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Li H, Wang Q, Han L, Chen Z, Wang G, Wang Q, Ma S, Ai B, Xi G. Quality characterization of tobacco flavor and tobacco leaf position identification based on homemade electronic nose. Sci Rep 2024; 14:19229. [PMID: 39164410 PMCID: PMC11336110 DOI: 10.1038/s41598-024-70180-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Accepted: 08/13/2024] [Indexed: 08/22/2024] Open
Abstract
A set of nine unique tobacco extract samples was analyzed using a self-developed electronic nose (E-nose) system, a commercial E-nose, and gas chromatography-mass spectrometry (GC-MS). The evaluation employed principal component analysis, statistical quality control, and soft independent modeling of class analogies (SIMCA). These multifaceted statistical methods scrutinized the collected data. Subsequently, a quality control model was devised to assess the stability of the sample quality. The results showed that the custom E-nose system could successfully distinguish between tobacco extracts with similar odors. After further training and the development of a quality control model for accepted tobacco extracts, it was possible to identify samples with normal and abnormal quality. To further validate our E-nose and extend its use within the tobacco industry, we collected and accurately classified the flavors of different tobacco leaf positions, with a remarkable accuracy rate of 0.9744. This finding facilitates the practical application of our E-nose system for the efficient identification of tobacco leaf positions.
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Affiliation(s)
- Hao Li
- Technology Center, China Tobacco Henan Industrial Co., Ltd., Zhengzhou, 450016, China
- School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China
| | - Qiuling Wang
- Technology Center, China Tobacco Henan Industrial Co., Ltd., Zhengzhou, 450016, China
| | - Lu Han
- Technology Center, China Tobacco Henan Industrial Co., Ltd., Zhengzhou, 450016, China
| | - Zhifei Chen
- Technology Center, China Tobacco Henan Industrial Co., Ltd., Zhengzhou, 450016, China
| | - Genfa Wang
- Technology Center, China Tobacco Henan Industrial Co., Ltd., Zhengzhou, 450016, China
| | - Qingfu Wang
- Technology Center, China Tobacco Henan Industrial Co., Ltd., Zhengzhou, 450016, China
| | - Shengtao Ma
- Technology Center, China Tobacco Henan Industrial Co., Ltd., Zhengzhou, 450016, China.
| | - Bin Ai
- School of Microelectronics and Communication Engineering, Chongqing University, Chongqing, 400044, China.
| | - Gaolei Xi
- Technology Center, China Tobacco Henan Industrial Co., Ltd., Zhengzhou, 450016, China.
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Ji L, Zhou Y, Nie Q, Luo Y, Yang R, Kang J, Zhao Y, Zeng M, Jia Y, Dong S, Gan L, Zhang J. The Potential Correlation between Bacterial Diversity and the Characteristic Volatile Flavor Compounds of Sichuan Sauce-Flavored Sausage. Foods 2024; 13:2350. [PMID: 39123542 PMCID: PMC11312067 DOI: 10.3390/foods13152350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2024] [Revised: 07/20/2024] [Accepted: 07/22/2024] [Indexed: 08/12/2024] Open
Abstract
The distinctive taste of Sichuan sauce-flavored sausage comes from an intricate microbial metabolism. The correlation between microbial composition and distinct flavor components has not been researched. The study used headspace solid-phase microextraction action with gas chromatography mass spectrometry to find flavor components and high-throughput sequencing of 16S rRNA to look at the diversity and succession of microbial communities. The correlation network model forecasted the connection between essential bacteria and the development of flavors. The study revealed that the primary flavor compounds in Sichuan sauce-flavored sausages were alcohols, aldehydes, and esters. The closely related microbes were Leuconostoc, Pseudomonas, Psychrobacter, Flavobacterium, and Algoriella. The microbes aided in the production of various flavor compounds, such as 1-octen-3-ol, benzeneacetaldehyde, hexanal, (R,R)-2,3-butanediol, and ethyl caprylate. This work has enhanced our comprehension of the diverse functions that bacteria serve in flavor development during the fermentation of Sichuan sauce-flavored sausage.
