Exploring metabolic syndrome serum profiling based on gas chromatography mass spectrometry and random forest models.
作者： Zhang Lin , Carlos M Vicente Gonçalves , Ling Dai , Hong-mei Lu , Jian-hua Huang
DOI: 10.1016/J.ACA.2014.04.008
关键词:
摘要: … Nowadays large amount and multi-dimensional data are obtained with the … PCA is an unsupervised statistical procedure that uses … uncorrelated variables called principal components. …
sci-hub.se 参考文章(40)
Chen Zhao, Jinghe Mao, Junmei Ai, Ming Shenwu, Tieliu Shi, Daqing Zhang, Xiaonan Wang, Yunliang Wang, Youping Deng, Integrated lipidomics and transcriptomic analysis of peripheral blood reveals significantly enriched pathways in type 2 diabetes mellitus BMC Medical Genomics. ,vol. 6, pp. 1- 6 ,(2013) , 10.1186/1755-8794-6-S1-S12
Robert H Eckel, KGMM Alberti, Scott M Grundy, Paul Z Zimmet, The metabolic syndrome The Lancet. ,vol. 365, pp. 1415- 1428 ,(2005) , 10.1016/S0140-6736(09)61794-3
C.-F. Huang, M.-L. Cheng, C.-M. Fan, C.-Y. Hong, M.-S. Shiao, Nicotinuric Acid: A potential marker of metabolic syndrome through a metabolomics-based approach Diabetes Care. ,vol. 36, pp. 1729- 1731 ,(2013) , 10.2337/DC12-1067
Gisele Castro, Maria Fernanda C. Areias, Lais Weissmann, Paula G.F. Quaresma, Carlos K. Katashima, Mario J.A. Saad, Patricia O. Prada, Diet-induced obesity induces endoplasmic reticulum stress and insulin resistance in the amygdala of rats. FEBS Open Bio. ,vol. 3, pp. 443- 449 ,(2013) , 10.1016/J.FOB.2013.09.002
M. P. Stern, K. Williams, C. Gonzalez-Villalpando, K. J. Hunt, S. M. Haffner, Does the Metabolic Syndrome Improve Identification of Individuals at Risk of Type 2 Diabetes and/or Cardiovascular Disease? Diabetes Care. ,vol. 27, pp. 2676- 2681 ,(2004) , 10.2337/DIACARE.27.11.2676
Marine L. Croze, Christophe O. Soulage, Potential role and therapeutic interests of myo-inositol in metabolic diseases. Biochimie. ,vol. 95, pp. 1811- 1827 ,(2013) , 10.1016/J.BIOCHI.2013.05.011
Christian K. Roberts, Kunal K. Sindhu, Oxidative stress and metabolic syndrome Life Sciences. ,vol. 84, pp. 705- 712 ,(2009) , 10.1016/J.LFS.2009.02.026
Vladimir Svetnik, Andy Liaw, Christopher Tong, J. Christopher Culberson, Robert P. Sheridan, Bradley P. Feuston, Random forest: a classification and regression tool for compound classification and QSAR modeling. Journal of Chemical Information and Computer Sciences. ,vol. 43, pp. 1947- 1958 ,(2003) , 10.1021/CI034160G
Jean-Pierre Després, Isabelle Lemieux, Abdominal obesity and metabolic syndrome Nature. ,vol. 444, pp. 881- 887 ,(2006) , 10.1038/NATURE05488
Jae-Sung Kim, Hong Shik Yun, Hong-Duck Um, Jong Kuk Park, Kee-Ho Lee, Chang-Mo Kang, Su-Jae Lee, Sang-Gu Hwang, Identification of inositol polyphosphate 4-phosphatase type II as a novel tumor resistance biomarker in human laryngeal cancer HEp-2 cells Cancer Biology & Therapy. ,vol. 13, pp. 1307- 1318 ,(2012) , 10.4161/CBT.21788