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Volumn 47, Issue 3, 2015, Pages 461-468

Prediction of protein structural class using tri-gram probabilities of position-specific scoring matrix and recursive feature elimination

Author keywords

Feature selection; Position specific scoring matrix; Protein structural class; Support vector machine; Tri gram

Indexed keywords

ARTICLE; CLASSIFIER; CLINICAL EFFECTIVENESS; CONTROLLED STUDY; CORRELATION COEFFICIENT; INTERMETHOD COMPARISON; JACKKNIFE TEST; MATTHEW CORRELATION COEFFICIENT; POSITION WEIGHT MATRIX; PREDICTION; PRIORITY JOURNAL; PROTEIN FOLDING; PSSM SPINE S METHOD; PSSP RFE METHOD; SUPPORT VECTOR MACHINE; SUPPORT VECTOR MACHINE RECURSIVE FEATURE ELIMINATION; TRI GRAM FEATURE EXTRACTION TECHNIQUE; CHEMISTRY; GENETICS; PROTEIN DATABASE; PROTEIN TERTIARY STRUCTURE; SOFTWARE;

EID: 84925491250     PISSN: 09394451     EISSN: 14382199     Source Type: Journal    
DOI: 10.1007/s00726-014-1878-9     Document Type: Article
Times cited : (16)

References (49)
  • 1
    • 0030801002 scopus 로고    scopus 로고
    • Gapped BLAST and PSI-BLAST: A new generation of protein database search programs
    • 1:CAS:528:DyaK2sXlvFyhu7w%3D 9254694
    • Altschul SF, Madden TL, Schaffer AA, Zhang J, Zhang Z, Miller W, Lipman DJ (1997) Gapped BLAST and PSI-BLAST: a new generation of protein database search programs. Nucleic Acids Res 25(17):3389-3402. doi: 10.1093/nar/25.17.3389
    • (1997) Nucleic Acids Res , vol.25 , Issue.17 , pp. 3389-3402
    • Altschul, S.F.1    Madden, T.L.2    Schaffer, A.A.3    Zhang, J.4    Zhang, Z.5    Miller, W.6    Lipman, D.J.7
  • 2
    • 45649085108 scopus 로고    scopus 로고
    • Predicting protein structural class by SVM with class-wise optimized features and decision probabilities
    • 1:CAS:528:DC%2BD1cXnvVyis78%3D 18423492
    • Anand A, Pugalenthi G, Suganthan PN (2008) Predicting protein structural class by SVM with class-wise optimized features and decision probabilities. J Theor Biol 253(2):375-380. doi: 10.1016/j.jtbi.2008.02.031
    • (2008) J Theor Biol , vol.253 , Issue.2 , pp. 375-380
    • Anand, A.1    Pugalenthi, G.2    Suganthan, P.N.3
  • 3
    • 0033809190 scopus 로고    scopus 로고
    • Prediction of protein structural classes by neural network
    • 1:CAS:528:DC%2BD3cXns1ShtLk%3D 11018296
    • Cai YD, Zhou GP (2000) Prediction of protein structural classes by neural network. Biochimie 82(8):783-785
    • (2000) Biochimie , vol.82 , Issue.8 , pp. 783-785
    • Cai, Y.D.1    Zhou, G.P.2
  • 4
    • 2942601555 scopus 로고    scopus 로고
    • Support vector machines for predicting protein structural class
    • 1:STN:280:DC%2BD3srgsF2ntA%3D%3D
    • Cai YD, Liu XJ, Xu X, Zhou GP (2001) Support vector machines for predicting protein structural class. BMC Bioinform 2:3. doi: 10.1186/1471-2105-2-3
    • (2001) BMC Bioinform , vol.2 , pp. 3
    • Cai, Y.D.1    Liu, X.J.2    Xu, X.3    Zhou, G.P.4
  • 5
    • 0036007085 scopus 로고    scopus 로고
    • Prediction of protein structural classes by support vector machines
    • 1:CAS:528:DC%2BD38XmtlWrsA%3D%3D 11868916
    • Cai YD, Liu XJ, Xu XB, Chou KC (2002) Prediction of protein structural classes by support vector machines. Comput Chem 26(3):293-296. doi: 10.1016/s0097-8485(01)00113-9
    • (2002) Comput Chem , vol.26 , Issue.3 , pp. 293-296
    • Cai, Y.D.1    Liu, X.J.2    Xu, X.B.3    Chou, K.C.4
  • 7
    • 79955702502 scopus 로고    scopus 로고
    • LIBSVM: A Library for Support Vector Machines
