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Thanavanich C, Phuangsaijai N, Thiraphatchotiphum C, Theanjumpol P, Kittiwachana S. Instant quantification of sugars in milk tablets using near-infrared spectroscopy and chemometric tools. Sci Rep 2022; 12:18802. [PMID: 36335160 PMCID: PMC9637167 DOI: 10.1038/s41598-022-23537-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 11/01/2022] [Indexed: 11/06/2022] Open
Abstract
Milk tablets are a popular dairy product in many Asian countries. This research aimed to develop an instant and rapid method for determining sucrose and lactose contents in milk tablets using near-infrared (NIR) spectroscopy. For the quantitative analysis, a training set composed of laboratory-scale milk samples was generated based on a central composite design (CCD) and used to establish partial least squares (PLS) regression for the predictions of sucrose and lactose contents resulting in R2 values of 0.9749 and 0.9987 with the corresponding root mean square error of calibration (RMSEC) values of 1.69 and 0.35. However, the physical difference between the laboratory-scale powder and the final product milk tablet samples resulted in spectral deviations that dramatically affected the predictive performance of the PLS models. Therefore, calibration transfer methods called direct standardization (DS) and piecewise direct standardization (PDS) were used to adjust the NIR spectra from the real milk tablet samples before the quantitative prediction. Using high-performance liquid chromatography (HPLC) as a reference method, the developed NIR-chemometric model could be used to instantly predict the sugar contents in real milk tablets by producing root mean square error of prediction (RMSEP) values for sucrose and lactose of 5.04 and 4.22 with Q2 values of 0.7973 and 0.9411, respectively, after the PDS transformation.
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Affiliation(s)
- Chanat Thanavanich
- grid.7132.70000 0000 9039 7662Department of Chemistry, Faculty of Science, Chiang Mai University, Chiang Mai, 50200 Thailand
| | - Nutthatida Phuangsaijai
- grid.7132.70000 0000 9039 7662Department of Chemistry, Faculty of Science, Chiang Mai University, Chiang Mai, 50200 Thailand
| | - Chanidapha Thiraphatchotiphum
- grid.7132.70000 0000 9039 7662Department of Chemistry, Faculty of Science, Chiang Mai University, Chiang Mai, 50200 Thailand
| | - Parichat Theanjumpol
- grid.7132.70000 0000 9039 7662Postharvest Technology Research Center, Faculty of Agriculture, Chiang Mai University, Chiang Mai, 50200 Thailand ,Postharvest Technology Innovation Center, Ministry of Higher Education, Science, Research and Innovation, Bangkok, 10400 Thailand
| | - Sila Kittiwachana
- grid.7132.70000 0000 9039 7662Department of Chemistry, Faculty of Science, Chiang Mai University, Chiang Mai, 50200 Thailand
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Furosine as marker of quality in dried durum wheat pasta: Impact of heat treatment on food quality and security – A review. Food Control 2021. [DOI: 10.1016/j.foodcont.2021.108036] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
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Volk V, Graw N, Stressler T, Fischer L. An indirect ELISA system for the detection of heat-stable Pseudomonas endopeptidases (AprX) in milk. J Dairy Sci 2021; 104:5185-5196. [PMID: 33663848 DOI: 10.3168/jds.2020-19790] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Accepted: 12/30/2020] [Indexed: 11/19/2022]
Abstract
Heat-stable endopeptidases in raw milk, especially the alkaline metallopeptidase AprX secreted by Pseudomonas spp., are a well-known challenge for the dairy industry. They can withstand UHT treatment and may cause quality defects over the shelf life of milk products. Therefore, we established an indirect ELISA for the detection of Pseudomonas AprX in milk. We developed a 2-step sample treatment for milk contaminated with AprX to avoid the interference of milk proteins with the detection system. First, casein micelles were destabilized by the detraction of Ca2+ using trisodium citrate; then, AprX was concentrated 10-fold using hydrophobic interaction chromatography. The recovery of AprX in spiked milk samples after the 2-step treatment was 43 ± 0.1%. Specific antibodies for purified AprX from Pseudomonas lactis were produced to establish the ELISA. Western blot experiments showed that the binding affinity of these antibodies depended on the sequence homology of the AprX from P. lactis and several other Pseudomonas spp. The indirect ELISA, which was completed in 6 to 7 h, had a limit of detection of 21.0 ng mL-1 and a limit of quantification of 25.7 ng mL-1. Milk proteins or milk endogenous peptidases were not detected by the antibodies. The ELISA had high precision, with a CV between 0.2 and 0.8% measured on the same day (intraday) and 5.6 and 6.8% measured on 5 separate days (interday). Milk samples were spiked with different AprX activity levels [7.5-150 nkat Na-caseinate/o-phthalaldehyde (OPA) mL-1] and evaluated by ELISA. The recovery of the ELISA was 92.3 ± 1.6 to 105 ± 4.7%. The lowest AprX activity quantifiable in the spiked milk samples was 500 pkat Na-caseinate/OPA mL-1. The proof of concept to detect heat-stable Pseudomonas AprX in milk by ELISA was established.
