Quantitative analysis of pyrazinamide polymorphs in ternary mixtures by ATR-FTIR and Raman spectroscopy with multivariate calibration

IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Vibrational Spectroscopy Pub Date : 2023-12-01 DOI:10.1016/j.vibspec.2023.103625
Jian Zhou , Baoxi Zhang , Lixiang Gong , Kun Hu , Shiying Yang , Yang Lu
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Abstract

The polymorphism of drugs exists widely in solid chemical drugs. It will affect the physical and chemical properties of drugs, as well as bioavailability. So it is very necessary to establish an quantitative method to improve the quality control level of polymorphic drugs. Attenuated total reflectance-Fourier transform infrared (ATR-FTIR) and Raman spectra have been included in many countries’ pharmacopoeia as the drug polymorph analytical technique, and they have many unique advantages. However, for multiple mixed systems, due to the complexity of optical signals, it is difficult to obtain an ideal content prediction model by classical linear regression, so the application of chemometric methods shows advantages. Pyrazinamide is a typical polymorphism drug, three polymorphic forms (α, δ, γ) were obtained. The model prediction ability of two kinds of spectroscopy combined with three kinds of stoichiometric methods was investigated by orthogonal experiment. On this basis, the influence of different combinations of five data preprocessing methods on improving modeling quality was investigated. In this research, Raman spectra combined with partial least squares (PLS), multiplicative scatter correction (MSC), denoise, median and first derivative at the whole spectral range resulted in a better calibration model. It had a RMSEP of 5.3%, 21.6%, and 20.8% for polymorphs α, δ, and γ, respectively. Several methods were used for preprocessing the spectral data could remove unimportant baseline (offset) interference from samples or to correct scattering effects and emphasize spectral the interesting signals. PLS can derive a few components from the independent variable system. Therefore, it may be an effective method to establish a quantitative model for a multi-polymorphism component mixed system.

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利用 ATR-FTIR 和拉曼光谱进行多变量校准,定量分析三元混合物中的吡嗪酰胺多态性
药物的多态性广泛存在于固体化学药物中。它会影响药物的理化性质和生物利用度。因此,建立一种定量方法来提高多态药物的质量控制水平是非常必要的。衰减全反射-傅立叶变换红外光谱(ATR-FTIR)和拉曼光谱已作为药物多态性分析技术被纳入许多国家的药典,它们具有许多独特的优点。然而,对于多种混合体系,由于光学信号的复杂性,经典的线性回归很难得到理想的含量预测模型,因此化学计量学方法的应用显示出优势。吡嗪酰胺是一种典型的多态性药物,共得到三种多态形式(α、δ、γ)。通过正交实验考察了两种光谱法结合三种化学计量法的模型预测能力。在此基础上,研究了五种数据预处理方法的不同组合对提高建模质量的影响。在这项研究中,拉曼光谱与偏最小二乘法(PLS)、乘法散度校正(MSC)、去噪、中值和整个光谱范围的一阶导数相结合,得到了一个较好的定标模型。对于多态α、δ和γ,其有效值分别为 5.3%、21.6%和 20.8%。使用了多种方法对光谱数据进行预处理,以去除样品中不重要的基线(偏移)干扰或校正散射效应,并突出有趣的光谱信号。PLS 可以从自变量系统中得出几个分量。因此,它可能是为多多态成分混合系统建立定量模型的有效方法。
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来源期刊
Vibrational Spectroscopy
Vibrational Spectroscopy 化学-分析化学
CiteScore
4.70
自引率
4.00%
发文量
103
审稿时长
52 days
期刊介绍: Vibrational Spectroscopy provides a vehicle for the publication of original research that focuses on vibrational spectroscopy. This covers infrared, near-infrared and Raman spectroscopies and publishes papers dealing with developments in applications, theory, techniques and instrumentation. The topics covered by the journal include: Sampling techniques, Vibrational spectroscopy coupled with separation techniques, Instrumentation (Fourier transform, conventional and laser based), Data manipulation, Spectra-structure correlation and group frequencies. The application areas covered include: Analytical chemistry, Bio-organic and bio-inorganic chemistry, Organic chemistry, Inorganic chemistry, Catalysis, Environmental science, Industrial chemistry, Materials science, Physical chemistry, Polymer science, Process control, Specialized problem solving.
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