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Chen Y, Yang Z, Zeng S, Tian H, Cheng Q, Lv S, Li H. Quantitative analysis of β-carotene and unsaturated fatty acids in blended olive oil via Raman spectroscopy combined with model prediction. Food Chem 2025; 470:142621. [PMID: 39733625 DOI: 10.1016/j.foodchem.2024.142621] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2024] [Revised: 12/17/2024] [Accepted: 12/21/2024] [Indexed: 12/31/2024]
Abstract
Blended vegetable oil is considered to be a valuable product in the market owing to favourable taste and nutritional composition. The quantification of its contents has notable implications for protecting food safety and consumer interests. Thus, a rapid and non-destructive method is needed to analyse the composition of blended oil. This study established an analytical method combining Raman spectroscopy and prediction models to determine the content of olive oil in a mixture. Competitive adaptive reweighted sampling was employed to select feature bands attributed to β-carotene and unsaturated fatty acids. Various models were used to calculate the mixture proportion, and the importance of characteristic peak intensity affecting the prediction was evaluated via grey relational analysis. The random forest model exhibited superior performance in quantitative analysis, with RMSE and R2 of 0.0447 and 0.9799, respectively. Overall, this approach was proven to effectively identify blended olive oils, exemplifying its potential in food authentication.
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Affiliation(s)
- Yulong Chen
- College of Medicine and Health Science, Wuhan Polytechnic University, Wuhan 430023, China
| | - Zhihan Yang
- School of Mathematics and Computer Science, Wuhan Polytechnic University, Wuhan 430023, China
| | - Shan Zeng
- School of Mathematics and Computer Science, Wuhan Polytechnic University, Wuhan 430023, China.
| | - Hui Tian
- College of Medicine and Health Science, Wuhan Polytechnic University, Wuhan 430023, China
| | - QingZhou Cheng
- College of Medicine and Health Science, Wuhan Polytechnic University, Wuhan 430023, China
| | - Site Lv
- School of Mathematics and Computer Science, Wuhan Polytechnic University, Wuhan 430023, China
| | - Hao Li
- School of Mathematics and Computer Science, Wuhan Polytechnic University, Wuhan 430023, China
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Unique and redundant spectral fingerprints of docosahexaenoic, alpha-linolenic and gamma-linolenic acids in binary mixtures. J Mol Liq 2022. [DOI: 10.1016/j.molliq.2022.119222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Liquid molecular model explains discontinuity between site uniformity among three N−3 fatty acids and their 13C and 1H NMR spectra. J Mol Liq 2020. [DOI: 10.1016/j.molliq.2020.113376] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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Schmidt WF, Chen F, Broadhurst CL, Nguyen JK, Qin J, Chao K, Kim MS. GTRS and 2D-NMR studies of alpha and gamma linolenic acids each containing the same H2C14-(H–C C–H)–C11H2–(H–C C–H)–C8H2 moiety. J Mol Struct 2019. [DOI: 10.1016/j.molstruc.2019.06.046] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
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Broadhurst CL, Schmidt WF, Qin J, Chao K, Kim MS. Continuous Gradient Temperature Raman Spectroscopy of Fish Oils Provides Detailed Vibrational Analysis and Rapid, Nondestructive Graphical Product Authentication. Molecules 2018; 23:molecules23123293. [PMID: 30545062 PMCID: PMC6320940 DOI: 10.3390/molecules23123293] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2018] [Revised: 12/04/2018] [Accepted: 12/05/2018] [Indexed: 01/02/2023] Open
Abstract
Background: Gradient temperature Raman spectroscopy (GTRS) applies the continuous temperature gradients utilized in differential scanning calorimetry (DSC) to Raman spectroscopy, providing a new means for rapid high throughput material identification and quality control. Methods: Using 20 Mb three-dimensional data arrays with 0.2 °C increments and first/second derivatives allows complete assignment of solid, liquid and transition state vibrational modes. The entire set or any subset of the any of the contour plots, first derivatives or second derivatives can be utilized to create a graphical standard to quickly authenticate a given source. In addition, a temperature range can be specified that maximizes information content. Results: We compared GTRS and DSC data for five commercial fish oils that are excellent sources of docosahexaenoic acid (DHA; 22:6n-3) and eicosapentaenoic acid (EPA; 20:5n-3). Each product has a unique, distinctive response to the thermal gradient, which graphically and spectroscopically differentiates them. We also present detailed Raman data and full vibrational mode assignments for EPA and DHA. Conclusion: Complex lipids with a variety of fatty acids and isomers have three dimensional structures based mainly on how structurally similar sites pack. Any localized non-uniformity in packing results in discrete “fingerprint” molecular sites due to increased elasticity and decreased torsion.
