao Tong University Shanghai ChinaDepartment of Food Science and Technology School of Agriculture and Biology Institute of Food and Nutraceutical Science Shanghai Jiao Tong University Shanghai ChinaDepartment of Food Science and Technology School of Agriculture and Biology Institute of Food and Nutraceutical Science Shanghai Jiao Tong University Shanghai ChinaDepartment of Nutrition and Food Science University of Maryland College Park MD USAAbstract Detection of the presence of milk powder in liquid whole milk is challenging due to their similar chemical components. In this study, a sensitive and robust approach has been developed and tested for potential utilization in discriminating adulterated milk from liquid whole milk by analyzing the intact protein and hydrolyzed peptide using ultra‐performance liquid chromatography with quadrupole time‐of‐flight mass spectrometer (UPLC‐QTOF‐MS) fingerprints combined with data fusion. Two different datasets from intact protein and peptide fingerprints were fused to improve the discriminating ability of principle component analysis (PCA). Furthermore, the midlevel data fusion coupled with PCA could completely distinguish liquid whole milk from the milk. The limit of detection of milk powder in liquid whole milk was 0.5% (based on the total protein equivalence). These results suggested that fused data from intact protein and peptide fingerprints created greater synergic effect in detecting milk quality, and the combination of data fusion and PCA analysis could be used for the detection of adulterated milk.https://doi.org/10.1002/fsn3.1430data fusionintact protein fingerprintsmilk adulterationpeptide fingerprintsprinciple component analysis
collection DOAJ
language English
format Article
sources DOAJ
author Lijuan Du
Weiying Lu
Yaqiong Zhang
Boyan Gao
Liangli Yu
spellingShingle Lijuan Du
Weiying Lu
Yaqiong Zhang
Boyan Gao
Liangli Yu
Detection of milk powder in liquid whole milk using hydrolyzed peptide and intact protein mass spectral fingerprints coupled with data fusion technologies
Food Science & Nutrition
data fusion
intact protein fingerprints
milk adulteration
peptide fingerprints
principle component analysis
author_facet Lijuan Du
Weiying Lu
Yaqiong Zhang
Boyan Gao
Liangli Yu
author_sort Lijuan Du
title Detection of milk powder in liquid whole milk using hydrolyzed peptide and intact protein mass spectral fingerprints coupled with data fusion technologies
title_short Detection of milk powder in liquid whole milk using hydrolyzed peptide and intact protein mass spectral fingerprints coupled with data fusion technologies
title_full Detection of milk powder in liquid whole milk using hydrolyzed peptide and intact protein mass spectral fingerprints coupled with data fusion technologies
title_fullStr Detection of milk powder in liquid whole milk using hydrolyzed peptide and intact protein mass spectral fingerprints coupled with data fusion technologies
title_full_unstemmed Detection of milk powder in liquid whole milk using hydrolyzed peptide and intact protein mass spectral fingerprints coupled with data fusion technologies
title_sort detection of milk powder in liquid whole milk using hydrolyzed peptide and intact protein mass spectral fingerprints coupled with data fusion technologies
publisher Wiley
series Food Science & Nutrition
issn 2048-7177
publishDate 2020-03-01
description Abstract Detection of the presence of milk powder in liquid whole milk is challenging due to their similar chemical components. In this study, a sensitive and robust approach has been developed and tested for potential utilization in discriminating adulterated milk from liquid whole milk by analyzing the intact protein and hydrolyzed peptide using ultra‐performance liquid chromatography with quadrupole time‐of‐flight mass spectrometer (UPLC‐QTOF‐MS) fingerprints combined with data fusion. Two different datasets from intact protein and peptide fingerprints were fused to improve the discriminating ability of principle component analysis (PCA). Furthermore, the midlevel data fusion coupled with PCA could completely distinguish liquid whole milk from the milk. The limit of detection of milk powder in liquid whole milk was 0.5% (based on the total protein equivalence). These results suggested that fused data from intact protein and peptide fingerprints created greater synergic effect in detecting milk quality, and the combination of data fusion and PCA analysis could be used for the detection of adulterated milk.
topic data fusion
intact protein fingerprints
milk adulteration
peptide fingerprints
principle component analysis
url https://doi.org/10.1002/fsn3.1430
work_keys_str_mv AT lijuandu detectionofmilkpowderinliquidwholemilkusinghydrolyzedpeptideandintactproteinmassspectralfingerprintscoupledwithdatafusiontechnologies
AT weiyinglu detectionofmilkpowderinliquidwholemilkusinghydrolyzedpeptideandintactproteinmassspectralfingerprintscoupledwithdatafusiontechnologies
AT yaqiongzhang detectionofmilkpowderinliquidwholemilkusinghydrolyzedpeptideandintactproteinmassspectralfingerprintscoupledwithdatafusiontechnologies
AT boyangao detectionofmilkpowderinliquidwholemilkusinghydrolyzedpeptideandintactproteinmassspectralfingerprintscoupledwithdatafusiontechnologies
AT liangliyu detectionofmilkpowderinliquidwholemilkusinghydrolyzedpeptideandintactproteinmassspectralfingerprintscoupledwithdatafusiontechnologies
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