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Volumn 7, Issue , 2006, Pages

Algorithms for incorporating prior topological information in HMMs: Application to transmembrane proteins

Author keywords

[No Author keywords available]

Indexed keywords

BIOCHEMICAL EXPERIMENTS; COMPUTATIONAL MOLECULAR BIOLOGY; CONDITIONAL PROBABILITIES; HIDDEN MARKOV MODELS (HMMS); MEMBRANE-SPANNING SEGMENTS; PROBABILISTIC INTERPRETATION; TOPOLOGICAL INFORMATION; TRANS-MEMBRANE PROTEINS;

EID: 33847155026     PISSN: None     EISSN: 14712105     Source Type: Journal    
DOI: 10.1186/1471-2105-7-189     Document Type: Article
Times cited : (62)

References (58)
  • 1
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • Rabiner LR A tutorial on hidden Markov models and selected applications in speech recognition. Proc IEEE 1989 77 2 257-286
    • (1989) Proc IEEE , vol.77 , pp. 257-286
    • Rabiner, L.R.1
  • 2
    • 0003516147 scopus 로고    scopus 로고
    • Biological sequence analysis, probabilistic models of proteins and nucleic acids
    • Cambridge University Press
    • Durbin R Eddy SR Krogh A Mithison G Biological sequence analysis, probabilistic models of proteins and nucleic acids Cambridge University Press 1998
    • (1998)
    • Durbin, R.1    Eddy, S.R.2    Krogh, A.3    Mithison, G.4
  • 3
    • 0027944605 scopus 로고
    • A hidden Markov model that finds genes in E. coli DNA
    • 308529 7984429
    • Krogh A Mian IS Haussler D A hidden Markov model that finds genes in E. coli DNA Nucleic Acids Res 1994 22 22 4768-4778 308529 7984429
    • (1994) Nucleic Acids Res , vol.22 , Issue.22 , pp. 4768-4778
    • Krogh, A.1    Mian, I.S.2    Haussler, D.3
  • 4
    • 0029174347 scopus 로고
    • Multiple alignment using hidden Markov models
    • 7584426
    • Eddy SR Multiple alignment using hidden Markov models Proc Int Conf Intell Syst Mol Biol 1995 3 114-120 7584426
    • (1995) Proc Int Conf Intell Syst Mol Biol , vol.3 , pp. 114-120
    • Eddy, S.R.1
  • 5
    • 0031743421 scopus 로고    scopus 로고
    • Profile hidden Markov models
    • 9918945
    • Eddy SR Profile hidden Markov models Bioinformatics 1998 14 9 755-763 9918945
    • (1998) Bioinformatics , vol.14 , Issue.9 , pp. 755-763
    • Eddy, S.R.1
  • 7
    • 0031603460 scopus 로고    scopus 로고
    • Prediction of signal peptides and signal anchors by a hidden Markov model
    • 9783217
    • Nielsen H Krogh A Prediction of signal peptides and signal anchors by a hidden Markov model Proc Int Conf Intell Syst Mol Biol 1998 6 122-130 9783217
    • (1998) Proc Int Conf Intell Syst Mol Biol , vol.6 , pp. 122-130
    • Nielsen, H.1    Krogh, A.2
  • 8
    • 0027174134 scopus 로고
    • Prediction of protein secondary structure by the hidden Markov model
    • 8481815
    • Asai K Hayamizu S Handa K Prediction of protein secondary structure by the hidden Markov model Comput Appl Biosci 1993 9 2 141-146 8481815
    • (1993) Comput Appl Biosci , vol.9 , Issue.2 , pp. 141-146
    • Asai, K.1    Hayamizu, S.2    Handa, K.3
  • 9
    • 0035910270 scopus 로고    scopus 로고
    • Predicting transmembrane protein topology with a hidden Markov model: Application to complete genomes
    • 11152613
    • Krogh A Larsson B von Heijne G Sonnhammer EL Predicting transmembrane protein topology with a hidden Markov model: Application to complete genomes J Mol Biol 2001 305 3 567-580 11152613
    • (2001) J Mol Biol , vol.305 , pp. 567-580
    • Krogh, A.1    Larsson, B.2    von Heijne, G.3    Sonnhammer, E.L.4
  • 10
    • 2942522711 scopus 로고    scopus 로고
    • A Hidden Markov Model method, capable of predicting and discriminating beta-barrel outer membrane proteins