    • Chang CC, Lin CJ (2011) LIBSVM: A Library for Support Vector Machines. ACM Trans Intell Syst Technol 2(3):27. doi: 10.1145/1961189.1961199
    • (2011) ACM Trans Intell Syst Technol , vol.2 , Issue.3 , pp. 27
    • Chang, C.C.1    Lin, C.J.2
  • 8
    • 33750475941 scopus 로고    scopus 로고
    • Using pseudo-amino acid composition and support vector machine to predict protein structural class
    • 1:CAS:528:DC%2BD28XhtFKlsL3N 16908032
    • Chen C, Tian YX, Zou XY, Cai PX, Mo JY (2006a) Using pseudo-amino acid composition and support vector machine to predict protein structural class. J Theor Biol 243(3):444-448. doi: 10.1016/j.jtbi.2006.06.025
    • (2006) J Theor Biol , vol.243 , Issue.3 , pp. 444-448
    • Chen, C.1    Tian, Y.X.2    Zou, X.Y.3    Cai, P.X.4    Mo, J.Y.5
  • 9
    • 33748287103 scopus 로고    scopus 로고
    • Predicting protein structural class with pseudo-amino acid composition and support vector machine fusion network
    • 1:CAS:528:DC%2BD28XpsVOgs78%3D 16920060
    • Chen C, Zhou X, Tian Y, Zou X, Cai P (2006b) Predicting protein structural class with pseudo-amino acid composition and support vector machine fusion network. Anal Biochem 357(1):116-121. doi: 10.1016/j.ab.2006.07.022
    • (2006) Anal Biochem , vol.357 , Issue.1 , pp. 116-121
    • Chen, C.1    Zhou, X.2    Tian, Y.3    Zou, X.4    Cai, P.5
  • 10
    • 46449128812 scopus 로고    scopus 로고
    • Prediction of protein structural class using novel evolutionary collocation-based sequence representation
    • 1:CAS:528:DC%2BD1cXnvFCgurs%3D 18293306
    • Chen K, Kurgan LA, Ruan JS (2008) Prediction of protein structural class using novel evolutionary collocation-based sequence representation. J Comput Chem 29(10):1596-1604. doi: 10.1002/Jcc.20918
    • (2008) J Comput Chem , vol.29 , Issue.10 , pp. 1596-1604
    • Chen, K.1    Kurgan, L.A.2    Ruan, J.S.3
  • 11
    • 0033554601 scopus 로고    scopus 로고
    • A key driving force in determination of protein structural classes
    • 1:CAS:528:DyaK1MXms1ynt70%3D 10527868
    • Chou KC (1999) A key driving force in determination of protein structural classes. Biochem Biophys Res Commun 264(1):216-224. doi: 10.1006/bbrc.1999.1325
    • (1999) Biochem Biophys Res Commun , vol.264 , Issue.1 , pp. 216-224
    • Chou, K.C.1
  • 12
    • 0035874091 scopus 로고    scopus 로고
    • Prediction of protein cellular attributes using pseudo-amino acid composition
    • 1:CAS:528:DC%2BD3MXjtFOls74%3D 11288174
    • Chou KC (2001) Prediction of protein cellular attributes using pseudo-amino acid composition. Proteins 43(3):246-255. doi: 10.1002/prot.1035
    • (2001) Proteins , vol.43 , Issue.3 , pp. 246-255
    • Chou, K.C.1
  • 13
    • 26844545834 scopus 로고    scopus 로고
    • Progress in protein structural class prediction and its impact to bioinformatics and proteomics
    • 1:CAS:528:DC%2BD2MXhtV2gt7zI 16248794
    • Chou KC (2005) Progress in protein structural class prediction and its impact to bioinformatics and proteomics. Curr Protein Pept Sci 6(5):423-436. doi: 10.2174/138920305774329368
    • (2005) Curr Protein Pept Sci , vol.6 , Issue.5 , pp. 423-436
    • Chou, K.C.1
  • 14
    • 3843117638 scopus 로고    scopus 로고
    • Predicting protein structural class by functional domain composition
    • 1:CAS:528:DC%2BD2cXmt1Ogtb0%3D 15358128
    • Chou KC, Cai YD (2004) Predicting protein structural class by functional domain composition. Biochem Biophys Res Commun 321(4):1007-1009. doi: 10.1016/j.bbrc.2004.07.059
    • (2004) Biochem Biophys Res Commun , vol.321 , Issue.4 , pp. 1007-1009
    • Chou, K.C.1    Cai, Y.D.2
  • 15