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Affiliation(s)
- Lili Ji
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu 610106, China; (L.J.); (Y.Z.); (Q.N.); (Y.L.); (R.Y.); (Y.Z.)
| | - Yanan Zhou
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu 610106, China; (L.J.); (Y.Z.); (Q.N.); (Y.L.); (R.Y.); (Y.Z.)
| | - Qing Nie
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu 610106, China; (L.J.); (Y.Z.); (Q.N.); (Y.L.); (R.Y.); (Y.Z.)
| | - Yi Luo
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu 610106, China; (L.J.); (Y.Z.); (Q.N.); (Y.L.); (R.Y.); (Y.Z.)
| | - Rui Yang
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu 610106, China; (L.J.); (Y.Z.); (Q.N.); (Y.L.); (R.Y.); (Y.Z.)
| | - Jun Kang
- Key Laboratory of Natural Products and Functional Food Development Research, Sichuan Vocational College of Chemical Industry, Chengdu 646000, China;
| | - Yinfeng Zhao
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu 610106, China; (L.J.); (Y.Z.); (Q.N.); (Y.L.); (R.Y.); (Y.Z.)
| | - Mengzhao Zeng
- Sichuan Stega Biotechnology Co., Ltd., Chengdu 610199, China;
| | - Yinhua Jia
- Sichuan Fansaoguang Food Group Co., Ltd., Chengdu 611732, China; (Y.J.); (S.D.)
| | - Shirong Dong
- Sichuan Fansaoguang Food Group Co., Ltd., Chengdu 611732, China; (Y.J.); (S.D.)
| | - Ling Gan
- College of Veterinary Medicine, Southwest University, Chongqing 400715, China;
| | - Jiamin Zhang
- Meat Processing Key Laboratory of Sichuan Province, College of Food and Biological Engineering, Chengdu University, Chengdu 610106, China; (L.J.); (Y.Z.); (Q.N.); (Y.L.); (R.Y.); (Y.Z.)
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Ahamed Z, Seo JK, Eom JU, Yang HS. Volatile Compounds for Discrimination between Beef, Pork, and Their Admixture Using Solid-Phase-Microextraction-Gas Chromatography-Mass Spectrometry (SPME-GC-MS) and Chemometrics Analysis. Food Sci Anim Resour 2024; 44:934-950. [PMID: 38974721 PMCID: PMC11222689 DOI: 10.5851/kosfa.2024.e32] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2024] [Revised: 04/04/2024] [Accepted: 04/15/2024] [Indexed: 07/09/2024] Open
Abstract
This study addresses the prevalent issue of meat species authentication and adulteration through a chemometrics-based approach, crucial for upholding public health and ensuring a fair marketplace. Volatile compounds were extracted and analyzed using headspace-solid-phase-microextraction-gas chromatography-mass spectrometry. Adulterated meat samples were effectively identified through principal component analysis (PCA) and partial least square-discriminant analysis (PLS-DA). Through variable importance in projection scores and a Random Forest test, 11 key compounds, including nonanal, octanal, hexadecanal, benzaldehyde, 1-octanol, hexanoic acid, heptanoic acid, octanoic acid, and 2-acetylpyrrole for beef, and hexanal and 1-octen-3-ol for pork, were robustly identified as biomarkers. These compounds exhibited a discernible trend in adulterated samples based on adulteration ratios, evident in a heatmap. Notably, lipid degradation compounds strongly influenced meat discrimination. PCA and PLS-DA yielded significant sample separation, with the first two components capturing 80% and 72.1% of total variance, respectively. This technique could be a reliable method for detecting meat adulteration in cooked meat.
