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Computational Method to Predict Mitochondrially Imported Proteins and their Targeting Sequences

European Journal of Biochemistry · 1996 · Vol. 241(3) · pp. 779–786
M. Gonzalo ClarosPierre Vincens

Abstract

Most of the proteins that are used in mitochondria are imported through the double membrane of the organelle. The information that guides the protein to mitochondria is contained in its sequence and structure, although no direct evidence can be obtained. In this article, discriminant analysis has been performed with 47 parameters and a large set of mitochondrial proteins extracted from the SwissProt database. A computational method that facilitates the analysis and objective prediction of mitochondrially imported proteins has been developed. If only the amino acid sequence is considered, 75-97% of the mitochondrial proteins studied have been predicted to be imported into mitochondria. Moreover, the existence of mitochondrial-targeting sequences is predicted in 76-94% of the analyzed mitochondrial precursor proteins. As a practical application, the number of unknown yeast open reading frames that might be mitochondrial proteins has been predicted, which revealed that many of them are clustered.

Machine Learning in BioinformaticsMetabolomics and Mass Spectrometry StudiesRNA and protein synthesis mechanismsMitochondrionComputational biologyBiologyOrganelleSequence (biology)Open reading frameMembrane proteinPeptide sequenceBiochemistryGene

MeSH terms

Amino Acid SequenceBiological TransportCell CompartmentationForecastingMathematical ComputingMitochondriaSoftwareReproducibility of ResultsMultivariate AnalysisDiscriminant AnalysisDatabases, FactualSequence AnalysisProtein Sorting Signals
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References
A simple method for displaying the hydropathic character of a protein
Journal of Molecular Biology · 1982 · 22,952 citations
Domain structure of mitochondrial and chloroplast targeting peptides
European Journal of Biochemistry · 1989 · 1,192 citations
The detection and classification of membrane-spanning proteins
Biochimica et Biophysica Acta (BBA) - Biomembranes · 1985 · 839 citations
Membrane protein structure prediction
Journal of Molecular Biology · 1992 · 1,673 citations
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