    • Bagos PG Liakopoulos TD Spyropoulos IC Hamodrakas SJ A Hidden Markov Model method, capable of predicting and discriminating beta-barrel outer membrane proteins BMC Bioinformatics 2004 5 29
    • (2004) BMC Bioinformatics , vol.5 , Issue.29
    • Bagos, P.G.1    Liakopoulos, T.D.2    Spyropoulos, I.C.3    Hamodrakas, S.J.4
  • 11
    • 2142657817 scopus 로고    scopus 로고
    • A combined transmembrane topology and signal peptide prediction method
    • 15111065
    • Kall L Krogh A Sonnhammer EL A combined transmembrane topology and signal peptide prediction method J Mol Biol 2004 338 5 1027-1036 15111065
    • (2004) J Mol Biol , vol.338 , Issue.5 , pp. 1027-1036
    • Kall, L.1    Krogh, A.2    Sonnhammer, E.L.3
  • 12
    • 0034899781 scopus 로고    scopus 로고
    • Evaluation of methods for the prediction of membrane spanning regions
    • 11448883
    • Moller S Croning MD Apweiler R Evaluation of methods for the prediction of membrane spanning regions Bioinformatics 2001 17 7 646-653 11448883
    • (2001) Bioinformatics , vol.17 , Issue.7 , pp. 646-653
    • Moller, S.1    Croning, M.D.2    Apweiler, R.3
  • 13
    • 3042579686 scopus 로고    scopus 로고
    • Best alpha-helical transmembrane protein topology predictions are achieved using hidden Markov models and evolutionary information
    • 15215532
    • Viklund H Elofsson A Best alpha-helical transmembrane protein topology predictions are achieved using hidden Markov models and evolutionary information Protein Sci 2004 13 7 1908-1917 15215532
    • (2004) Protein Sci , vol.13 , Issue.7 , pp. 1908-1917
    • Viklund, H.1    Elofsson, A.2
  • 14
    • 13244259253 scopus 로고    scopus 로고
    • Evaluation of methods for predicting the topology of ß-barrel outer membrane proteins and a consensus prediction method
    • Bagos PG Liakopoulos TD Hamodrakas SJ Evaluation of methods for predicting the topology of ß-barrel outer membrane proteins and a consensus prediction method BMC Bioinformatics 2005 6 7
    • (2005) BMC Bioinformatics , vol.6 , Issue.7
    • Bagos, P.G.1    Liakopoulos, T.D.2    Hamodrakas, S.J.3
  • 15
    • 0027478779 scopus 로고
    • The topological analysis of integral cytoplasmic membrane proteins
    • 8459445
    • Traxler B Boyd D Beckwith J The topological analysis of integral cytoplasmic membrane proteins J Membr Biol 1993 132 1 1-11 8459445
    • (1993) J Membr Biol , vol.132 , Issue.1 , pp. 1-11
    • Traxler, B.1    Boyd, D.2    Beckwith, J.3
  • 16
    • 0034057802 scopus 로고    scopus 로고
    • Membrane topology and insertion of membrane proteins: Search for topogenic signals
    • 98984 10704472
    • van Geest M Lolkema JS Membrane topology and insertion of membrane proteins: Search for topogenic signals Microbiol Mol Biol Rev 2000 64 1 13-33 98984 10704472
    • (2000) Microbiol Mol Biol Rev , vol.64 , Issue.1 , pp. 13-33
    • van Geest, M.1    Lolkema, J.S.2
  • 17
    • 0033648564 scopus 로고    scopus 로고
    • Probing protein surface topology by chemical surface labeling, crosslinking, and mass spectrometry
    • 10948499
    • Bennett KL Matthiesen T Roepstorff P Probing protein surface topology by chemical surface labeling, crosslinking, and mass spectrometry Methods Mol Biol 2000 146 113-131 10948499
    • (2000) Methods Mol Biol , vol.146 , pp. 113-131
    • Bennett, K.L.1    Matthiesen, T.2    Roepstorff, P.3
  • 19
    • 0029974176 scopus 로고    scopus 로고
    • Antibodies as tools to study the structure of membrane proteins: The case of the nicotinic acetylcholine receptor
    • 8800469
    • Conti-Fine BM Lei S McLane KE Antibodies as tools to study the structure of membrane proteins: The case of the nicotinic acetylcholine receptor Annu Rev Biophys Biomol Struct 1996 25 197-229 8800469