    • 0029157083 scopus 로고
    • Prediction of protein structural classes
    • 1:CAS:528:DyaK2MXosFentb8%3D 7587280
    • Chou KC, Zhang CT (1995) Prediction of protein structural classes. Crit Rev Biochem Mol Biol 30(4):275-349. doi: 10.3109/10409239509083488
    • (1995) Crit Rev Biochem Mol Biol , vol.30 , Issue.4 , pp. 275-349
    • Chou, K.C.1    Zhang, C.T.2
  • 16
    • 84898826096 scopus 로고    scopus 로고
    • A combination of feature extraction methods with an ensemble of different classifiers for protein structural class prediction problem
    • 1:CAS:528:DC%2BC3sXhvVGhtLfI 24091391
    • Dehzangi A, Paliwal K, Sharma A, Dehzangi O, Sattar A (2013) A combination of feature extraction methods with an ensemble of different classifiers for protein structural class prediction problem. IEEE/ACM Trans Comput Biol Bioinform 10(3):564-575. doi: 10.1109/TCBB.2013.65
    • (2013) IEEE/ACM Trans Comput Biol Bioinform , vol.10 , Issue.3 , pp. 564-575
    • Dehzangi, A.1    Paliwal, K.2    Sharma, A.3    Dehzangi, O.4    Sattar, A.5
  • 17
    • 84945970162 scopus 로고    scopus 로고
    • Proposing a highly accurate protein structural class predictor using segmentation-based features
    • Dehzangi A, Paliwal K, Lyons J, Sharma A, Sattar A (2014) Proposing a highly accurate protein structural class predictor using segmentation-based features. BMC Genomics 15(Suppl 1):S2. doi: 10.1186/1471-2164-15-s1-s2
    • (2014) BMC Genomics , vol.15 , pp. 2
    • Dehzangi, A.1    Paliwal, K.2    Lyons, J.3    Sharma, A.4    Sattar, A.5
  • 18
    • 41149143721 scopus 로고    scopus 로고
    • Exploring an alignment free approach for protein classification and structural class prediction
    • 1:CAS:528:DC%2BD1cXksValsbw%3D 18067866
    • Deschavanne P, Tuffery P (2008) Exploring an alignment free approach for protein classification and structural class prediction. Biochimie 90(4):615-625. doi: 10.1016/j.biochi.2007.11.004
    • (2008) Biochimie , vol.90 , Issue.4 , pp. 615-625
    • Deschavanne, P.1    Tuffery, P.2
  • 19
    • 84897858145 scopus 로고    scopus 로고
    • A protein structural classes prediction method based on PSI-BLAST profile
    • 1:CAS:528:DC%2BC2cXosFSkt7Y%3D 24607742
    • Ding S, Yan S, Qi S, Li Y, Yao Y (2014) A protein structural classes prediction method based on PSI-BLAST profile. J Theor Biol 353:19-23. doi: 10.1016/j.jtbi.2014.02.034
    • (2014) J Theor Biol , vol.353 , pp. 19-23
    • Ding, S.1    Yan, S.2    Qi, S.3    Li, Y.4    Yao, Y.5
  • 20
    • 33845338429 scopus 로고    scopus 로고
    • Using bagging classifier to predict protein domain structural class
    • 1:CAS:528:DC%2BD28XhtlejtrzM 17054381
    • Dong L, Yuan Y, Cai Y (2006) Using bagging classifier to predict protein domain structural class. J Biomol Struct Dyn 24(3):239-242
    • (2006) J Biomol Struct Dyn , vol.24 , Issue.3 , pp. 239-242
    • Dong, L.1    Yuan, Y.2    Cai, Y.3
  • 21
    • 22144470177 scopus 로고    scopus 로고
    • Boosting classifier for predicting protein domain structural class
    • 1:CAS:528:DC%2BD2MXmt1aqs78%3D 15993842
    • Feng KY, Cai YD, Chou KC (2005) Boosting classifier for predicting protein domain structural class. Biochem Biophys Res Commun 334(1):213-217. doi: 10.1016/j.bbrc.2005.06.075
    • (2005) Biochem Biophys Res Commun , vol.334 , Issue.1 , pp. 213-217
    • Feng, K.Y.1    Cai, Y.D.2    Chou, K.C.3
  • 22
    • 0036161259 scopus 로고    scopus 로고
    • Gene selection for cancer classification using support vector machines