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Affiliation(s)
- Zubayed Ahamed
- Division of Applied Life Science
(BK21Four), Gyeongsang National University, Jinju 52828,
Korea
| | - Jin-Kyu Seo
- Division of Applied Life Science
(BK21Four), Gyeongsang National University, Jinju 52828,
Korea
| | - Jeong-Uk Eom
- Division of Applied Life Science
(BK21Four), Gyeongsang National University, Jinju 52828,
Korea
| | - Han-Sul Yang
- Division of Applied Life Science
(BK21Four), Gyeongsang National University, Jinju 52828,
Korea
- Institute of Agriculture and Life Science,
Gyeongsang National University, Jinju 52828, Korea
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Jung Y, Oh S, Kim D, Lee S, Lee HJ, Shin DJ, Choo HJ, Jo C, Nam KC, Lee JH, Jang A. Effect of cinnamon powder on quality attributes and off-flavor in fried chicken drumsticks made from long-term thawed Korean native chicken. Poult Sci 2024; 103:103583. [PMID: 38471231 PMCID: PMC11067767 DOI: 10.1016/j.psj.2024.103583] [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: 11/23/2023] [Revised: 02/16/2024] [Accepted: 02/19/2024] [Indexed: 03/14/2024] Open
Abstract
The effect of cinnamon powder on the quality and mitigation of off-flavor in fried chicken drumsticks made from long-term thawed Korean native chicken (Woorimatdag No. 1, WRMD1) was investigated. The WRMD1 drumsticks were categorized into 5 groups: conventional thawing (16 h, CT), long-term thawing (48 h, LT), cinnamon powder added into 'LT' as marinade (0.03%, CM) or incorporated into the batter (1.35%, CB), and long-term thawing with cinnamon powder incorporated both in the marinade and batter (0.03% + 1.35%, CMB). The crude fat content was significantly higher in the CT and CMB than that of the CB. The CM, CB, and CMB showed significantly lower levels of 2-thiobarbituric acid reactive substance compared with the CT and LT. The predominant fatty acids in all treatments were C18:1n9, C18:2n6, and C16:0. The LT displayed lower total unsaturated fatty acid content than the CT (P < 0.05). The CM effectively decreased lipid oxidative volatiles, such as 1-octanol, 1-octen-3-ol, and 2-octen-1-ol, (E), in the LT (P < 0.05). Both the CM and CB showed an inclination to increase specific pyrazines associated with pleasant notes compared with the LT, and showed higher levels of pyrazines, such as pyrazine, 2-ethyl-6-methyl-, and pyrazine, 3-ethyl-2,5-dimethyl-, than those of the CMB (P < 0.05). The CM contained higher levels of 2,3-butanedione when compared with the other groups (P < 0.05). Multivariate analysis demonstrated that cinnamon had an effect in discriminating the treatment groups with cinnamon addition from both the CT and LT, whereas the CM, CB, and CMB formed distinct clusters. The CM and CMB received significantly higher aroma scores from panelists in comparison to the other groups. These findings suggest that the CM (0.03% cinnamon powder) can be used to enhance the aroma in fried WRMD1 drumsticks by reducing or masking the off-flavor volatiles associated with long-term thawing.
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Affiliation(s)
- Yousung Jung
- Department of Applied Animal Science, College of Animal Life Sciences, Kangwon National University, Chuncheon 24341, Korea
| | - Soomin Oh
- Department of Applied Animal Science, College of Animal Life Sciences, Kangwon National University, Chuncheon 24341, Korea
| | - Dongwook Kim
- Department of Applied Animal Science, College of Animal Life Sciences, Kangwon National University, Chuncheon 24341, Korea
| | - Sangrok Lee
- Department of Applied Animal Science, College of Animal Life Sciences, Kangwon National University, Chuncheon 24341, Korea
| | - Hee-Jeong Lee
- Department of Applied Animal Science, College of Animal Life Sciences, Kangwon National University, Chuncheon 24341, Korea
| | - Dong-Jin Shin
- Department of Applied Animal Science, College of Animal Life Sciences, Kangwon National University, Chuncheon 24341, Korea
| | - Hyo-Jun Choo
- Poultry Research Institute, National Institute of Animal Science, Pyeongchang 25342, Korea
| | - Cheorun Jo
- Department of Agricultural Biotechnology, Center for Food and Bioconvergence, and Research Institute of Agriculture and Life Science, Seoul National University, Seoul 08826, Korea
| | - Ki-Chang Nam
- Department of Animal Science and Technology, Sunchon National University, Suncheon 57922, Korea
| | - Jun-Heon Lee
- Division of Animal and Dairy Science, Chungnam National University, Daejeon 34134, Korea
| | - Aera Jang
- Department of Applied Animal Science, College of Animal Life Sciences, Kangwon National University, Chuncheon 24341, Korea.
