Literature DB >> 21298416

MALDI-MS and multivariate analysis for the detection and quantification of different milk species.

Nicoletta Nicolaou1, Yun Xu, Royston Goodacre.   

Abstract

The extensive consumption of milk and dairy products makes these foodstuffs targets for potential adulteration with financial gains for unscrupulous producers. Such practices must be detected as these can impact negatively on product quality, labelling and even health. Matrix-assisted laser desorption/ionisation time-of-flight mass spectrometry (MALDI-ToF-MS) is a potentially useful technique, with proven abilities in protein identification and more recently through the use of internal standards for quantification purposes of specific proteins or peptides. In the current work, we therefore aim to explore the accuracy and attributes of MALDI-ToF-MS with chemometrics for the detection and quantification of milk adulteration. Three binary mixtures containing cows' and goats', cows' and sheep's, and goats' and sheep's milk and a fourth tertiary mixture containing all types of milk were prepared and analysed directly using MALDI-ToF-MS. In these mixtures, the milk concentrations of each milk varied from 0% to 100% in 5% steps. Multivariate statistical methods including partial least squares (PLS) regression and non-linear Kernel PLS regression were employed for multivariate calibration and final interpretation of the results. The results for PLS and KPLS were encouraging with between 2% and 13% root mean squared error of prediction on independent data; KPLS slightly outperformed PLS. We believe that these results show that MALDI-ToF-MS has excellent potential for future use in the dairy industry as a rapid method of detection and enumeration in milk adulteration.

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Year:  2011        PMID: 21298416     DOI: 10.1007/s00216-011-4728-6

Source DB:  PubMed          Journal:  Anal Bioanal Chem        ISSN: 1618-2642            Impact factor:   4.142


  7 in total

1.  Quantifying biological samples using Linear Poisson Independent Component Analysis for MALDI-ToF mass spectra.

Authors:  S Deepaisarn; P D Tar; N A Thacker; A Seepujak; A W McMahon
Journal:  Bioinformatics       Date:  2018-03-15       Impact factor: 6.937

2.  A reformulation of pLSA for uncertainty estimation and hypothesis testing in bio-imaging.

Authors:  P D Tar; N A Thacker; S Deepaisarn; J P B O'Connor; A W McMahon
Journal:  Bioinformatics       Date:  2020-07-01       Impact factor: 6.937

Review 3.  Animal Species Authentication in Dairy Products.

Authors:  Isabel Mafra; Mónica Honrado; Joana S Amaral
Journal:  Foods       Date:  2022-04-13

4.  Rapid Discrimination and Authentication of Korean Farmstead Mozzarella Cheese through MALDI-TOF and Multivariate Statistical Analysis.

Authors:  Sujatha Kandasamy; Jayeon Yoo; Jeonghee Yun; Han-Byul Kang; Kuk-Hwan Seol; Jun-Sang Ham
Journal:  Metabolites       Date:  2021-05-21

5.  Optimization of matrix assisted desorption/ionization time of flight mass spectrometry (MALDI-TOF-MS) for the characterization of Bacillus and Brevibacillus species.

Authors:  Najla AlMasoud; Yun Xu; Nicoletta Nicolaou; Royston Goodacre
Journal:  Anal Chim Acta       Date:  2014-06-23       Impact factor: 6.558

Review 6.  Challenges and opportunities of bovine milk analysis by mass spectrometry.

Authors:  Aparna Verma; Kiran Ambatipudi
Journal:  Clin Proteomics       Date:  2016-04-19       Impact factor: 3.988

7.  Discrimination of bovine milk from non-dairy milk by lipids fingerprinting using routine matrix-assisted laser desorption ionization mass spectrometry.

Authors:  Philippa England; Wenhao Tang; Markus Kostrzewa; Vahid Shahrezaei; Gerald Larrouy-Maumus
Journal:  Sci Rep       Date:  2020-03-20       Impact factor: 4.379

  7 in total

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