    • Guyon I, Weston J, Barnhill S, Vapnik V (2002) Gene selection for cancer classification using support vector machines. Mach Learn 46(1-3):389-422. doi: 10.1023/A:1012487302797
    • (2002) Mach Learn , vol.46 , Issue.1-3 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3    Vapnik, V.4
  • 23
    • 84892457142 scopus 로고    scopus 로고
    • Prediction of protein structure classes using hybrid space of multi-profile Bayes and bi-gram probability feature spaces
    • 1:CAS:528:DC%2BC2cXjs1KrsLk%3D 24384128
    • Hayat M, Tahir M, Khan SA (2014) Prediction of protein structure classes using hybrid space of multi-profile Bayes and bi-gram probability feature spaces. J Theor Biol 346(7):8-15. doi: 10.1016/j.jtbi.2013.12.015
    • (2014) J Theor Biol , vol.346 , Issue.7 , pp. 8-15
    • Hayat, M.1    Tahir, M.2    Khan, S.A.3
  • 24
    • 0043231338 scopus 로고    scopus 로고
    • Prediction of protein structural classes by a new measure of information discrepancy
    • 1:CAS:528:DC%2BD3sXmtlamtrc%3D 12927111
    • Jin LX, Fang WW, Tang HW (2003) Prediction of protein structural classes by a new measure of information discrepancy. Comput Biol Chem 27(3):373-380. doi: 10.1016/S1476-9271(02)00087-7
    • (2003) Comput Biol Chem , vol.27 , Issue.3 , pp. 373-380
    • Jin, L.X.1    Fang, W.W.2    Tang, H.W.3
  • 25
    • 33747182577 scopus 로고    scopus 로고
    • Classifier ensembles for protein structural class prediction with varying homology
    • 1:CAS:528:DC%2BD28XosVOitL4%3D 16904630
    • Kedarisetti KD, Kurgan L, Dick S (2006a) Classifier ensembles for protein structural class prediction with varying homology. Biochem Biophys Res Commun 348(3):981-988. doi: 10.1016/j.bbrc.2006.07.141
    • (2006) Biochem Biophys Res Commun , vol.348 , Issue.3 , pp. 981-988
    • Kedarisetti, K.D.1    Kurgan, L.2    Dick, S.3
  • 26
    • 33747194989 scopus 로고    scopus 로고
    • A comment on - "prediction of protein structural classes by a new measure of information discrepancy"
    • 1:CAS:528:DC%2BD28XhtVSisrzJ 16872905
    • Kedarisetti KD, Kurgan L, Dick S (2006b) A comment on - "Prediction of protein structural classes by a new measure of information discrepancy". Comput Biol Chem 30(5):393-394. doi: 10.1016/j.compbiolchem.2006.06.003
    • (2006) Comput Biol Chem , vol.30 , Issue.5 , pp. 393-394
    • Kedarisetti, K.D.1    Kurgan, L.2    Dick, S.3
  • 27
    • 33748415440 scopus 로고    scopus 로고
    • Prediction of structural classes for protein sequences and domains - Impact of prediction algorithms, sequence representation and homology, and test procedures on accuracy
    • Kurgan LA, Homaeian L (2006) Prediction of structural classes for protein sequences and domains - impact of prediction algorithms, sequence representation and homology, and test procedures on accuracy. Pattern Recogn 39(12):2323-2343. doi: 10.1016/j.patcog.2006.02.014
    • (2006) Pattern Recogn , vol.39 , Issue.12 , pp. 2323-2343
    • Kurgan, L.A.1    Homaeian, L.2
  • 28
    • 44349134514 scopus 로고    scopus 로고
    • SCPRED: Accurate prediction of protein structural class for sequences of twilight-zone similarity with predicting sequences
    • Kurgan L, Cios K, Chen K (2008a) SCPRED: Accurate prediction of protein structural class for sequences of twilight-zone similarity with predicting sequences. BMC Bioinform 9:226. doi: 10.1186/1471-2105-9-226
    • (2008) BMC Bioinform , vol.9 , pp. 226
    • Kurgan, L.1    Cios, K.2    Chen, K.3
  • 29
    • 50949119233 scopus 로고    scopus 로고
    • Secondary structure-based assignment of the protein structural classes