    • (1996) Annu Rev Biophys Biomol Struct , vol.25 , pp. 197-229
    • Conti-Fine, B.M.1    Lei, S.2    McLane, K.E.3
  • 20
    • 0032700184 scopus 로고    scopus 로고
    • Determining the structure and mechanism of the human multidrug resistance P-glycoprotein using cysteine-scanning mutagenesis and thiol-modification techniques
    • 10581364
    • Loo TW Clarke DM Determining the structure and mechanism of the human multidrug resistance P-glycoprotein using cysteine-scanning mutagenesis and thiol-modification techniques Biochim Biophys Acta 1999 1461 2 315-325 10581364
    • (1999) Biochim Biophys Acta , vol.1461 , Issue.2 , pp. 315-325
    • Loo, T.W.1    Clarke, D.M.2
  • 21
    • 0026047004 scopus 로고
    • Analysis of membrane protein topology using alkaline phosphatase and beta-galactosidase gene fusions
    • 1943817
    • Manoil C Analysis of membrane protein topology using alkaline phosphatase and beta-galactosidase gene fusions Methods Cell Biol 1991 34 61-75 1943817
    • (1991) Methods Cell Biol , vol.34 , pp. 61-75
    • Manoil, C.1
  • 22
    • 0025053613 scopus 로고
    • Beta-lactamase as a probe of membrane protein assembly and protein export
    • 2077355
    • Broome-Smith JK Tadayyon M Zhang Y Beta-lactamase as a probe of membrane protein assembly and protein export Mol Microbiol 1990 4 10 1637-1644 2077355
    • (1990) Mol Microbiol , vol.4 , pp. 1637-1644
    • Broome-Smith, J.K.1    Tadayyon, M.2    Zhang, Y.3
  • 23
    • 3843140548 scopus 로고    scopus 로고
    • A periplasmic fluorescent reporter protein and its application in high-throughput membrane protein topology analysis
    • 15328603
    • Ki JJ Kawarasaki Y Gam J Harvey BR Iverson BL Georgiou G A periplasmic fluorescent reporter protein and its application in high-throughput membrane protein topology analysis J Mol Biol 2004 341 4 901-909 15328603
    • (2004) J Mol Biol , vol.341 , Issue.4 , pp. 901-909
    • Ki, J.J.1    Kawarasaki, Y.2    Gam, J.3    Harvey, B.R.4    Iverson, B.L.5    Georgiou, G.6
  • 24
    • 0344406716 scopus 로고    scopus 로고
    • Reliability measures for membrane protein topology prediction algorithms
    • 12634065
    • Melen K Krogh A von Heijne G Reliability measures for membrane protein topology prediction algorithms J Mol Biol 2003 327 3 735-744 12634065
    • (2003) J Mol Biol , vol.327 , Issue.3 , pp. 735-744
    • Melen, K.1    Krogh, A.2    von Heijne, G.3
  • 25
    • 0037022611 scopus 로고    scopus 로고
    • Rapid topology mapping of Escherichia coli inner-membrane proteins by prediction and PhoA/GFP fusion analysis
    • 122409 11867724
    • Drew D Sjostrand D Nilsson J Urbig T Chin CN de Gier JW von Heijne G Rapid topology mapping of Escherichia coli inner-membrane proteins by prediction and PhoA/GFP fusion analysis Proc Natl Acad Sci U S A 2002 99 5 2690-2695 122409 11867724
    • (2002) Proc Natl Acad Sci U S A , vol.99 , Issue.5 , pp. 2690-2695
    • Drew, D.1    Sjostrand, D.2    Nilsson, J.3    Urbig, T.4    Chin, C.N.5    de Gier, J.W.6    von Heijne, G.7
  • 27
    • 0038701655 scopus 로고    scopus 로고
    • Topology models for 37 Saccharomyces cerevisiae membrane proteins based on C-terminal reporter fusions and predictions
    • 12524434
    • Kim H Melen K von Heijne G Topology models for 37 Saccharomyces cerevisiae membrane proteins based on C-terminal reporter fusions and predictions J Biol Chem 2003 278 12 10208-10213 12524434
    • (2003) J Biol Chem , vol.278 , Issue.12 , pp. 10208-10213
    • Kim, H.1    Melen, K.2    von Heijne, G.3
  • 28
