Smith Mark R, Jee Roger D, Moffat Anthony C, Rees David R, Broad Neville W
Centre for Pharmaceutical Analysis, The School of Pharmacy, University of London, 29/39 Brunswick Square, London, UKWC1N 1AX.
Analyst. 2004 Sep;129(9):806-16. doi: 10.1039/b401267d. Epub 2004 Jul 30.
A procedure was developed for different modes of calibration transfer in near-infrared (NIR) spectroscopy, which included a method for the selection of a subset of samples appropriate for transfer. As a worked example, these guidelines were applied to the transfer of a multivariate calibration model, representing a validated NIR single tablet assay for the active within an intact pharmaceutical product, between three equivalent dispersive NIR transmission instruments. Transfer was first evaluated between two instruments, representing the situation where both were available during calibration development. A spectral correction method alone, applied to the transfer instrument, was not sufficient to facilitate transfer, with further optimisation of the calibration model using a novel wavelength selection algorithm necessary to remove regions of the spectral range that resulted in skewed predictions on the second instrument. Through this approach, a single calibration model was found to be equally accurate and precise on the two instruments. A procedure, using the Kennard-Stone algorithm, is described for determining a reduced number of samples as a transfer set using only the spectral information from the original instrument. The purpose of the subset was to permit transfer to a new instrument where that instrument was not available until after calibration development or where it was undesirable to re-measure the full sample set (i.e. due to excessive reference chemistry). Utilising the transfer set, transfer to a third instrument was evaluated. The calibration model, optimised between the first two instruments, was not directly applicable for the third instrument, with further wavelength selection required to remove a small region of spectral data. On completion, using a full statistical evaluation, a single calibration model was found to be equally accurate and precise on all three instruments.
开发了一种用于近红外(NIR)光谱中不同校准转移模式的程序,其中包括一种选择适合转移的样本子集的方法。作为一个实例,这些指导方针被应用于多变量校准模型的转移,该模型代表了一种经过验证的用于完整药品中活性成分的NIR单片分析方法,在三台等效的色散NIR透射仪器之间进行转移。首先在两台仪器之间评估转移情况,这代表在校准开发期间两台仪器都可用的情况。仅对转移仪器应用光谱校正方法不足以促进转移,需要使用新颖的波长选择算法对校准模型进行进一步优化,以去除光谱范围内导致在第二台仪器上预测出现偏差的区域。通过这种方法,发现单个校准模型在两台仪器上具有同等的准确性和精密度。描述了一种使用肯纳德 - 斯通算法的程序,该程序仅使用原始仪器的光谱信息来确定作为转移集的样本数量减少的样本集。该子集的目的是允许转移到新仪器,该仪器在校准开发之后才可用,或者在重新测量整个样本集不可取的情况下(即由于过多的参考化学分析)。利用转移集,评估了向第三台仪器的转移。在前两台仪器之间优化的校准模型不适用于第三台仪器,需要进一步选择波长以去除一小部分光谱数据。完成后通过全面的统计评估,发现单个校准模型在所有三台仪器上具有同等的准确性和精密度。