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Wang X, Li H, Wang Y, Fu B, Ai B. Intelligent Detection and Odor Recognition of Cigarette Packaging Paper Boxes Based on a Homemade Electronic Nose. MICROMACHINES 2024; 15:458. [PMID: 38675268 PMCID: PMC11052458 DOI: 10.3390/mi15040458] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/09/2024] [Revised: 03/25/2024] [Accepted: 03/26/2024] [Indexed: 04/28/2024]
Abstract
The printing process of box packaging paper can generate volatile organic compounds, resulting in odors that impact product quality and health. An efficient, objective, and cost-effective detection method is urgently needed. We utilized a self-developed electronic nose system to test four different cigarette packaging paper samples. Employing multivariate statistical methods like Principal Component Analysis (PCA), Linear Discriminant Analysis (LDA), Statistical Quality Control (SQC), and Similarity-based Independent Modeling of Class Analogy (SIMCA), we analyzed and processed the collected data. Comprehensive evaluation and quality control models were constructed to assess sample stability and distinguish odors. Results indicate that our electronic nose system rapidly detects odors and effectively performs quality control. By establishing models for quality stability control, we successfully identified samples with acceptable quality and those with odors. To further validate the system's performance and extend its applications, we collected two types of cigarette packaging paper samples with odor data. Using data augmentation techniques, we expanded the dataset and achieved an accuracy rate of 0.9938 through classification and discrimination. This highlights the significant potential of our self-developed electronic nose system in recognizing cigarette packaging paper odors and odorous samples.
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Affiliation(s)
- Xingguo Wang
- School of Microelectronic and Communication Engineering, Chongqing University, Chongqing 400044, China; (X.W.); (H.L.)
| | - Hao Li
- School of Microelectronic and Communication Engineering, Chongqing University, Chongqing 400044, China; (X.W.); (H.L.)
| | - Yunlong Wang
- College of Tobacco Science, Henan Agricultural University, Zhengzhou 450002, China;
| | - Bo Fu
- College of Tobacco Science, Henan Agricultural University, Zhengzhou 450002, China;
| | - Bin Ai
- School of Microelectronic and Communication Engineering, Chongqing University, Chongqing 400044, China; (X.W.); (H.L.)
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Effect of Different Heat Treatments on the Quality and Flavor Compounds of Black Tibetan Sheep Meat by HS-GC-IMS Coupled with Multivariate Analysis. Molecules 2022; 28:molecules28010165. [PMID: 36615360 PMCID: PMC9822090 DOI: 10.3390/molecules28010165] [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: 11/30/2022] [Revised: 12/17/2022] [Accepted: 12/22/2022] [Indexed: 12/28/2022] Open
Abstract
There are limited reports about the effect of different heat treatments on the quality and flavor of Black Tibetan sheep meat. The current study examined the effect of pan-frying, deep-frying, baking, and boiling treatment on the quality of Black Tibetan sheep meat; the amino acid, fatty acid, and volatile flavor compounds (VFCs) were investigated by a texture analyzer, ultra-high-performance liquid chromatography (UHPLC), gas chromatography (GC), and headspace-gas chromatography-ion mobility (HS-GC-IMS). The key VFCs were identified through orthogonal partial least squares discrimination analysis (OPLS-DA), and variable importance projection (VIP) values. In addition, Pearson’s correlations between meat quality parameters and key VFCs were examined. The sensory scores, including texture, color, and appearance, of baked and pan-fried meat were higher than those of deep-fried and boiled meat. The protein (40.47%) and amino acid (62.93 µmol/g) contents were the highest in pan-fried meat (p < 0.05). Additionally, it contained the highest amounts of monounsaturated and polyunsaturated fatty acids, such as oleic, linoleic, and α-linolenic acids (p < 0.05). Meanwhile, pan-fried and deep-fried meat had higher amounts of VFCs than baked meat. The OPLS-DA similarity and fingerprinting analyses revealed significant differences between the three heat treatment methods. Aldehydes were the key aroma compounds in pan-fried meat. Importantly, 3-methylbutyraldehyde and 2-heptanone contents were positively correlated with eicosenoic, oleic, isooleic, linoleic, α-Linolenic, and eicosadiene acids (p < 0.05). To sum up, pan-fried Black Tibetan sheep meat had the best edible, nutritional, and flavor quality.