    • 19744376674 scopus 로고    scopus 로고
    • Global topology analysis of the Escherichia coli inner membrane proteome
    • 15919996
    • Daley DO Rapp M Granseth E Melen K Drew D von Heijne G Global topology analysis of the Escherichia coli inner membrane proteome Science 2005 308 5726 1321-1323 15919996
    • (2005) Science , vol.308 , Issue.5726 , pp. 1321-1323
    • Daley, D.O.1    Rapp, M.2    Granseth, E.3    Melen, K.4    Drew, D.5    von Heijne, G.6
  • 29
    • 0034786532 scopus 로고    scopus 로고
    • The HMMTOP transmembrane topology prediction server
    • 11590105
    • Tusnady GE Simon I The HMMTOP transmembrane topology prediction server Bioinformatics 2001 17 9 849-850 11590105
    • (2001) Bioinformatics , vol.17 , Issue.9 , pp. 849-850
    • Tusnady, G.E.1    Simon, I.2
  • 30
    • 84886762451 scopus 로고    scopus 로고
    • TMHMMfix http://www.sbc.su.se/TMHMMfix/
  • 31
    • 22244451035 scopus 로고    scopus 로고
    • Improved membrane protein topology prediction by domain assignments
    • 15987901
    • Bernsel A Von Heijne G Improved membrane protein topology prediction by domain assignments Protein Sci 2005 14 7 1723-1728 15987901
    • (2005) Protein Sci , vol.14 , Issue.7 , pp. 1723-1728
    • Bernsel, A.1    Von Heijne, G.2
  • 33
    • 0030623944 scopus 로고    scopus 로고
    • Two methods for improving performance of an HMM and their application for gene finding
    • 9322033
    • Krogh A Two methods for improving performance of an HMM and their application for gene finding Proc Int Conf Intell Syst Mol Biol 1997 5 179-186 9322033
    • (1997) Proc Int Conf Intell Syst Mol Biol , vol.5 , pp. 179-186
    • Krogh, A.1
  • 34
    • 0037339488 scopus 로고    scopus 로고
    • MaxSubSeq: An algorithm for segment-length optimization. The case study of the transmembrane spanning segments
    • 12611805
    • Fariselli P Finelli M Marchignoli D Martelli PL Rossi I Casadio R MaxSubSeq: An algorithm for segment-length optimization. The case study of the transmembrane spanning segments Bioinformatics 2003 19 4 500-505 12611805
    • (2003) Bioinformatics , vol.19 , Issue.4 , pp. 500-505
    • Fariselli, P.1    Finelli, M.2    Marchignoli, D.3    Martelli, P.L.4    Rossi, I.5    Casadio, R.6
  • 35
    • 33947417295 scopus 로고    scopus 로고
    • A new decoding algorithm for hidden Markov models improves the prediction of the topology of all-beta membrane proteins
    • 16351738
    • Fariselli P Martelli PL Casadio R A new decoding algorithm for hidden Markov models improves the prediction of the topology of all-beta membrane proteins BMC Bioinformatics 2005 6 Suppl 4 S12 16351738
    • (2005) BMC Bioinformatics , vol.6 , Issue.SUPPL. 4
    • Fariselli, P.1    Martelli, P.L.2    Casadio, R.3
  • 36
    • 29144483361 scopus 로고    scopus 로고
    • An HMM posterior decoder for sequence feature prediction that includes homology information
    • 15961464
    • Kall L Krogh A Sonnhammer EL An HMM posterior decoder for sequence feature prediction that includes homology information Bioinformatics 2005 21 Suppl 1 i251-i257 15961464
    • (2005) Bioinformatics , vol.21 , Issue.SUPPL. 1
    • Kall, L.1    Krogh, A.2    Sonnhammer, E.L.3
  • 37
    • 0028211273 scopus 로고
    • A model recognition approach to the prediction of all-helical membrane protein structure and topology
    • 8130217
    • Jones DT Taylor WR Thornton JM A model recognition approach to the prediction of all-helical membrane protein structure and topology Biochemistry 1994 33 10 3038-3049 8130217
    • (1994) Biochemistry , vol.33 , Issue.10 , pp. 3038-3049
    • Jones, D.T.1    Taylor, W.R.2    Thornton, J.M.3
  • 38