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Affiliation(s)
- C Leigh Broadhurst
- Sensors Development Laboratory, Environmental Microbial and Food Safety Laboratory, United States Department of Agriculture Agricultural Research Service, 10300 Baltimore Avenue, Beltsville, MD 20705, USA.
- Department of Mechanical Engineering, University of Maryland Baltimore County, Baltimore, MD 21250, USA.
| | - Walter F Schmidt
- Sensors Development Laboratory, Environmental Microbial and Food Safety Laboratory, United States Department of Agriculture Agricultural Research Service, 10300 Baltimore Avenue, Beltsville, MD 20705, USA.
| | - Jianwei Qin
- Sensors Development Laboratory, Environmental Microbial and Food Safety Laboratory, United States Department of Agriculture Agricultural Research Service, 10300 Baltimore Avenue, Beltsville, MD 20705, USA.
| | - Kuanglin Chao
- Sensors Development Laboratory, Environmental Microbial and Food Safety Laboratory, United States Department of Agriculture Agricultural Research Service, 10300 Baltimore Avenue, Beltsville, MD 20705, USA.
| | - Moon S Kim
- Sensors Development Laboratory, Environmental Microbial and Food Safety Laboratory, United States Department of Agriculture Agricultural Research Service, 10300 Baltimore Avenue, Beltsville, MD 20705, USA.
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Dhakal S, Chao K, Huang Q, Kim M, Schmidt W, Qin J, Broadhurst CL. A Simple Surface-Enhanced Raman Spectroscopic Method for on-Site Screening of Tetracycline Residue in Whole Milk. SENSORS (BASEL, SWITZERLAND) 2018; 18:E424. [PMID: 29389871 PMCID: PMC5856142 DOI: 10.3390/s18020424] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2017] [Revised: 01/11/2018] [Accepted: 01/29/2018] [Indexed: 11/16/2022]
Abstract
Therapeutic and subtherapeutic use of veterinary drugs has increased the risk of residue contamination in animal food products. Antibiotics such as tetracycline are used for mastitis treatment of lactating cows. Milk expressed from treated cows before the withdrawal period has elapsed may contain tetracycline residue. This study developed a simple surface-enhanced Raman spectroscopic (SERS) method for on-site screening of tetracycline residue in milk and water. Six batches of silver colloid nanoparticles were prepared for surface enhancement measurement. Milk-tetracycline and water-tetracycline solutions were prepared at seven concentration levels (1000, 500, 100, 10, 1, 0.1, and 0.01 ppm) and spiked with silver colloid nanoparticles. A 785 nm Raman spectroscopic system was used for spectral measurement. Tetracycline vibrational modes were observed at 1285, 1317 and 1632 cm-1 in water-tetracycline solutions and 1322 and 1621 cm-1 (shifted from 1317 and 1632 cm-1, respectively) in milk-tetracycline solutions. Tetracycline residue concentration as low as 0.01 ppm was detected in both the solutions. The peak intensities at 1285 and 1322 cm-1 were used to estimate the tetracycline concentrations in water and milk with correlation coefficients of 0.92 for water and 0.88 for milk. Results indicate that this SERS method is a potential tool that can be used on-site at field production for qualitative and quantitative detection of tetracycline residues.
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Affiliation(s)
- Sagar Dhakal
- Environmental Microbial and Food Safety Laboratory, Agricultural Research Service, United States Department of Agriculture, 10300 Baltimore Avenue, Bldg. 303 BARC-East, Beltsville, MD 20705, USA.
| | - Kuanglin Chao
- Environmental Microbial and Food Safety Laboratory, Agricultural Research Service, United States Department of Agriculture, 10300 Baltimore Avenue, Bldg. 303 BARC-East, Beltsville, MD 20705, USA.
| | - Qing Huang
- Hefei Institute of Physical Science, CAS 350 Shushanhu Road, Hefei 230031, China.
| | - Moon Kim
- Environmental Microbial and Food Safety Laboratory, Agricultural Research Service, United States Department of Agriculture, 10300 Baltimore Avenue, Bldg. 303 BARC-East, Beltsville, MD 20705, USA.