    • 1:CAS:528:DC%2BD1cXhtVGntr%2FK 18427716
    • Kurgan LA, Zhang T, Zhang H, Shen SY, Ruan JS (2008b) Secondary structure-based assignment of the protein structural classes. Amino Acids 35(3):551-564. doi: 10.1007/s00726-008-0080-3
    • (2008) Amino Acids , vol.35 , Issue.3 , pp. 551-564
    • Kurgan, L.A.1    Zhang, T.2    Zhang, H.3    Shen, S.Y.4    Ruan, J.S.5
  • 30
    • 0017309766 scopus 로고
    • Structural patterns in globular proteins
    • 1:CAS:528:DyaE28XltFyhsb4%3D 934293
    • Levitt M, Chothia C (1976) Structural patterns in globular proteins. Nature 261(5561):552-558. doi: 10.1038/261552a0
    • (1976) Nature , vol.261 , Issue.5561 , pp. 552-558
    • Levitt, M.1    Chothia, C.2
  • 31
    • 50949094134 scopus 로고    scopus 로고
    • Prediction of protein structure class by coupling improved genetic algorithm and support vector machine
    • 1:CAS:528:DC%2BD1cXhtVGntr%2FI 18427714
    • Li ZC, Zhou XB, Lin YR, Zou XY (2008) Prediction of protein structure class by coupling improved genetic algorithm and support vector machine. Amino Acids 35(3):581-590. doi: 10.1007/s00726-008-0084-z
    • (2008) Amino Acids , vol.35 , Issue.3 , pp. 581-590
    • Li, Z.C.1    Zhou, X.B.2    Lin, Y.R.3    Zou, X.Y.4
  • 32
    • 67650739405 scopus 로고    scopus 로고
    • Prediction of protein structural classes by Chou's pseudo amino acid composition: Approached using continuous wavelet transform and principal component analysis
    • Li ZC, Zhou XB, Dai Z, Zou XY (2009) Prediction of protein structural classes by Chou's pseudo amino acid composition: approached using continuous wavelet transform and principal component analysis. Amino Acids 37(2):415-425. doi: 10.1007/s00726-008-0170-2
    • (2009) Amino Acids , vol.37 , Issue.2 , pp. 415-425
    • Li, Z.C.1    Zhou, X.B.2    Dai, Z.3    Zou, X.Y.4
  • 33
    • 84899820916 scopus 로고    scopus 로고
    • PSSP-RFE: Accurate prediction of protein structural class by recursive feature extraction from PSI-BLAST profile, physical-chemical property and functional annotations
    • Li L, Cui X, Yu S, Zhang Y, Luo Z, Yang H, Zhou Y, Zheng X (2014) PSSP-RFE: Accurate prediction of protein structural class by recursive feature extraction from PSI-BLAST profile, physical-chemical property and functional annotations. PLoS One 9(3):e92863. doi: 10.1371/journal.pone.0092863
    • (2014) PLoS One , vol.9 , Issue.3 , pp. 92863
    • Li, L.1    Cui, X.2    Yu, S.3    Zhang, Y.4    Luo, Z.5    Yang, H.6    Zhou, Y.7    Zheng, X.8
  • 34
    • 34249807035 scopus 로고    scopus 로고
    • Using pseudo amino acid composition to predict protein structural class: Approached by incorporating 400 dipeptide components
    • 1:CAS:528:DC%2BD2sXlslSgs7w%3D 17330882
    • Lin H, Li QZ (2007) Using pseudo amino acid composition to predict protein structural class: approached by incorporating 400 dipeptide components. J Comput Chem 28(9):1463-1466. doi: 10.1002/Jcc.20554
    • (2007) J Comput Chem , vol.28 , Issue.9 , pp. 1463-1466
    • Lin, H.1    Li, Q.Z.2
  • 35
    • 77957124553 scopus 로고    scopus 로고
    • Prediction of protein structural class for low-similarity sequences using support vector machine and PSI-BLAST profile
    • 1:CAS:528:DC%2BC3cXht1Clsr3E 20600567
    • Liu TG, Zheng XQ, Wang J (2010) Prediction of protein structural class for low-similarity sequences using support vector machine and PSI-BLAST profile. Biochimie 92(10):1330-1334. doi: 10.1016/j.biochi.2010.06.013
    • (2010) Biochimie , vol.92 , Issue.10 , pp. 1330-1334
    • Liu, T.G.1    Zheng, X.Q.2    Wang, J.3
