Pelletier Christine C, Lambert James L, Borchert Mark
Jet Propulsion Laboratory, California Institute of Technology, Pasadena, 91109, USA.
Appl Spectrosc. 2005 Aug;59(8):1024-31. doi: 10.1366/0003702054615133.
Glucose concentrations of in vitro human aqueous humor (HAH) samples from cataract patients were determined using 785 nm Raman spectra and partial least squares (PLS) calibration. PLS models were created from spectra of prepared calibration solutions rather than aqueous humor samples. Spectra were obtained with an excitation energy (100 mW for 150 s), which was higher than can be applied in vivo, to decrease the models' contribution to prediction uncertainty. The solutions contained experimentally designed levels of glucose, bicarbonate, lactate, urea, and ascorbate. Multiplicative signal correction of spectra helped compensate for the +/-20% drift in laser power observed at the sample over six noncontiguous days of data collection. Seventeen HAH samples containing 38-775 mg/dL of glucose exhibited a root-mean-square error (RMSEP) of 22 mg/dL, coefficient of determination (r(2)) of 0.989, and bias of 6 mg/dL when predicted from lower energy (30 s) spectra collected contemporaneously with fifty calibration spectra. Similar results were obtained even when spectral data were gathered separately for human aqueous humor samples and calibration samples: 10 HAH samples, calibrated on 25 solutions measured 3.6 weeks earlier, exhibited an RMSEP of 23 mg/dL, r(2) of 0.992, and bias of 9 mg/dL. The results demonstrate progress toward the determination of glucose levels in patient-derived aqueous humor using laboratory-derived "artificial aqueous humor" calibration solutions.
使用785 nm拉曼光谱和偏最小二乘法(PLS)校准来测定白内障患者体外房水(HAH)样本中的葡萄糖浓度。PLS模型是根据制备的校准溶液而非房水样本的光谱创建的。为降低模型对预测不确定性的影响,采用高于体内可应用能量(100 mW,持续150 s)获取光谱。这些溶液含有经实验设计的葡萄糖、碳酸氢盐、乳酸盐、尿素和抗坏血酸盐水平。光谱的乘法信号校正有助于补偿在六个不连续的数据收集日期间在样本处观察到的激光功率±20%的漂移。当根据与五十个校准光谱同时收集的较低能量(30 s)光谱进行预测时,十七个含有38 - 775 mg/dL葡萄糖的HAH样本的均方根误差(RMSEP)为22 mg/dL,决定系数(r(2))为0.989,偏差为6 mg/dL。即使分别收集人房水样本和校准样本的光谱数据,也能得到类似结果:用3.6周前测量的25种溶液校准的10个HAH样本,RMSEP为23 mg/dL,r(2)为0.992,偏差为9 mg/dL。结果表明,使用实验室衍生的“人工房水”校准溶液测定患者源性房水中葡萄糖水平取得了进展。