Institute of Physical Chemistry and Abbe Center of Photonics, University Jena, 07743 Jena, Germany.
Member of Leibniz Health Technologies, Leibniz Institute of Photonic Technology Jena, 07745 Jena, Germany.
Anal Chem. 2020 Dec 15;92(24):15745-15756. doi: 10.1021/acs.analchem.0c02696. Epub 2020 Nov 21.
The variable configuration of Raman spectroscopic platforms is one of the major obstacles in establishing Raman spectroscopy as a valuable physicochemical method within real-world scenarios such as clinical diagnostics. For such real world applications like diagnostic classification, the models should ideally be usable to predict data from different setups. Whether it is done by training a rugged model with data from many setups or by a primary-replica strategy where models are developed on a 'primary' setup and the test data are generated on 'replicate' setups, this is only possible if the Raman spectra from different setups are consistent, reproducible, and comparable. However, Raman spectra can be highly sensitive to the measurement conditions, and they change from setup to setup even if the same samples are measured. Although increasingly recognized as an issue, the dependence of the Raman spectra on the instrumental configuration is far from being fully understood and great effort is needed to address the resulting spectral variations and to correct for them. To make the severity of the situation clear, we present a round robin experiment investigating the comparability of 35 Raman spectroscopic devices with different configurations in 15 institutes within seven European countries from the COST (European Cooperation in Science and Technology) action Raman4clinics. The experiment was developed in a fashion that allows various instrumental configurations ranging from highly confocal setups to fibre-optic based systems with different excitation wavelengths. We illustrate the spectral variations caused by the instrumental configurations from the perspectives of peak shifts, intensity variations, peak widths, and noise levels. We conclude this contribution with recommendations that may help to improve the inter-laboratory studies.
拉曼光谱平台的可变配置是将拉曼光谱确立为现实场景(如临床诊断)中有价值的物理化学方法的主要障碍之一。对于诊断分类等实际应用,模型理想情况下应该可以用于预测来自不同设置的数据。无论是通过使用来自许多设置的数据训练坚固的模型,还是通过主要-副本策略(在“主要”设置上开发模型,并在“副本”设置上生成测试数据),只有当不同设置的拉曼光谱一致、可重复且可比较时,这才有可能。然而,拉曼光谱对测量条件非常敏感,即使测量相同的样品,它们也会因设置而异。尽管越来越多地认识到这是一个问题,但拉曼光谱对仪器配置的依赖性远未得到充分理解,需要付出巨大的努力来解决由此产生的光谱变化并对其进行校正。为了清楚地说明情况的严重性,我们介绍了一项在七个欧洲国家的 15 个研究所内进行的轮次实验,该实验涉及了 35 种具有不同配置的拉曼光谱仪的可比性,该实验来自于 COST(欧洲科学技术合作)行动 Raman4clinics。该实验的设计方式允许各种仪器配置,范围从高度共焦设置到具有不同激发波长的光纤系统。我们从峰位移、强度变化、峰宽和噪声水平等方面说明了仪器配置引起的光谱变化。我们的结论是提出了一些建议,这可能有助于改善实验室间的研究。