Detection and quantification of pork adulteration in beef meatballs with Raman spectroscopy and near infrared spectroscopy

IF 4.6 2区 化学 Q1 SPECTROSCOPY Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy Pub Date : 2025-09-05 Epub Date: 2025-03-22 DOI:10.1016/j.saa.2025.126069
Zaqlul Iqbal , Nils Kristian Afseth , Annelies Postelmans , Jens Petter Wold , Petter Vejle Andersen , Joni Kusnadi , Wouter Saeys
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Abstract

One of the main halal concepts requires that food is free from pork substances. Muslim-majority countries establish halal regulations that require the screening of processed meat products, such as meatballs, are screened for adulteration with pork meat to guarantee appropriate halal certification for consumers. Currently, halal authorities rely on the analysis of DNA, protein, or fat with RT-PCR, LC-MS, or GC-FID, which are reliable but are not suitable for rapid screening of large numbers of samples. Hence, high throughout screening tools are demanded to identify suspected samples. Vibrational spectroscopy methods such as Raman spectroscopy (RS) and Near Infrared spectroscopy (NIRS) are widely studied as fast and non-destructive methods for compositional analysis of agrifood products. Therefore, the aim of this study was to evaluate their potential for screening of suspected meatball samples. To this end, different batches of pure beef meatballs and meatballs with different levels of adulteration (3, 5, 10, 50, and 100 % w/w) were prepared and scanned in backscattering (RS) and reflectance (NIRS) mode in intact and cut form. The acquired Raman spectra had dominant peaks at 1657 cm−1, 1443 cm−1 and 1299 cm−1, which were attributed to saturated and unsaturated fat, while the dominant peaks in the NIR spectra corresponded to O–H bonds of water (1457 nm and 1934 nm). The cross-sectioned configuration was found to provide more stable classification performance compared to measurements on intact meatballs for both RS and NIRS. The accuracy of the partial least squares-discriminant analysis (PLS-DA) models for cross-sectioned samples using four latent variables ranged from 52.50 % to 85.00 % for RS and from 58.97 % to 75.00 % for NIRS. The performance of RS and NIRS shows little difference, but RS provides better insights on primary component of meat. For further research, improving the quality of Raman signal with a higher excitation wavelength laser or RS techniques that minimize fluorescence interference may improve model performance.

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用拉曼光谱和近红外光谱检测和定量牛肉肉丸中猪肉掺假
清真的主要概念之一是要求食品不含猪肉物质。穆斯林占多数的国家建立了清真法规,要求对肉丸等加工肉制品进行筛选,以检查是否掺杂猪肉,以保证消费者获得适当的清真认证。目前,清真当局依靠RT-PCR, LC-MS或GC-FID对DNA,蛋白质或脂肪进行分析,这些分析是可靠的,但不适合快速筛选大量样品。因此,需要高通量筛选工具来识别可疑样本。振动光谱法如拉曼光谱(RS)和近红外光谱(NIRS)作为快速、无损的农产品成分分析方法得到了广泛的研究。因此,本研究的目的是评估其筛选可疑肉丸样品的潜力。为此,制备了不同批次的纯牛肉肉丸和不同掺假水平(3、5、10、50和100% w/w)的肉丸,并以完整和切割的形式进行后向散射(RS)和反射(NIRS)扫描。所获得的拉曼光谱在1657 cm−1、1443 cm−1和1299 cm−1处的优势峰属于饱和脂肪和不饱和脂肪,而近红外光谱的优势峰对应于水的O-H键(1457 nm和1934 nm)。与完整肉丸的RS和NIRS测量相比,发现横截面结构提供了更稳定的分类性能。使用4个潜在变量的偏最小二乘判别分析(PLS-DA)模型对横截面样本的准确度在RS为52.50% ~ 85.00%之间,NIRS为58.97% ~ 75.00%之间。RS和NIRS的表现差异不大,但RS能更好地了解肉类的主要成分。在进一步的研究中,使用更高激发波长的激光或RS技术来改善拉曼信号的质量,从而最大限度地减少荧光干扰,可能会提高模型的性能。
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来源期刊
CiteScore
8.40
自引率
11.40%
发文量
1364
审稿时长
40 days
期刊介绍: Spectrochimica Acta, Part A: Molecular and Biomolecular Spectroscopy (SAA) is an interdisciplinary journal which spans from basic to applied aspects of optical spectroscopy in chemistry, medicine, biology, and materials science. The journal publishes original scientific papers that feature high-quality spectroscopic data and analysis. From the broad range of optical spectroscopies, the emphasis is on electronic, vibrational or rotational spectra of molecules, rather than on spectroscopy based on magnetic moments. Criteria for publication in SAA are novelty, uniqueness, and outstanding quality. Routine applications of spectroscopic techniques and computational methods are not appropriate. Topics of particular interest of Spectrochimica Acta Part A include, but are not limited to: Spectroscopy and dynamics of bioanalytical, biomedical, environmental, and atmospheric sciences, Novel experimental techniques or instrumentation for molecular spectroscopy, Novel theoretical and computational methods, Novel applications in photochemistry and photobiology, Novel interpretational approaches as well as advances in data analysis based on electronic or vibrational spectroscopy.
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