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Corresponding Author(s)

李丽(1982—),女,四川轻化工大学副教授,博士。E-mail:kokonice@139.com

Abstract

Objective: In order to realize the rapid detection of benzo[a]pyrene content in barbecue products, a method of detection based on mid-infrared spectrum model was proposed. Methods: The original spectra of 120 barbecue samples were collected by mid-infrared spectroscopy. The original spectra were pretreated by standard normal variable transformation, multivariate scattering correction, first derivative and second derivative. The pretreatment effect of the spectra was evaluated by principal component analysis. The original spectral data were divided into training set and verification set at a ratio of 8∶2 to establish the evaluation model of barbecue products. Results: The R2c, R2p, RMSEC, and RMSEP of the model based on mid-infrared spectrum data were 0.995 1, 0.995 7 and 0.164 4 μg/kg, and 0.116 3 μg/kg, respectively. The residual error of training set samples was small after modeling. The maximum value was 0.406, and the total residual sum tended to zero. Conclusion: This model has strong prediction ability and high accuracy, and can better reflect the content of benzo[a]pyrene in actual barbecue. Thus, this can help to realize the non-destructive and rapid detection of barbecue products and has practical application value in the industry of barbecue products.

Publication Date

4-25-2023

First Page

34

Last Page

37,102

DOI

10.13652/j.spjx.1003.5788.2022.80657

References

[1] ZASTROW L, JUDAS M, SPEER K, et al. Barbecue conditions affect contents of oxygenated and non-oxygenated polycyclic aromatic hydrocarbons in meat and non-meat patties[J]. Food Chemistry: X, 2022, 14: 100351.
[2] DAS D N, BHUTIA S K. Inevitable dietary exposure of benzo[a]pyrene: Carcinogenic risk assessment an emerging issues and concerns[J]. Current Opinion in Food Science, 2018, 24: 16-25.
[3] SHOUKAT S. Potential anti-carcinogenic effect of probiotic and lactic acid bacteria in detoxification of benzo[a]pyrene: A review[J]. Trends in Food Science & Technology, 2020, 99: 450-459.
[4] DARWISH W S, CHIBA H, EL-GHAREEB W R, et al. Determination of polycyclic aromatic hydrocarbon content in heat-treated meat retailed in Egypt: Health risk assessment, benzo[a]pyrene induced mutagenicity and oxidative stress in human colon (CaCo-2) cells and protection using rosmarinic and ascorbic acids[J]. Food Chemistry, 2019, 290: 114-124.
[5] WOO H, LEE J, PARK D, et al. Protective effect of mulberry (Morus alba L.) extract against benzo[a]pyrene induced skin damage through inhibition of aryl hydrocarbon receptor signaling[J]. Journal of Agricultural and Food Chemistry, 2017, 65(50): 10 925-10 932.
[6] LI R, SUN H, WANG S, et al. Retention of CdS/ZnS quantum dots (QDs) on the root epidermis of woody plant and its implications by benzo[a]pyrene: Evidence from the in situ synchronous nanosecond time-resolved fluorescence spectra method[J]. Journal of Agricultural and Food Chemistry, 2018, 66(4): 814-821.
[7] 高玮, 邓智辉. 检测食品中苯并芘的方法研究[J]. 粮食科技与经济, 2018, 43(8): 69-73.
[8] DING J, NING B F, GONG W F, et al. Cyclin D1 induction by benzo[a]pyrene-7,8-diol-9,10-epoxide via the phosphatidylinositol 3-kinase / Akt / MAPK- and p70s6k-dependent pathway promotes cell transformation and tumorigenesis[J]. Journal of Biological Chemistry, 2009, 284(48): 33 311-33 319.
[9] FREDES C, VALERO C, DIEZMA B, et al. A model based on clusters of similar color and nir to estimate oil content of single olives[J]. Foods, 2021, 10(3): 609.
[10] JIA J M, ZHOU X F, LI Y, et al. Establishment of a rapid detection model for the sensory quality and components of Yuezhou Longjing tea using near-infrared spectroscopy[J]. LWT-Food Science and Technology, 2022, 164: 113625.
[11] LIU Y, PENG Q W, YU J C, et al. Identification of tea based on CARS-SWR variable optimization of visible/near-infrared spectrum[J]. Journal of the Science of Food and Agriculture, 2020, 100(1): 371-375.
[12] SOYEURT H, GRELET C, MCPARLAND S, et al. A comparison of 4 different machine learning algorithms to predict lactoferrin content in bovine milk from mid-infrared spectra[J]. Journal of Dairy Science, 2020, 103(12): 11 585-11 596.
[13] WU X, LI G L, HE F Y. Nondestructive analysis of internal quality in pears with a self-made near-infrared spectrum detector combined with multivariate data processing[J]. Foods, 2021, 10(6): 1 315.
[14] WANG S J, GUAN R F, HUANG H Z, et al. Effects of different smoking materials and methods on the quality of Chinese traditional bacon (larou) [J]. Journal of Food Protection, 2021, 84(3): 359-367.
[15] MORAIS C L M, SHORE R F, PEREIRA M G, et al. Assessing binary mixture effects from genotoxic and endocrine disrupting environmental contaminants using infrared spectroscopy[J]. ACS Omega, 2018, 3(10): 13 399-13 412.
[16] 韩佳柳, 林华, 刘玉柱, 等. 苯并芘分子构型和特征光谱的研究[J]. 科技创新与应用, 2016(17): 72.
[17] 韩颖, 郭明, 魏艳玲, 等. 苯并[a]芘的拉曼光谱计算及分析[J]. 吉林化工学院学报, 2012, 29(7): 9-12.
[18] FU X S, HONG X Z, LIAO J Y, et al. Fingerprint approaches coupled with chemometrics to discriminate geographic origin of imported salmon in China's consumer market[J]. Foods, 2021, 10(12): 2 986.
[19] SIVAKUMAR C, CHAUDHRY M M A, PALIWAL J. Classification of pulse flours using near-infrared hyperspectral imaging[J]. LWT-Food Science and Technology, 2022, 154: 112799.
[20] ZHAO M, PENG Y K, LI L. A robot system for the auto detection and classification of apple internal quality attributes[J]. Postharvest Biology and Technology, 2021, 180: 111615.

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