title: Prediction of protein submitochondria locations by hybridizing pseudo-amino acid composition with various physicochemical features of segmented sequence.
abstract: BACKGROUND
  Knowing the submitochondria localization of a mitochondria protein is an important step to understand its function. We develop a method which is based on an extended version of pseudo-amino acid composition to predict the protein localization within mitochondria. This work goes one step further than predicting protein subcellular location. We also try to predict the membrane protein type for mitochondrial inner membrane proteins.
  
  
  RESULTS
  By using leave-one-out cross validation, the prediction accuracy is 85.5% for inner membrane, 94.5% for matrix and 51.2% for outer membrane. The overall prediction accuracy for submitochondria location prediction is 85.2%. For proteins predicted to localize at inner membrane, the accuracy is 94.6% for membrane protein type prediction.
  
  
  CONCLUSIONS
  Our method is an effective method for predicting protein submitochondria location. But even with our method or the methods at subcellular level, the prediction of protein submitochondria location is still a challenging problem. The online service SubMito is now available at: http://bioinfo.au.tsinghua.edu.cn/subMito.
authors.affiliation: Bioinformatics Division, TNLIST and Department of Automation, Tsinghua University, Beijing, 100084, China. dpf05@mails.tsinghua.edu.cn <dpf05@mails.tsinghua.edu.cn>
authors.forename: Pufeng
authors.initials: P
authors.lastname: Du
authors.forename: Yanda
authors.initials: Y
authors.lastname: Li
mesh_terms: D000595:Amino Acid Sequence; D017360:Arabidopsis / Q000737:chemistry / Q000235:genetics; D055598:Chemical Phenomena; D002627:Chemistry, Physical; D019295:Computational Biology / Q000379:methods*; D051336:Mitochondrial Membranes / Q000737:chemistry / Q000502:physiology; D008969:Molecular Sequence Data; D010446:Peptide Fragments / Q000737:chemistry / Q000235:genetics; D011237:Predictive Value of Tests; D011506:Proteins / Q000737:chemistry* / Q000235:genetics; D020539:Sequence Analysis, Protein / Q000379:methods*; D013367:Submitochondrial Particles / Q000737:chemistry* / Q000235:genetics
chemical_list: D010446:Peptide Fragments; D011506:Proteins