Institute for Pharmacy and Food Chemistry, University of Würzburg, Am Hubland, 97074, Würzburg, Germany.
Faculty of Chemistry and Biotechnology, Aachen University of Applied Sciences, 52428, Jülich, Germany.
Anal Bioanal Chem. 2021 May;413(11):3107-3118. doi: 10.1007/s00216-021-03249-z. Epub 2021 Mar 17.
Most drugs are no longer produced in their own countries by the pharmaceutical companies, but by contract manufacturers or at manufacturing sites in countries that can produce more cheaply. This not only makes it difficult to trace them back but also leaves room for criminal organizations to fake them unnoticed. For these reasons, it is becoming increasingly difficult to determine the exact origin of drugs. The goal of this work was to investigate how exactly this is possible by using different spectroscopic methods like nuclear magnetic resonance and near- and mid-infrared spectroscopy in combination with multivariate data analysis. As an example, 56 out of 64 different paracetamol preparations, collected from 19 countries around the world, were chosen to investigate whether it is possible to determine the pharmaceutical company, manufacturing site, or country of origin. By means of suitable pre-processing of the spectra and the different information contained in each method, principal component analysis was able to evaluate manufacturing relationships between individual companies and to differentiate between production sites or formulations. Linear discriminant analysis showed different results depending on the spectral method and purpose. For all spectroscopic methods, it was found that the classification of the preparations to their manufacturer achieves better results than the classification to their pharmaceutical company. The best results were obtained with nuclear magnetic resonance and near-infrared data, with 94.6%/99.6% and 98.7/100% of the spectra of the preparations correctly assigned to their pharmaceutical company or manufacturer.
大多数药物不再由制药公司在自己的国家生产,而是由合同制造商或在生产成本更低的国家的制造地点生产。这不仅使得追溯变得更加困难,也为犯罪组织提供了伪造药物而不被察觉的空间。出于这些原因,确定药物的确切来源变得越来越困难。这项工作的目的是研究如何通过使用不同的光谱方法,如核磁共振和近中红外光谱,结合多元数据分析,来实现这一目标。例如,选择了来自全球 19 个国家的 64 种扑热息痛制剂中的 56 种,以研究是否有可能确定制药公司、制造地点或原产国。通过对光谱进行适当的预处理和每种方法中包含的不同信息,主成分分析能够评估各个公司之间的制造关系,并区分生产地点或制剂。线性判别分析根据光谱方法和目的得出了不同的结果。对于所有光谱方法,发现制剂到制造商的分类比到制药公司的分类能获得更好的结果。使用核磁共振和近红外数据获得了最佳结果,其中 94.6%/99.6%和 98.7%/100%的制剂光谱被正确地分配给其制药公司或制造商。