  • 36
    • 84862763274 scopus 로고    scopus 로고
    • Accurate prediction of protein structural class using auto covariance transformation of PSI-BLAST profiles
    • 1:CAS:528:DC%2BC38XmvFGksr4%3D 21698456
    • Liu T, Geng X, Zheng X, Li R, Wang J (2012) Accurate prediction of protein structural class using auto covariance transformation of PSI-BLAST profiles. Amino Acids 42(6):2243-2249. doi: 10.1007/s00726-011-0964-5
    • (2012) Amino Acids , vol.42 , Issue.6 , pp. 2243-2249
    • Liu, T.1    Geng, X.2    Zheng, X.3    Li, R.4    Wang, J.5
  • 37
    • 0036051172 scopus 로고    scopus 로고
    • Prediction of protein structural class by amino acid and polypeptide composition
    • 1:CAS:528:DC%2BD38Xnt1eiur8%3D 12199700
    • Luo RY, Feng ZP, Liu JK (2002) Prediction of protein structural class by amino acid and polypeptide composition. Eur J Biochem 269(17):4219-4225. doi: 10.1046/j.1432-1033.2002.03115.x
    • (2002) Eur J Biochem , vol.269 , Issue.17 , pp. 4219-4225
    • Luo, R.Y.1    Feng, Z.P.2    Liu, J.K.3
  • 38
    • 0016772212 scopus 로고
    • Comparison of the predicted and observed secondary structure of T4 phage lysozyme
    • 1:CAS:528:DyaE2MXlslCksbk%3D 1180967
    • Matthews BW (1975) Comparison of the predicted and observed secondary structure of T4 phage lysozyme. Biochim Biophys Acta 405(2):442-451. doi: 10.1016/0005-2795(75)90109-9
    • (1975) Biochim Biophys Acta , vol.405 , Issue.2 , pp. 442-451
    • Matthews, B.W.1
  • 39
    • 75149123557 scopus 로고    scopus 로고
    • Modular prediction of protein structural classes from sequences of twilight-zone identity with predicting sequences
    • Mizianty MJ, Kurgan L (2009) Modular prediction of protein structural classes from sequences of twilight-zone identity with predicting sequences. BMC Bioinform 10:24. doi: 10.1186/1471-2105-10-414
    • (2009) BMC Bioinform , vol.10 , pp. 24
    • Mizianty, M.J.1    Kurgan, L.2
  • 40
    • 0022631926 scopus 로고
    • The folding type of a protein is relevant to the amino acid composition
    • 1:CAS:528:DyaL28Xkslektw%3D%3D 3957893
    • Nakashima H, Nishikawa K, Ooi T (1986) The folding type of a protein is relevant to the amino acid composition. J Biochem 99(1):153-162
    • (1986) J Biochem , vol.99 , Issue.1 , pp. 153-162
    • Nakashima, H.1    Nishikawa, K.2    Ooi, T.3
  • 41
    • 84896293227 scopus 로고    scopus 로고
    • A tri-gram based feature extraction technique using linear probabilities of position specific scoring matrix for protein fold recognition
    • Paliwal KK, Sharma A, Lyons J, Dehzangi A (2014) A tri-gram based feature extraction technique using linear probabilities of position specific scoring matrix for protein fold recognition. IEEE Trans Nanobiosci 13(1):44-50. doi: 10.1109/tnb.2013.2296050
    • (2014) IEEE Trans Nanobiosci , vol.13 , Issue.1 , pp. 44-50
    • Paliwal, K.K.1    Sharma, A.2    Lyons, J.3    Dehzangi, A.4
  • 42
    • 22144498433 scopus 로고    scopus 로고
    • Using supervised fuzzy clustering to predict protein structural classes
    • 1:CAS:528:DC%2BD2MXmsVOgurg%3D 16023077
    • Shen HB, Yang J, Liu XJ, Chou KC (2005) Using supervised fuzzy clustering to predict protein structural classes. Biochem Biophys Res Commun 334(2):577-581. doi: 10.1016/j.bbrc.2005.06.128
    • (2005) Biochem Biophys Res Commun , vol.334 , Issue.2 , pp. 577-581
    • Shen, H.B.1    Yang, J.2    Liu, X.J.3    Chou, K.C.4
  • 44
    • 0034141493 scopus 로고    scopus 로고
    • How good is prediction of protein structural class by the component-coupled method?