    • 0037633968 scopus 로고    scopus 로고
    • Predicting the topology of transmembrane helical proteins using mean burial propensity and a hidden-Markov-model-based method
    • 12824500
    • Zhou H Zhou Y Predicting the topology of transmembrane helical proteins using mean burial propensity and a hidden-Markov-model-based method Protein Sci 2003 12 7 1547-1555 12824500
    • (2003) Protein Sci , vol.12 , Issue.7 , pp. 1547-1555
    • Zhou, H.1    Zhou, Y.2
  • 39
    • 4944242989 scopus 로고    scopus 로고
    • An ENSEMBLE machine learning approach for the prediction of all-alpha membrane proteins
    • 12855459
    • Martelli PL Fariselli P Casadio R An ENSEMBLE machine learning approach for the prediction of all-alpha membrane proteins Bioinformatics 2003 19 Suppl 1 i205-11 12855459
    • (2003) Bioinformatics , vol.19 , Issue.SUPPL. 1
    • Martelli, P.L.1    Fariselli, P.2    Casadio, R.3
  • 40
    • 0030347515 scopus 로고    scopus 로고
    • Refining neural network predictions for helical transmembrane proteins by dynamic programming
    • 8877519
    • Rost B Casadio R Fariselli P Refining neural network predictions for helical transmembrane proteins by dynamic programming Proc Int Conf Intell Syst Mol Biol 1996 4 192-200 8877519
    • (1996) Proc Int Conf Intell Syst Mol Biol , vol.4 , pp. 192-200
    • Rost, B.1    Casadio, R.2    Fariselli, P.3
  • 41
    • 0030038634 scopus 로고    scopus 로고
    • Topology prediction for helical transmembrane proteins at 86% accuracy
    • 8844859
    • Rost B Fariselli P Casadio R Topology prediction for helical transmembrane proteins at 86% accuracy Protein Sci 1996 5 8 1704-1718 8844859
    • (1996) Protein Sci , vol.5 , Issue.8 , pp. 1704-1718
    • Rost, B.1    Fariselli, P.2    Casadio, R.3
  • 42
    • 0028568176 scopus 로고
    • TopPred II: An improved software for membrane protein structure predictions
    • 7704669
    • Claros MG von Heijne G TopPred II: An improved software for membrane protein structure predictions Comput Appl Biosci 1994 10 6 685-686 7704669
    • (1994) Comput Appl Biosci , vol.10 , Issue.6 , pp. 685-686
    • Claros, M.G.1    von Heijne, G.2
  • 43
    • 0033931867 scopus 로고    scopus 로고
    • Assessing the accuracy of prediction algorithms for classification: An overview
    • 10871264
    • Baldi P Brunak S Chauvin Y Andersen CA Nielsen H Assessing the accuracy of prediction algorithms for classification: An overview Bioinformatics 2000 16 5 412-424 10871264
    • (2000) Bioinformatics , vol.16 , Issue.5 , pp. 412-424
    • Baldi, P.1    Brunak, S.2    Chauvin, Y.3    Andersen, C.A.4    Nielsen, H.5
  • 44
    • 0033081846 scopus 로고    scopus 로고
    • A modified definition of Sov, a segment-based measure for protein secondary structure prediction assessment
    • 10022357
    • Zemla A Venclovas C Fidelis K Rost B A modified definition of Sov, a segment-based measure for protein secondary structure prediction assessment Proteins 1999 34 2 220-223 10022357
    • (1999) Proteins , vol.34 , Issue.2 , pp. 220-223
    • Zemla, A.1    Venclovas, C.2    Fidelis, K.3    Rost, B.4
  • 45
    • 0037057652 scopus 로고    scopus 로고
    • Crystal structure of bacterial multidrug efflux transporter AcrB
    • 12374972
    • Murakami S Nakashima R Yamashita E Yamaguchi A Crystal structure of bacterial multidrug efflux transporter AcrB Nature 2002 419 6907 587-593 12374972
    • (2002) Nature , vol.419 , Issue.6907 , pp. 587-593
    • Murakami, S.1    Nakashima, R.2    Yamashita, E.3    Yamaguchi, A.4
  • 46
    • 0036173877 scopus 로고    scopus 로고
    • Membrane topology of a multidrug efflux transporter, AcrB, in Escherichia coli
    • 11754746
