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PLS在基于动态光谱的人体血液中性粒细胞无创测量中的应用
  • ISSN号:1000-0593
  • 期刊名称:《光谱学与光谱分析》
  • 时间:0
  • 分类:O657.3[理学—分析化学;理学—化学]
  • 作者机构:[1]天津师范大学物理与电子信息学院,天津300387, [2]天津市生物医学检测技术与仪器重点实验室,天津大学,天津300072, [3]天津农学院机电工程系,天津300384, [4]天津医科大学总医院临床检验科,天津300052
  • 相关基金:基金项目:国家自然科学基金项目(60174032,60674111)资助
中文摘要:

利用动态光谱指端透射法进行了人体血液中性粒细胞百分比无创测量的研究。对21名健康志愿者进行了在体测量,选用偏最小二乘法(PLS)对获取的动态光谱数据和中性粒细胞百分比实测值进行建模分析,建立的定标集的相关系数为0.922,最大相对误差为5.85%,平均相对误差为4.13%;对定标模型的预测能力进行了验证,其中预测集的相关系数为0.912,预测集的相对误差最大为6.74%,平均相对误差为5.07。结果表明:动态光谱法可以有效地克服测量位置及人体成分等对光谱测量的影响,较准确地进行人体血液中性粒细胞百分比的测量,是一种比较好的血液成分无创测量方法,具有较高的临床应用价值。

英文摘要:

Dynamic spectrum method was used to noninvasive measurement of human neutrophilic granlocyte percent tor the first time. In vivo measurements were carried out in 21 healthy volunteers, and parital least-squares was used to establish the calibration model of subjects neutrophilic granulocyte percent values against dynamic spectrum data. Twenty one samples were classified into calibration set and prediction set, and the calibration was used to establish the calibration model, in which cross validation and leave-one-out method was used to test the best number of factors influencing the PLS calibration models. For cali- bration set, the correlation coefficient was 0. 922, the root mean square error of the calibration set obtained by cross-validation (RMSECV) wasl. 776~,/00, the biggest relative error was 5.85~, and the average reIative error was 4.13~, which promise the good calibration effect. Prediction was carried out to certify the prediction ability of calibration model. And the correlation coeffi- cient of prediction was 0. 912, the root mean square error of the prediction set (RMSEP) was 2. 930~, the biggest relative error of prediction was 6.74~, and the average relative error was 5.07 ~, which certify that the calibration model has good prediction ability. Measurement results show that the influences of measuring conditions on spectra can be decreased effectively by dynamic spectrum method and this method can be applied to accurate invasive measurement of human neutrophilic granulocyte percent. It can be a good method for noninvasive blood analysis, which makes great sense to clinical application.

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期刊信息
  • 《光谱学与光谱分析》
  • 中国科技核心期刊
  • 主管单位:中国科学技术协会
  • 主办单位:中国光学学会
  • 主编:高松
  • 地址:北京海淀区魏公村学院南路76号
  • 邮编:100081
  • 邮箱:chngpxygpfx@vip.sina.com
  • 电话:010-62181070
  • 国际标准刊号:ISSN:1000-0593
  • 国内统一刊号:ISSN:11-2200/O4
  • 邮发代号:82-68
  • 获奖情况:
  • 1992年北京出版局编辑质量奖,1996年中国科协优秀科技期刊奖,1997-2000获中国科协择优支持基础性高科技学术期刊奖
  • 国内外数据库收录:
  • 俄罗斯文摘杂志,美国化学文摘(网络版),荷兰文摘与引文数据库,美国工程索引,美国生物医学检索系统,美国科学引文索引(扩展库),英国科学文摘数据库,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),英国英国皇家化学学会文摘,中国北大核心期刊(2000版)
  • 被引量:40642