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Affiliation(s)
- Veronika Volk
- Department of Biotechnology and Enzyme Science, Institute of Food Science and Biotechnology, University of Hohenheim, Garbenstrasse 25, 70599 Stuttgart, Germany
| | - Nicole Graw
- Department of Biotechnology and Enzyme Science, Institute of Food Science and Biotechnology, University of Hohenheim, Garbenstrasse 25, 70599 Stuttgart, Germany
| | - Timo Stressler
- Department of Biotechnology and Enzyme Science, Institute of Food Science and Biotechnology, University of Hohenheim, Garbenstrasse 25, 70599 Stuttgart, Germany
| | - Lutz Fischer
- Department of Biotechnology and Enzyme Science, Institute of Food Science and Biotechnology, University of Hohenheim, Garbenstrasse 25, 70599 Stuttgart, Germany.
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Pazourek J. Rapid HPLC method for monitoring of lactulose production with a high yield. Carbohydr Res 2019; 484:107773. [PMID: 31404813 DOI: 10.1016/j.carres.2019.107773] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2019] [Revised: 07/25/2019] [Accepted: 08/05/2019] [Indexed: 01/19/2023]
Abstract
An HPLC method suitable for rapid monitoring of lactulose production by isomerization from lactose was developed. The separation of lactose and lactulose under hydrophilic interaction liquid chromatography (HILIC) mode was achieved with resolution 1.5 within 5 min. Since isocratic elution was used, there is no extra time necessary for the column equilibration. Application of the method was illustrated on monitoring lactulose isomerization with catalysis of sodium hydroxide in the presence of sodium tetraborate at 70 °C (pH = 11). The conversion yield obtained for lactulose was 86%, and corresponding purity 76%. For the first time, a polyhydroxy stationary phase for separation of lactose and lactulose is reported.
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Affiliation(s)
- Jiří Pazourek
- Department of Chemical Drugs, University of Veterinary and Pharmaceutical Sciences, Palackého 1946/1, CZ-612 42, Brno, Czech Republic.
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Lactulose determination in UHT milk by CZE-UV with indirect detection. Food Chem 2018; 258:337-342. [DOI: 10.1016/j.foodchem.2018.03.069] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2017] [Revised: 12/06/2017] [Accepted: 03/17/2018] [Indexed: 01/08/2023]
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Marrubini G, Appelblad P, Maietta M, Papetti A. Hydrophilic interaction chromatography in food matrices analysis: An updated review. Food Chem 2018; 257:53-66. [PMID: 29622230 DOI: 10.1016/j.foodchem.2018.03.008] [Citation(s) in RCA: 46] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2017] [Revised: 02/28/2018] [Accepted: 03/01/2018] [Indexed: 01/27/2023]
Abstract
This review focuses on the most recent papers (from 2011 to submission date in 2017) dealing with the analysis of different organic components in foods (i.e. nucleobases, nucleosides, nucleotides, uric acid, and creatinine, amino acids and related compounds, choline-related compounds and phospholipids, carbohydrates, artificial sweeteners and polyphenolic compounds), using hydrophilic interaction liquid chromatography (HILIC) combined with different detection techniques. For each compound class, the investigated food matrices are grouped per: foods of animal origin, vegetables, fruits and related products, baby food, and other matrices such as drinks and mushrooms/fungi. Furthermore, the main advantages of HILIC chromatography respect to the other commonly used techniques are discussed.
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Affiliation(s)
- Giorgio Marrubini
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy
| | | | - Mariarosa Maietta
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy
| | - Adele Papetti
- Department of Drug Sciences, University of Pavia, Viale Taramelli 12, 27100 Pavia, Italy.
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Colorimetric sensor array–smartphone–remote server coupling system for rapid detection of saccharides in beverages. JOURNAL OF THE IRANIAN CHEMICAL SOCIETY 2018. [DOI: 10.1007/s13738-018-1306-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Pokrzywnicka M, Koncki R. Disaccharides Determination: A Review of Analytical Methods. Crit Rev Anal Chem 2017; 48:186-213. [DOI: 10.1080/10408347.2017.1391683] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
| | - Robert Koncki
- Department of Chemistry, University of Warsaw, Warsaw, Poland
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Schievano E, Tonoli M, Rastrelli F. NMR Quantification of Carbohydrates in Complex Mixtures. A Challenge on Honey. Anal Chem 2017; 89:13405-13414. [DOI: 10.1021/acs.analchem.7b03656] [Citation(s) in RCA: 44] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Affiliation(s)
- Elisabetta Schievano
- Dipartimento di Scienze Chimiche, University of Padova, via Marzolo 1, 35131 Padova, Italy
| | - Marco Tonoli
- Dipartimento di Scienze Chimiche, University of Padova, via Marzolo 1, 35131 Padova, Italy
| | - Federico Rastrelli
- Dipartimento di Scienze Chimiche, University of Padova, via Marzolo 1, 35131 Padova, Italy
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Kuschel B, Riemer F, Pfost D, Conrad J, Losch C, Claaßen W, Beifuß U, Weiss J, Mu W, Jiang B, Stressler T, Fischer L. Large-scale purification of epilactose using a semi-preparative HPLC system. Eur Food Res Technol 2016. [DOI: 10.1007/s00217-016-2752-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
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