PMID- 18355838 OWN - NLM STAT- MEDLINE DCOM- 20080820 LR - 20080505 IS - 1095-8541 (Electronic) IS - 0022-5193 (Linking) VI - 252 IP - 2 DP - 2008 May 21 TI - The modified Mahalanobis Discriminant for predicting outer membrane proteins by using Chou's pseudo amino acid composition. PG - 350-6 LID - 10.1016/j.jtbi.2008.02.004 [doi] AB - The outer membrane proteins (OMPs) are beta-barrel membrane proteins that performed lots of biology functions. The discriminating OMPs from other non-OMPs is a very important task for understanding some biochemical process. In this study, a method that combines increment of diversity with modified Mahalanobis Discriminant, called IDQD, is presented to predict 208 OMPs, 206 transmembrane helical proteins (TMHPs) and 673 globular proteins (GPs) by using Chou's pseudo amino acid compositions as parameters. The overall accuracy of jackknife cross-validation is 93.2% and 96.1%, respectively, for three datasets (OMPs, TMHPs and GPs) and two datasets (OMPs and non-OMPs). These predicted results suggest that the method can be effectively applied to discriminate OMPs, TMHPs and GPs. And it also indicates that the pseudo amino acid composition can better reflect the core feature of membrane proteins than the classical amino acid composition. FAU - Lin, Hao AU - Lin H AD - School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu 610054, China. hlin@uestc.edu.cn LA - eng PT - Journal Article PT - Research Support, Non-U.S. Gov't DEP - 20080212 PL - England TA - J Theor Biol JT - Journal of theoretical biology JID - 0376342 RN - 0 (Membrane Proteins) SB - IM MH - *Algorithms MH - Amino Acid Motifs MH - Animals MH - Databases, Protein MH - *Discriminant Analysis MH - Membrane Proteins/*chemistry MH - Molecular Conformation EDAT- 2008/03/22 09:00 MHDA- 2008/08/21 09:00 CRDT- 2008/03/22 09:00 PHST- 2007/11/08 00:00 [received] PHST- 2007/12/02 00:00 [revised] PHST- 2008/02/04 00:00 [accepted] PHST- 2008/03/22 09:00 [pubmed] PHST- 2008/08/21 09:00 [medline] PHST- 2008/03/22 09:00 [entrez] AID - S0022-5193(08)00055-6 [pii] AID - 10.1016/j.jtbi.2008.02.004 [doi] PST - ppublish SO - J Theor Biol. 2008 May 21;252(2):350-6. doi: 10.1016/j.jtbi.2008.02.004. Epub 2008 Feb 12.