Noninvasive in vivo measurement of venous blood pH during exercise using near-infrared reflectance spectroscopy

被引:15
作者
Yang, Ye [1 ]
Soyemi, Olusola O. [1 ]
Landry, Michelle R. [1 ]
Soller, Babs R. [1 ]
机构
[1] Univ Massachusetts, Sch Med, Dept Anesthesiol, Worcester, MA 01655 USA
关键词
near-infrared spectroscopy; NIR spectroscopy; pH; muscle; tissue diagnostics; blood/tissue constituent monitoring; multivariate calibration; spectral orthgonalization; spectral irrelevant variation correction;
D O I
10.1366/000370207779947657
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
Blood pH is an important indicator of anaerobic metabolism in exercising muscle. This paper demonstrates multivariate calibration techniques that can be used to produce a general pH model that can be applied to spectra from any new subject without significant prediction error. Tissue spectra (725 similar to 880 nm) were acquired through the skin overlying the flexor digitorum profundus muscle on the forearms of eight healthy subjects during repetitive hand-grip exercise and referenced to the pH of venous blood drawn from a catheter placed in a vein close to the muscle. Calibration models were developed using multi-subject partial least squares (PLS) and validated using subject-out cross-validation after the subject-to-subject spectral variations were corrected by mathematical preprocessing methods. A combination of standard normal variate (SNV) scaling and principal component analysis loading correction (PCAI,C) successfully removed most of the subject-to-subject variations and provided the most accurate prediction results.
引用
收藏
页码:223 / 229
页数:7
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