    • 10.1002/(sici)1097-0134(20000201)38:2<165::aid-prot5>3.0.co;2-v
    • Wang ZX, Yuan Z (2000) How good is prediction of protein structural class by the component-coupled method? Proteins 38(2):165-175. doi: 10.1002/(sici)1097-0134(20000201)38:2<165::aid-prot5>3.0.co;2-v
    • (2000) Proteins , vol.38 , Issue.2 , pp. 165-175
    • Wang, Z.X.1    Yuan, Z.2
  • 45
    • 84899462085 scopus 로고    scopus 로고
    • High-accuracy prediction of protein structural classes using PseAA structural properties and secondary structural patterns
    • 1:CAS:528:DC%2BC2cXhtFWht7Y%3D 24412731
    • Wang J, Li Y, Liu X, Dai Q, Yao Y, He P (2014) High-accuracy prediction of protein structural classes using PseAA structural properties and secondary structural patterns. Biochimie 101:104-112. doi: 10.1016/j.biochi.2013.12.021
    • (2014) Biochimie , vol.101 , pp. 104-112
    • Wang, J.1    Li, Y.2    Liu, X.3    Dai, Q.4    Yao, Y.5    He, P.6
  • 46
    • 84862521440 scopus 로고    scopus 로고
    • Accurate prediction of protein structural class
    • 1:CAS:528:DC%2BC38XptlSntLg%3D 22723837
    • Xia X-Y, Ge M, Wang Z-X, Pan X-M (2012) Accurate prediction of protein structural class. PLoS One 7(6):e37653. doi: 10.1371/journal.pone.0037653
    • (2012) PLoS One , vol.7 , Issue.6 , pp. 37653
    • Xia, X.-Y.1    Ge, M.2    Wang, Z.-X.3    Pan, X.-M.4
  • 47
    • 76649141763 scopus 로고    scopus 로고
    • Prediction of protein structural classes for low-homology sequences based on predicted secondary structure
    • Yang JY, Peng ZL, Chen X (2010) Prediction of protein structural classes for low-homology sequences based on predicted secondary structure. BMC Bioinform 11(Suppl 1):10. doi: 10.1186/1471-2105-11-s1-s9
    • (2010) BMC Bioinform , vol.11 , pp. 10
    • Yang, J.Y.1    Peng, Z.L.2    Chen, X.3
  • 48
    • 77950588824 scopus 로고    scopus 로고
    • An information-theoretic approach to the prediction of protein structural class
    • 1:CAS:528:DC%2BC3cXjsFSktLc%3D 19777491
    • Zheng X, Li C, Wang J (2010) An information-theoretic approach to the prediction of protein structural class. J Comput Chem 31(6):1201-1206. doi: 10.1002/jcc.21406
    • (2010) J Comput Chem , vol.31 , Issue.6 , pp. 1201-1206
    • Zheng, X.1    Li, C.2    Wang, J.3
  • 49
    • 54749084166 scopus 로고    scopus 로고
    • An intriguing controversy over protein structural class prediction
    • 1:CAS:528:DyaK1MXnslaltw%3D%3D 9988519
    • Zhou GP (1998) An intriguing controversy over protein structural class prediction. J Protein Chem 17(8):729-738. doi: 10.1023/a:1020713915365
    • (1998) J Protein Chem , vol.17 , Issue.8 , pp. 729-738
    • Zhou, G.P.1


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