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台式与便携式近红外光谱仪光谱信息的批判性评估:量子化学和二维相关光谱学,以更好地理解迷迭香叶中原儿茶酸含量的 PLS 回归模型

Critical evaluation of spectral information of benchtop vs. portable near-infrared spectrometers: quantum chemistry and two-dimensional correlation spectroscopy for a better understanding of PLS regression models of the rosmarinic acid content in Rosmarini folium.

机构信息

Institute of Analytical Chemistry and Radiochemistry, CCB-Center for Chemistry and Biomedicine, Innrain 80/82, 6020 Innsbruck, Austria.

Department of Chemistry, School of Science and Technology, Kwansei Gakuin University, Sanda, Hyogo 669-1337, Japan.

出版信息

Analyst. 2017 Jan 26;142(3):455-464. doi: 10.1039/c6an02439d.

Abstract

In the present work the performances of one benchtop and two different types of miniaturized near-infrared (NIR)-spectrometers were tested and compared for the first time by the determination of the rosmarinic acid (RA) content of dried and powdered Rosmarini folium. The recorded NIR spectra were utilized in hyphenation with multivariate data analysis (MVA) to calculate Partial Least Squares (PLS) regression models. Quality parameters obtained from Cross Validation (CV) revealed that the benchtop NIR-device "NIRFlex N-500 FT-NIR spectrometer" achieved the best result with a R of 0.91 and a RPD of 3.27. The miniaturized NIR-device "MicroNIR 2200 spectrometer" showed a satisfying calibration quality with a R of 0.84 and a RPD of 2.46. The miniaturized NIR-device "ThermoScientific microPHAZIR" with a R of 0.73 and a RPD of 1.88 was less precise and needs to be improved. The measured spectra of the different devices were additionally investigated by two-dimensional correlation spectroscopy (2D-COS) analysis, which supported the performed PLS regression models as well as identified the discrepancies for microPHAZIR and MicroNIR 2200 compared to NIRFlex N-500. With the aim to obtain a better understanding of the factors which determine the analyzed PLS regression models, the NIR spectrum of RA was reproduced through application of fully anharmonic quantum chemical calculation. A good agreement between the experimental and theoretical NIR spectra and detailed band assignments of RA were obtained in the 8000-4000 cm wavenumber region. Subsequently, this enabled us to attribute the main influences in the regression coefficients plots. This study demonstrated that the performance of NIR spectroscopy with benchtop and miniaturized devices as a fast and non-invasive technique is able to replace time- and resource-consuming analytical tools. Referring to the developed application of the RA content quantification this work is especially interesting for the continuous growing phytopharmaceutical industry and its quality control. The results reveal the importance of monitoring the performances of available NIR-spectrometers in every analytical area.

摘要

在本工作中,首次测试和比较了一台台式和两种不同类型的微型近红外(NIR)光谱仪的性能,用于测定干燥和粉末状迷迭香的迷迭香酸(RA)含量。记录的近红外光谱与多元数据分析(MVA)联用,以计算偏最小二乘(PLS)回归模型。通过交叉验证(CV)获得的质量参数表明,台式近红外设备“NIRFlex N-500 FT-NIR 光谱仪”的性能最佳,其 R 为 0.91,RPD 为 3.27。微型近红外设备“MicroNIR 2200 光谱仪”的校准质量令人满意,其 R 为 0.84,RPD 为 2.46。微型近红外设备“ThermoScientific microPHAZIR”的 R 为 0.73,RPD 为 1.88,精度较低,需要改进。此外,还通过二维相关光谱(2D-COS)分析研究了不同设备的测量光谱,该分析支持了所进行的 PLS 回归模型,并确定了与 NIRFlex N-500 相比,microPHAZIR 和 MicroNIR 2200 的差异。为了更好地理解决定分析 PLS 回归模型的因素,通过应用完全非谐量子化学计算,重现了 RA 的 NIR 光谱。在 8000-4000cm-1 波数范围内,实验和理论 NIR 光谱之间以及 RA 的详细波段分配之间获得了良好的一致性。随后,这使我们能够对回归系数图中的主要影响进行归因。本研究表明,台式和微型设备的近红外光谱作为一种快速、非侵入性技术,其性能能够替代耗时耗资源的分析工具。参考 RA 含量定量的开发应用,这项工作对不断发展的植物制药行业及其质量控制特别有意义。结果表明,在每个分析领域监测可用近红外光谱仪的性能非常重要。

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