光谱学与光谱分析, 2018, 38 (1): 42, 网络出版: 2018-01-30   

近红外光谱人体血液甘油三酯无创检测

Noninvasive Human Triglyceride Detecting with Near-Infrared Spectroscopy
作者单位
1 中国科学院长春光学精密机械与物理研究所, 吉林 长春 130033
2 中国科学院大学, 北京 100049
3 长春中医药大学护理学院, 吉林 长春 130117
摘要
为实现人体血液甘油三酯(TG)含量无创检测, 应用近红外光谱技术(NIRS), 对单体TG进行定量分析。 通过离体实验优选检测波段(5 700~5 600和4 600~4 400 cm-1), 优化设计检测探头, 综合预处理方法等手段, 对其中TG含量进行定标和预测。 以期提升单体TG无创检测精度及稳定性。 无创采集54组单体光谱数据, 并对其中TG含量进行定标预测, 经对比分析确定平滑滤波(SG)结合偏最小二乘方法(PLS)的定标模型稳健性最优, 对预测集1, 2样品最佳分析结果: 预测标准偏差RMSEP分别为12和12.8 mg·dL-1, 相对预测标准偏差RSD为16.25%和17.33%, 预测精度理想, 基本可用于单人TG的日常监测。 鉴于SG-PLS模型在单体TG无创测量及日变化趋势预测方面的良好表现, NIRS分析技术将在TG无创检测与日常管理领域有更为广泛的应用前景。
Abstract
To facilitate noninvasive detection of human triglyceride (TG) in blood, near infrared spectroscopy (NIRS) was applied to quantitatively analyze the TG level of single person. By optimizing the proper NIRS detection band (5 700~5 600 and 4 600~4 400 cm-1) in in-vitro experiment, preferably designing the fiber probe, and comparatively evaluating several preprocessing algorithms, we intend to further promote the non-invasive detection accuracy and stability of single-person TG level. Then we noninvasively collected 54 samples of spectral data from the same volunteer and made quantitative analysis for TG level. Savitzky-Golay (SG) combined with partial least squares (PLS) was confirmed to be the most robustness calibration model. The optimal analysis of the predictive 1 and 2 sets is as follows. The standard deviation (RMSEP) was 12 and 12.8 mg·dL-1, respectively; the relative standard deviation (RSD) was 16.25% and 17.33%, respectively. The prediction accuracy was ideal and able to be used for routine monitoring of single TG. In view of the well performance of SG-PLS model in non-invasive detection of single-person TG level and the trend of daily variation, NIRS analysis technology has potential for human TG non-invasive detection and daily management.

袁境泽, 卢启鹏, 吴春阳, 丁海泉, 高洪智, 李晚侠, 王洋. 近红外光谱人体血液甘油三酯无创检测[J]. 光谱学与光谱分析, 2018, 38(1): 42. YUAN Jing-ze, LU Qi-peng, WU Chun-yang, DING Hai-quan, GAO Hong-zhi, LI Wan-xia, WANG Yang. Noninvasive Human Triglyceride Detecting with Near-Infrared Spectroscopy[J]. Spectroscopy and Spectral Analysis, 2018, 38(1): 42.

本文已被 4 篇论文引用
被引统计数据来源于中国光学期刊网
引用该论文: TXT   |   EndNote

相关论文

加载中...

关于本站 Cookie 的使用提示

中国光学期刊网使用基于 cookie 的技术来更好地为您提供各项服务,点击此处了解我们的隐私策略。 如您需继续使用本网站,请您授权我们使用本地 cookie 来保存部分信息。
全站搜索
您最值得信赖的光电行业旗舰网络服务平台!