Ni Dongdong, Smyth Heather E, Gidley Michael J, Cozzolino Daniel
Centre for Nutrition and Food Sciences, Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, St Lucia 4072, Queensland, Australia.
Centre for Nutrition and Food Sciences, Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, St Lucia 4072, Queensland, Australia.
Spectrochim Acta A Mol Biomol Spectrosc. 2021 May 15;253:119569. doi: 10.1016/j.saa.2021.119569. Epub 2021 Feb 9.
The aims of this study were to compare two sample presentations (dry and whole) as well as the effects of both gender and age on the mid infrared (MIR) fingerprint spectra of human saliva. Unstimulated saliva was collected from 52 Female (31 subjects, aged 40.9 ± 14.6 year) and Male (21 subjects, aged 34 ± 11.8 year) participants, stored frozen, and subsequently thawed and analysed by MIR spectroscopy as whole and dried saliva, respectively. Data were analysed by means of principal components analysis (PCA) and partial least squares (PLS) to interpret and compare the effects of presentation (dry vs whole), age and gender on the MIR spectra of saliva. Interpretation of the MIR spectra of both whole and dried samples revealed specific characteristic and different spectral signals when gender and age were compared in the amide I and amide II of proteins (e.g. albumin) and DNA. While whole saliva analysis might be more convenient for rapid test, dried saliva spectra were more consistent across replicates, demonstrating greater ability to distinguish individual differences. The interpretation of the PCA and PLS loadings of both whole and dried saliva samples allowed identification of specific MIR regions associated with age and gender of participants between 1000 cm and 1800 cm. In particular, the MIR regions associated with the absorption of polysaccharides, glycosylated proteins, and nucleic acid phosphate groups present in saliva were the most dominant. This paper demonstrates that MIR spectroscopy can be used to measure saliva samples and to interpret individual differences in participants due to age in either dry or whole samples. No clear trends were observed in the MIR spectra of the samples associated with gender when all samples were analysed together. However, PLS regression models were able to predict gender in a subset of samples having similar age. The approach described in this study shows promise for potentially using saliva as a tool in food studies (e.g. saliva interactions between food and consumers).
本研究的目的是比较两种样品呈现形式(干燥和完整)以及性别和年龄对人唾液中红外(MIR)指纹光谱的影响。从不刺激唾液收集了52名女性(31名受试者,年龄40.9±14.6岁)和男性(21名受试者,年龄34±11.8岁)参与者的唾液,冷冻保存,随后分别解冻并作为完整唾液和干燥唾液通过MIR光谱进行分析。通过主成分分析(PCA)和偏最小二乘法(PLS)对数据进行分析,以解释和比较呈现形式(干燥与完整)、年龄和性别对唾液MIR光谱的影响。对完整和干燥样品的MIR光谱进行解释时发现,在蛋白质(如白蛋白)和DNA的酰胺I和酰胺II中比较性别和年龄时,会出现特定的特征和不同的光谱信号。虽然完整唾液分析可能更便于快速检测,但干燥唾液光谱在重复测量中更一致,显示出更强的区分个体差异的能力。对完整和干燥唾液样品的PCA和PLS载荷进行解释,能够识别出1000 cm至1800 cm之间与参与者年龄和性别相关的特定MIR区域。特别是,与唾液中存在的多糖、糖基化蛋白质和核酸磷酸基团吸收相关的MIR区域最为突出。本文表明,MIR光谱可用于测量唾液样品,并解释干燥或完整样品中因年龄导致的参与者个体差异。当一起分析所有样品时,在与性别相关的样品MIR光谱中未观察到明显趋势。然而,PLS回归模型能够在年龄相似的一部分样品中预测性别。本研究中描述的方法显示出有望将唾液潜在地用作食品研究中的一种工具(例如食品与消费者之间的唾液相互作用)。