| | - Walter Schmidt
- Environmental Microbial and Food Safety Laboratory, Agricultural Research Service, United States Department of Agriculture, 10300 Baltimore Avenue, Bldg. 303 BARC-East, Beltsville, MD 20705, USA.
| | - Jianwei Qin
- Environmental Microbial and Food Safety Laboratory, Agricultural Research Service, United States Department of Agriculture, 10300 Baltimore Avenue, Bldg. 303 BARC-East, Beltsville, MD 20705, USA.
| | - C Leigh Broadhurst
- Environmental Microbial and Food Safety Laboratory, Agricultural Research Service, United States Department of Agriculture, 10300 Baltimore Avenue, Bldg. 303 BARC-East, Beltsville, MD 20705, USA.
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Broadhurst CL, Schmidt WF, Nguyen JK, Qin J, Chao K, Kim MS. Gradient Temperature Raman Spectroscopy of Fatty Acids with One to Six Double Bonds Identifies Specific Carbons and Provides Systematic Three Dimensional Structures. ACTA ACUST UNITED AC 2018. [DOI: 10.4236/jbpc.2018.91001] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Broadhurst CL, Schmidt WF, Nguyen JK, Qin J, Chao K, Kim MS. Continuous gradient temperature Raman spectroscopy from -100 to 40°C yields new molecular models of arachidonic acid and 2-Arachidonoyl-1-stearoyl-sn-glycero-3-phosphocholine. Prostaglandins Leukot Essent Fatty Acids 2017; 127:6-15. [PMID: 29156157 DOI: 10.1016/j.plefa.2017.09.019] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/10/2017] [Revised: 08/29/2017] [Accepted: 09/27/2017] [Indexed: 01/31/2023]
Abstract
Despite its biochemical importance, a complete Raman analysis of arachidonic acid (AA, 20:4n-6) has never been reported. Gradient temperature Raman spectroscopy (GTRS) applies the temperature gradients utilized in differential scanning calorimetry (DSC) to Raman spectroscopy, providing a straightforward technique to identify molecular rearrangements that occur near and at phase transitions. Herein we utilize the GTRS technique for AA and 1-18:0, 2-20:4n-6 phosphatidyl choline (AAPC) from cryogenic to mammalian body temperatures. 20Mb three-dimensional data arrays with 0.2°C increments and first/second derivatives allowed complete assignment of solid, liquid and transition state vibrational modes. The AA DSC shows a large exothermic peak at -60°C indicating crystallization or a similar major structural change. No exothermic peak of this magnitude was observed in six other unsaturated lipids (DHA, n-3DPA, n-6DPA, LA, ALA, OA). Melting in AA occurs over a large range: (-60 to -35°C): very large frequency offsets and intensity changes correlate with premelting initiating circa -60°C, followed by melting (-37°C). Novel, unique 3D structures for both molecules reveal that AA is not symmetric as a free fatty acid, and it changes significantly when in the sn-2 phospholipid position. Further, different CH and CH2 sites are unequally elastic and nonequivalent.
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Affiliation(s)
- C Leigh Broadhurst
- Environmental Microbiology and Food Safety Laboratory, US Department of Agriculture Agricultural Research Service, 10300 Baltimore Avenue, Beltsville, MD 20705, United States; Department of Mechanical Engineering, University of Maryland Baltimore County, Baltimore, MD 21250, United States.
| | - Walter F Schmidt
- Environmental Microbiology and Food Safety Laboratory, US Department of Agriculture Agricultural Research Service, 10300 Baltimore Avenue, Beltsville, MD 20705, United States
| | - Julie K Nguyen
- Environmental Microbiology and Food Safety Laboratory, US Department of Agriculture Agricultural Research Service, 10300 Baltimore Avenue, Beltsville, MD 20705, United States
| | - Jianwei Qin
- Environmental Microbiology and Food Safety Laboratory, US Department of Agriculture Agricultural Research Service, 10300 Baltimore Avenue, Beltsville, MD 20705, United States
| | - Kuanglin Chao
- Environmental Microbiology and Food Safety Laboratory, US Department of Agriculture Agricultural Research Service, 10300 Baltimore Avenue, Beltsville, MD 20705, United States
| | - Moon S Kim
- Environmental Microbiology and Food Safety Laboratory, US Department of Agriculture Agricultural Research Service, 10300 Baltimore Avenue, Beltsville, MD 20705, United States
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