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Ueda S, Takashima Y, Gotou Y, Sasaki R, Nakabayashi R, Suzuki T, Sasazaki S, Fukuda I, Kebede B, Kadowaki Y, Tamura M, Nakanishi H, Shirai Y. Application of Mass Spectrometry for Determining the Geographic Production Area of Wagyu Beef. Metabolites 2022; 12:777. [PMID: 36144182 PMCID: PMC9506216 DOI: 10.3390/metabo12090777] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2022] [Revised: 08/11/2022] [Accepted: 08/15/2022] [Indexed: 11/23/2022] Open
Abstract
Japanese Black cattle (Japanese Wagyu) beef is attracting attention for its aroma and marbling, and its handling is increasing worldwide. Here, we focused on the origin discrimination of Wagyu beef and analyzed the nutritional components of Japanese Wagyu (produced in multiple prefectures of Japan), Hybrid Wagyu (a cross between Angus and Wagyu cattle born in Australia and transported to Japan), and Australian Wagyu beef using mass spectrometry (MS). Triple-quadrupole liquid chromatography-MS was used to clarify the molecular species of lipids in Wagyu beef. Fourteen classes of lipids were separated, and 128 different triacylglycerides (TGs) were detected. A simple comparative analysis of these TGs using high-performance liquid chromatography revealed significantly higher levels of triolein (C18:1/C18:1/C18:1; abbreviated OOO) and C18:1/C18:1/C16:1 (OOPo) in Japanese Wagyu. Wagyu elements beef were comprehensively analyzed using inductively coupled plasma (ICP)-MS and ICP-optical emission spectrometry. We found significant differences in the rubidium, cesium, and lithium levels of Japanese and Australian Wagyu beef. On comparing metabolites using gas chromatography-MS, we identified significant differences in the levels of amino acids and other components of the Japanese and Australian Wagyu beef. These results suggest the possibility of determining the origin of Wagyu cattle breeds using MS and genetic discrimination.
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Affiliation(s)
- Shuji Ueda
- Department of Agrobioscience, Graduate School of Agricultural Science, Kobe University, Hyogo 657-8501, Japan
| | - Yasuharu Takashima
- Incorporated Administrative Agency Food and Agricultural Materials Inspection Center, Saitama 330-0081, Japan
| | - Yunosuke Gotou
- Incorporated Administrative Agency Food and Agricultural Materials Inspection Center, Saitama 330-0081, Japan
| | - Ryo Sasaki
- Food Oil and Fat Research Laboratory, Miyoshi Oil & Fat Co., Ltd., Tokyo 124-8510, Japan
| | - Rio Nakabayashi
- Food Oil and Fat Research Laboratory, Miyoshi Oil & Fat Co., Ltd., Tokyo 124-8510, Japan
| | - Takeshi Suzuki
- Department of Agrobioscience, Graduate School of Agricultural Science, Kobe University, Hyogo 657-8501, Japan
| | - Shinji Sasazaki
- Department of Agrobioscience, Graduate School of Agricultural Science, Kobe University, Hyogo 657-8501, Japan
| | - Ituko Fukuda
- Department of Agrobioscience, Graduate School of Agricultural Science, Kobe University, Hyogo 657-8501, Japan
| | - Biniam Kebede
- Department of Food Science, University of Otago, P.O. Box 56, Dunedin 9054, New Zealand
| | | | | | | | - Yasuhito Shirai
- Department of Agrobioscience, Graduate School of Agricultural Science, Kobe University, Hyogo 657-8501, Japan
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