Comparative studies on molecular compositions of different varieties of chocolates using DFT-based vibrational analysis and ATR-FTIR spectroscopy coupled with bootstrap assisted PCA
Neha Sharma, Anshul Uppal, Mousumi Banerjee, Djabir Abdallah Inzoudine, Budigi Prabhakar, Yugal Khajuria, Vivek K. Singh, Mohammed A. Gondal
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引用次数: 0
Abstract
Chocolate is one of the most popular widely consumed food products (Tan et al. in Nutrients 13(9):2909, 2021. https://doi.org/10.3390/nu13092909) and comprises of various bioactive compounds including proteins, carbohydrates, fats, and antioxidants. In this study, attenuated total reflectance fourier transform infrared spectroscopy (ATR-FTIR spectroscopy) was employed for a preliminary investigation of the molecular composition and authenticity comparison of four commercially available different varieties of chocolate samples from the Indian market, namely Barone, Dairy Milk, Munch, and Nestlé. Experimental FTIR spectra were compared with theoretical vibrational spectra obtained from density functional theory (DFT) calculations at the B3LYP/6-311++G(d, p) level for major constituents, particularly theobromine and caffeine, showing good agreement between calculated and observed vibrational frequencies. Mulliken charge analysis and molecular electrostatic potential (MEP) mapping revealed electron-rich regions localized around oxygen and nitrogen atoms, while positive potential regions were observed near hydrogen atoms, consistent with the spectral assignments. Furthermore, bootstrap-assisted principal component analysis (PCA) was applied to the FTIR data and successfully discriminated four chocolate samples, demonstrating the reproducibility and reliability of the dataset. The combined application of ATR-FTIR spectroscopy, DFT calculations, and multivariate statistical analysis thus provides a robust and effective approach for chocolate profiling and authenticity verification.
巧克力是最受欢迎的广泛消费的食品之一(Tan et al. in Nutrients 13(9):2909, 2021)。https://doi.org/10.3390/nu13092909),由各种生物活性化合物组成,包括蛋白质、碳水化合物、脂肪和抗氧化剂。本研究采用衰减全反射傅立叶变换红外光谱(ATR-FTIR光谱)对印度市场上四种不同品种的巧克力样品(即Barone、Dairy Milk、Munch和nestle l)的分子组成和真实性进行了初步调查。实验FTIR光谱与B3LYP/6-311++G(d, p)水平的密度泛函理论(DFT)计算得到的理论振动光谱进行了比较,主要成分,特别是可可碱和咖啡因的计算和观测振动频率吻合良好。Mulliken电荷分析和分子静电势(MEP)映射显示富电子区域位于氧和氮原子周围,而正电位区域位于氢原子附近,与光谱分配一致。此外,将自举辅助主成分分析(PCA)应用于FTIR数据,成功地识别了4个巧克力样品,证明了数据集的可重复性和可靠性。因此,ATR-FTIR光谱、DFT计算和多元统计分析的结合应用为巧克力分析和真实性验证提供了一种强大而有效的方法。
期刊介绍:
The journal European Food Research and Technology publishes state-of-the-art research papers and review articles on fundamental and applied food research. The journal''s mission is the fast publication of high quality papers on front-line research, newest techniques and on developing trends in the following sections:
-chemistry and biochemistry-
technology and molecular biotechnology-
nutritional chemistry and toxicology-
analytical and sensory methodologies-
food physics.
Out of the scope of the journal are:
- contributions which are not of international interest or do not have a substantial impact on food sciences,
- submissions which comprise merely data collections, based on the use of routine analytical or bacteriological methods,
- contributions reporting biological or functional effects without profound chemical and/or physical structure characterization of the compound(s) under research.