    • Fujihira E Tamura N Yamaguchi A Membrane topology of a multidrug efflux transporter, AcrB, in Escherichia coli J Biochem (Tokyo) 2002 131 1 145-151 11754746
    • (2002) J Biochem (Tokyo) , vol.131 , Issue.1 , pp. 145-151
    • Fujihira, E.1    Tamura, N.2    Yamaguchi, A.3
  • 48
    • 0034672544 scopus 로고    scopus 로고
    • Consensus predictions of membrane protein topology
    • 11119716
    • Nilsson J Persson B von Heijne G Consensus predictions of membrane protein topology FEBS Lett 2000 486 3 267-269 11119716
    • (2000) FEBS Lett , vol.486 , Issue.3 , pp. 267-269
    • Nilsson, J.1    Persson, B.2    von Heijne, G.3
  • 49
    • 3242891271 scopus 로고    scopus 로고
    • ConPred II: A consensus prediction method for obtaining transmembrane topology models with high reliability
    • Web Server issue W390 3 441518 15215417
    • Arai M Mitsuke H Ikeda M Xia JX Kikuchi T Satake M Shimizu T ConPred II: a consensus prediction method for obtaining transmembrane topology models with high reliability Nucleic Acids Res 2004 32 Web Server issue W390 3 441518 15215417
    • (2004) Nucleic Acids Res , vol.32
    • Arai, M.1    Mitsuke, H.2    Ikeda, M.3    Xia, J.X.4    Kikuchi, T.5    Satake, M.6    Shimizu, T.7
  • 51
    • 9544252210 scopus 로고    scopus 로고
    • A hidden Markov model with molecular mechanics energy-scoring function for transmembrane helix prediction
    • 15548453
    • Zheng WJ Spassov VZ Yan L Flook PK Szalma S A hidden Markov model with molecular mechanics energy-scoring function for transmembrane helix prediction Comput Biol Chem 2004 28 4 265-274 15548453
    • (2004) Comput Biol Chem , vol.28 , Issue.4 , pp. 265-274
    • Zheng, W.J.1    Spassov, V.Z.2    Yan, L.3    Flook, P.K.4    Szalma, S.5
  • 52
    • 0025627406 scopus 로고
    • The N-Best Algorithm: An Efficient and Exact Procedure for Finding the N Most Likely Sentence Hypotheses
    • Schwartz R Chow YL The N-Best Algorithm: An Efficient and Exact Procedure for Finding the N Most Likely Sentence Hypotheses. Proc IEEE Int Conf Acoust, Speech, Sig Proc 1990 1 81-84
    • (1990) Proc IEEE Int Conf Acoust, Speech, Sig Proc , vol.1 , pp. 81-84
    • Schwartz, R.1    Chow, Y.L.2
  • 53
    • 3242883431 scopus 로고    scopus 로고
    • PRED-TMBB: A web server for predicting the topology of beta-barrel outer membrane proteins
    • Web Server Issue 441555 15215419
    • Bagos PG Liakopoulos TD Spyropoulos IC Hamodrakas SJ PRED-TMBB: A web server for predicting the topology of beta-barrel outer membrane proteins Nucleic Acids Res 2004 32 Web Server Issue W400-W404 441555 15215419
    • (2004) Nucleic Acids Res , vol.32
    • Bagos, P.G.1    Liakopoulos, T.D.2    Spyropoulos, I.C.3    Hamodrakas, S.J.4
  • 54
    • 0032561132 scopus 로고    scopus 로고
    • Principles governing amino acid composition of integral membrane proteins: Application to topology prediction
    • 9769220
    • Tusnady GE Simon I Principles governing amino acid composition of integral membrane proteins: Application to topology prediction J Mol Biol 1998 283 2 489-506 9769220
    • (1998) J Mol Biol , vol.283 , Issue.2 , pp. 489-506
    • Tusnady, G.E.1    Simon, I.2
  • 58
    • 0036947980 scopus 로고    scopus 로고
    • The presence of signal peptide significantly effects transmenbrane topology prediction
    • Lao DM Arai M Ikeda M Shimizu T The presence of signal peptide significantly effects transmenbrane topology prediction Bionformatics 2002 18 12 1562-1566
    • (2002) Bionformatics , vol.18 , Issue.12 , pp. 1562-1566
    • Lao, D.M.1    Arai, M.2    Ikeda, M.3    Shimizu, T.4


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