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Lingner T, Kataya AR, Antonicelli GE, Benichou A, Nilssen K, Chen XY, Siemsen T, Morgenstern B, Meinicke P, Reumann S. Identification of novel plant peroxisomal targeting signals by a combination of machine learning methods and in vivo subcellular targeting analyses. THE PLANT CELL 2011; 23:1556-72. [PMID: 21487095 PMCID: PMC3101550 DOI: 10.1105/tpc.111.084095] [Citation(s) in RCA: 65] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/04/2011] [Revised: 02/04/2011] [Accepted: 03/24/2011] [Indexed: 05/18/2023]
Abstract
In the postgenomic era, accurate prediction tools are essential for identification of the proteomes of cell organelles. Prediction methods have been developed for peroxisome-targeted proteins in animals and fungi but are missing specifically for plants. For development of a predictor for plant proteins carrying peroxisome targeting signals type 1 (PTS1), we assembled more than 2500 homologous plant sequences, mainly from EST databases. We applied a discriminative machine learning approach to derive two different prediction methods, both of which showed high prediction accuracy and recognized specific targeting-enhancing patterns in the regions upstream of the PTS1 tripeptides. Upon application of these methods to the Arabidopsis thaliana genome, 392 gene models were predicted to be peroxisome targeted. These predictions were extensively tested in vivo, resulting in a high experimental verification rate of Arabidopsis proteins previously not known to be peroxisomal. The prediction methods were able to correctly infer novel PTS1 tripeptides, which even included novel residues. Twenty-three newly predicted PTS1 tripeptides were experimentally confirmed, and a high variability of the plant PTS1 motif was discovered. These prediction methods will be instrumental in identifying low-abundance and stress-inducible peroxisomal proteins and defining the entire peroxisomal proteome of Arabidopsis and agronomically important crop plants.
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Affiliation(s)
- Thomas Lingner
- Georg-August University of Goettingen, Institute for Microbiology, Department of Bioinformatics, D-37077 Goettingen, Germany
- Centre for Organelle Research, University of Stavanger, N-4021 Stavanger, Norway
| | - Amr R. Kataya
- Centre for Organelle Research, University of Stavanger, N-4021 Stavanger, Norway
| | - Gerardo E. Antonicelli
- Centre for Organelle Research, University of Stavanger, N-4021 Stavanger, Norway
- Georg-August-University of Goettingen, Department of Plant Biochemistry, D-37077 Goettingen, Germany
| | - Aline Benichou
- Centre for Organelle Research, University of Stavanger, N-4021 Stavanger, Norway
| | - Kjersti Nilssen
- Centre for Organelle Research, University of Stavanger, N-4021 Stavanger, Norway
| | - Xiong-Yan Chen
- Centre for Organelle Research, University of Stavanger, N-4021 Stavanger, Norway
| | - Tanja Siemsen
- Georg-August-University of Goettingen, Department of Plant Biochemistry, D-37077 Goettingen, Germany
| | - Burkhard Morgenstern
- Georg-August University of Goettingen, Institute for Microbiology, Department of Bioinformatics, D-37077 Goettingen, Germany
| | - Peter Meinicke
- Georg-August University of Goettingen, Institute for Microbiology, Department of Bioinformatics, D-37077 Goettingen, Germany
| | - Sigrun Reumann
- Centre for Organelle Research, University of Stavanger, N-4021 Stavanger, Norway
- Georg-August-University of Goettingen, Department of Plant Biochemistry, D-37077 Goettingen, Germany
- Address correspondence to
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Wada J, Kanwar YS. Characterization of mammalian translocase of inner mitochondrial membrane (Tim44) isolated from diabetic newborn mouse kidney. Proc Natl Acad Sci U S A 1998; 95:144-9. [PMID: 9419343 PMCID: PMC18154 DOI: 10.1073/pnas.95.1.144] [Citation(s) in RCA: 59] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/1997] [Accepted: 10/29/1997] [Indexed: 02/05/2023] Open
Abstract
Mammalian translocase of mitochondrial inner membrane (mTim44) was isolated during representational difference analysis of cDNA from diabetic mouse kidney. Streptozotocin-induced diabetic mouse kidney cDNA was prepared and subtracted by normal mouse kidney cDNA. By using one of the isolated cDNA fragments as a screening probe, full-length cDNA of mTim44 was isolated from lambdaZAP kidney cDNA library. At the nucleotide level, mTim44 did not exhibit significant homology with any known genes; however, at the amino acid level, it had 50% similarity and 29% identity with yeast Tim44. C-terminal FLAG epitope-tagged mTim44 fusion protein was transiently expressed in COS7 cells. By using anti-FLAG epitope M2 monoclonal antibody, mTim44 was found to have its subcellular localization associated with mitochondria. By immunoelectron microscopy, mTim44 was seen in the paracrystalline structures within the mitochondria, as well as in their cristae. Mitochondrial import assay of in vitro translated mTim44 indicated that its precursor product ( approximately 50 kDa) was imported and proteolytically processed to a mature approximately 44-kDa protein, and its translocation was inner membrane potential (DeltaPsi)-dependent. Imported mTim44 was protected from protease digestion in which outer membranes were selectively permeabilized with digitonin. The mature form of mTim44 could be recovered in the supernatant of sonicated mitochondrial membrane fraction treated with 0.1 M Na2CO3, pH 11.5. The data indicate that mTim44 is a mitochondrial inner membrane protein, one of the members of the mammalian TIM complex and up-regulated in hyperglycemic states.
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Affiliation(s)
- J Wada
- Department of Pathology, Northwestern University Medical School, 303 East Chicago Avenue, Chicago, IL 60611, USA
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Zardeneta G, Horowitz P. Micelle-assisted protein folding. Denatured rhodanese binding to cardiolipin-containing lauryl maltoside micelles results in slower refolding kinetics but greater enzyme reactivation. J Biol Chem 1992. [DOI: 10.1016/s0021-9258(18)42625-7] [Citation(s) in RCA: 59] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
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