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基于正态逆高斯和特征贡献度的睡眠分期实验研究 被引量:3
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作者 由育阳 由书凯 +1 位作者 高健凯 杨志宏 《北京理工大学学报》 EI CAS CSCD 北大核心 2019年第8期833-838,共6页
针对自动睡眠分期任务,提出了一种基于正态逆高斯和特征贡献度的睡眠分期实验框架.提取睡眠脑电信号特征,并对信号进行可调Q因子小波分解(TQWT),针对TQWT子带提取正态逆高斯参数特征;基于SVM模型实现特征贡献度排序与筛选,针对高贡献度... 针对自动睡眠分期任务,提出了一种基于正态逆高斯和特征贡献度的睡眠分期实验框架.提取睡眠脑电信号特征,并对信号进行可调Q因子小波分解(TQWT),针对TQWT子带提取正态逆高斯参数特征;基于SVM模型实现特征贡献度排序与筛选,针对高贡献度特征,比较多种分类器的分期结果并设计多分类器组合自动睡眠分期算法.采用PhysioBank的Sleep-EDF数据集进行验证,取得了89.88%的平均睡眠分期准确率,相较于单一分类器的分期准确率有较大提升,对睡眠障碍的临床诊断与研究具有较大价值. 展开更多
关键词 睡眠分期 正态逆高斯 特征贡献度 多分类器组合
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Microdosing cocktail study on the determination and pharmacokinetics of six hepatic cytochrome probes and their metabolites in rat
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作者 YANG Zhi-hong XU Li-yun you yu-yang 《中国药理学与毒理学杂志》 CAS CSCD 北大核心 2016年第10期1045-1046,共2页
OBJECTIVE To describe a highly sensitive LC-ESI MSnmethod that was developed to simultaneously detect six CYP isoform-specific probes and their metabolites in rat plasma for microdosing cocktail study.METHODS After ad... OBJECTIVE To describe a highly sensitive LC-ESI MSnmethod that was developed to simultaneously detect six CYP isoform-specific probes and their metabolites in rat plasma for microdosing cocktail study.METHODS After administration of a mixture of six probes(i.e.,a cocktail approach with caffeine 100μg·kg-1,tolbutamide100μg·kg-1,omeprazole 500μg·kg-1,dextromethorphan 500μg·kg-1,chlorzoxazone 50μg·kg-1and midazolam 100μg·kg-1)to SD rats.The plasma samples were extracted using ethyl acetate with diazepam and gliclazide as the IS.The assay was performed on an Agilent Eclipse Plus C18 column(2.1×50 mm,3.5μm).The mobile phase consisted of 0.01%formic acid(1 mmol·L-1ammonium formate)and acetonitrile.The flow rate was0.3 m L·min-1.The samples were analyzed by LC-20A&5500Qtrap ESI MSnin MRM mode.The MS/MS reaction selected 181.2/124.0 m/z ions for caffeine,195.2/138.2m/z for paraxanthine,269.1/170.0 m/z for tolbutamide,285.1/186.0 m/z for 4-hydroxytolbutamide,346.1/198.1m/z for omeprazole,362.2/214.2 m/z for 5-hydroxyomeprazole,272.3/147.1 m/z for dextromethorphan,258.2/157.0 m/z for dextrorphan,168.1/132.1 m/z for chlorzoxazone,326.1/291.2 m/z for midazolam,and 342.1/324.2m/z for 1′-hydroxymidazolam.RESULTS The datashowed that the method was with good linearity in the range of 0.2-200 ng·m L-1for caffeine,0.1-25 ng·m L-1for paraxanthine,0.05-100 ng·m L-1for omeprazole,0.01-25 ng·mL-1for 5-hydroxyomeprazole,0.1-200 ng·mL-1for dextromethorphan,0.05-12.5 ng·mL-1for dextrophan,0.2-200 ng·mL-1for midazolam,and 0.2-25 ng·mL-1for 1′-hydroxymidazolam,respectively.The stability%RSD for al probes was less than 15%and matrix effects in plasma on the ionization were negligible.CONCLUSION This highly sensitive and quantitative method allowed a pharmacokinetic study in subjects receiving doses 10-100 times lower than typical therapeutic doses.The established LCMS/MS method was suitable for pharmacokinetic study of this mixture cocktail probe group and could be applied deeply to CYP isoforms(1A2,2C9,2C19,2D6,2E1and 3A)research. 展开更多
关键词 microdosing cocktail hepatic cytochrome drug metabolism probes and metabolites
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