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首页> 外文期刊>Analytical Letters >Rapid and Nondestructive Analysis of Bacillus Calmette-Guerin Polysaccharide Nucleic Acid Injection by near-Infrared Spectroscopy with Chemometrics
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Rapid and Nondestructive Analysis of Bacillus Calmette-Guerin Polysaccharide Nucleic Acid Injection by near-Infrared Spectroscopy with Chemometrics

机译:近红外光谱与化学计量学用近红外光谱注射的快速和无损分析

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摘要

A novel quantitative analytical method using near-infrared (NIR) spectroscopy combined with chemometrics has been developed to determine the polysaccharides and nucleic acids for routine quality analysis of Bacillus Calmette-Guerin polysaccharide and nucleic acid injections. A Monte-Carlo method was used to detect and discard outliers and to improve the predictive ability of the model. Various other spectral preprocessing methods such as smoothing, derivative, multiplicative scattering correction, standard normal variables, and orthogonal signal correction methods were used to remove noise and other irrelevant information from the spectra. Sample-set partitioning based on joint x-y distance method was utilized to divide the sample measurements into calibration and validation datasets. The optimal wavelength variables were determined by competitive adaptive weighted sampling. The model was established and cross-validated using partial least square regression. The root mean square errors of cross-validation for polysaccharides and nucleic acids were determined to be 0.0382 and 5.218, and the root mean square errors of prediction were 0.0229 and 6.282. The overall results show that NIR spectroscopy combined with chemometry is effective for the quantitative analysis of Bacillus Calmette-Guerin polysaccharide and nucleic acid injections.
机译:已经开发了一种新的定量分析方法,使用近红外(NIR)光谱与化学计量学结合,以确定芽孢杆菌均衡 - 屈曲多糖和核酸注射常规质量分析的多糖和核酸。 Monte-Carlo方法用于检测和丢弃异常值并提高模型的预测能力。使用诸如平滑,衍生,乘法散射校正,标准正常变量和正交信号校正方法的各种其他谱预处理方法用于从光谱中移除噪声和其他无关信息。基于关节X-Y距离方法的采样设置分区用于将样本测量分为校准和验证数据集。通过竞争性自适应加权采样确定最佳波长变量。使用部分最小二乘回归建立并交叉验证模型。多糖和核酸的交叉效应的均方根误差为0.0382和5.218,预测的根部均线误差为0.0229和6.282。总体结果表明,NIR光谱与化学测量法联合的是对芽孢杆菌钙菌 - 甲蛋白多糖和核酸注射的定量分析有效。

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