期刊文献+

素食人群尿液^1H NMR代谢轮廓的多因素方差分析 被引量:4

Investigation of ^1H NMR Profile of Vegetarian Human Urine Using ANOVA-based Multi-factor Analysis
下载PDF
导出
摘要 结合方差分析(ANOVA)和偏最小二乘法判别分析(PLS-DA)两种分析技术,对素食和普食人群的尿液1H NMR谱进行分析.利用ANOVA方法将数据矩阵分解为几个独立因素矩阵,滤除干扰因素后,再利用PLS-DA对单因素数据进行建模分析.实验结果表明,ANOVA/PLS-DA方法可以有效地减少饮食因素和性别因素之间的相互影响,使分析结果更具有生物学意义. In this study,a technique that combined both analysis of variance(ANOVA) and partial least squares-discriminant analysis(PLS-DA) was used to compare the urine ^1H NMR spectra of healthy people from a vegetarian and omnivorous population.In ANOVA/PLS-DA,the variation in data was first decomposed into different variance components that each contains a single source of variation.Each of the resulting variance components was then analyzed using PLS-DA.The experimental results showed that ANOVA/PLS-DA is efficient in disentangling the effect of diet and gender on the metabolic profile,and the method could be used to extract biologically relevant information for result interpretation.
出处 《高等学校化学学报》 SCIE EI CAS CSCD 北大核心 2011年第12期2769-2776,共8页 Chemical Journal of Chinese Universities
基金 国家自然科学基金(批准号:11175149 81171331) 中央高校基本科研业务费专项资金(批准号:2011121046)资助
关键词 多因素分析 方差分析 偏最小二乘法判别分析 核磁共振代谢组学 Multi-factor analysis Analysis of variance(ANOVA) Partial least squares-discriminant analysis(PLS-DA) NMR-based metabolomic
  • 相关文献

参考文献22

  • 1Nicholson J. K. , Lindon J. C. , Holmes E.. Xenobiotica[J], 1999, 29(11) : 1181-1189.
  • 2Liao P. Q. , Wei L. , Zhang X. Y. , Li X. J. , Wu H. F. , Wu Y. J. , Ni J. Z. , Pei F. K.. Anal. Biochem. [J], 2007, 364(2) : 112-121.
  • 3Gao H. C. , Dong B. J. , Liu X. , Xuan H. Q. , Huang Y. R. , Lin D. H.. Anal. Chim. Acta[J], 2008, 62.4(2) : 269-277.
  • 4危阳洋,王彩虹,李伟,董继扬,陈忠.甲亢患者血清和尿液的核磁共振代谢组学研究[J].高等学校化学学报,2010,31(2):279-284. 被引量:17
  • 5董继扬,徐乐,许晶晶,陈忠.核磁共振代谢组学数据预处理中的自适应分段积分方法[J].高等学校化学学报,2009,30(6):1101-1108. 被引量:8
  • 6Liao P. Q., Wei L., Zhang X. Y., Li X. J., Wu H. F., Wu Y. J., Ni J. Z., Pei F. K.. Anal. Biochem.[J], 2007, 364(2): 112-121.
  • 7Lu C. F. , Wang Y. M. , Sheng Z. G. , Liu G. , Fu Z. , Zhao J. ,Yan X. Z. , Zhu B. Z. , Peng S. Q.. Toxicol. Appl. Pharm. [J] , 2010, 248(3) : 178-184.
  • 8Wold S., Sjostrom M., Eriksson L.. Chemom. Intell. Lab. Syst. [J], 2001,58(2): 109-130.
  • 9Stoica P., Soderstrom T.. Scand. J. Stat. [J], 1998, 25(1):17-24.
  • 10Churchill G. A.. Biotechniques[J] , 2004, 37(2) : 173-175.

二级参考文献37

  • 1宋枫溪,高秀梅,刘树海,杨静宇.统计模式识别中的维数削减与低损降维[J].计算机学报,2005,28(11):1915-1922. 被引量:44
  • 2Nicholson J. K. , Lindon J. C. , Holmes E.. Xenobiotica[J] , 1999, 29:1181-1189
  • 3Wang Y. L. , Holmes E. , Tang H. R. , et al.. J. Proteome. Res. [J] , 2006, 5:1535-1542
  • 4Gao H. C. , Dong B. J. , Liu X. , et al.. Anal. China. Acta[J], 2008, 624(1) : 269-277
  • 5XuJ. J., Zhang J., Dong J. Y., et al.. Anal. Bioanal. Chem. [J], 2009, 393:1657-1668
  • 6Bobbie-Jo M. W. , David F, L. , Kristin H. J. , et al. J. Pharmaceut. Biomed. [J] , 2005, 39:830-836
  • 7Davis R. A. , Charlton A. J. , Godward J. , et al.. Chemometr. Intell. Lab. [J] , 2007, 85:144-154
  • 8Paul E. A. , Nicholas V. R. , Nichols J. D. , et al.. Metabolomics[ J] , 2008, 4:261-272
  • 9Dieterle F. , Ross A. , Schlotterbeck G. , et al.. Anal. Chem. [J] , 2006, 78:4281-4290
  • 10Nicholson J.K.,Lindon J.C..Nature[J],2008,455:1054-1056.

共引文献21

同被引文献66

  • 1张大皓,谭天伟,王炳武.响应面试验设计优化脂肪酶发酵培养基[J].北京化工大学学报(自然科学版),2006,33(2):41-45. 被引量:31
  • 2O'Neala C. L., Crouch D. J., Fatah A. A., Forensic Sci. Int. , 2000, 109(3), 189-201.
  • 3Tan B. , Hardy J. K. , Snavely R. E. , Anal. Chim. Acta, 2000, 422 ( 1 ), 37-46.
  • 4Eliasson C. , Macleod N. A. , Matousek P. , Anal Chem. , 2007, 79(21), 8185-8189.
  • 5Dunayevskiy I. , Tsekoun A. , Prasanna M. , Go R. , Pate1C. K. N. , Appl. Opt. , 2007, 46(25), 6397-6404.
  • 6Xie Z. , Sielemann S. , Sclunidt H. , Li F. , Baumbach J. I. , Anal. Bioanal. Chem. , 2002, 372(5/6), 606-610.
  • 7Ellmer K. , Mientus R. , Rossner H. , Surf. Coat. Technol. , 2001, 142-144, 1094-1099.
  • 8O'Dwyer J. N. , Tickner J. R. , Appl. Radiat. Isot. , 2008, 66(10), 1359-1362.
  • 9Pani S. , Cook E. J. , Horrocks J. A. , Jones J. L. , Speller R. D. , Appl. Radiat. lsot. , 2010, 68(10), 1980-1987.
  • 10McFarlane N. J. B. , Bull C. R. , Tillett R. D. , Speller R. D. , Royle G. J. , Johnson K. R. A. , J. Agr. Eng. Res. , 2000, 75(3), 265 -274.

引证文献4

二级引证文献15

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部