Relationships between protein sequence and structure patterns based on residue contacts

被引:0
|
作者
Selbig, J
Argos, P
机构
[1] German Natl Res Ctr Informat Technol, D-53754 St Augustin, Germany
[2] European Mol Biol Lab, Heidelberg, Germany
来源
关键词
sequence-to-structure correlation; contact environment; contact prediction; Bayesian classification; cluster analysis; nearest-neighbor classification; decision tree classification;
D O I
10.1002/(SICI)1097-0134(19980501)31:2<172::AID-PROT7>3.0.CO;2-O
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The identification of correlations between sequence patterns and structural motifs is a prerequisite in the development of protein structure prediction methods. The prediction accuracy indicates whether these correlations are discerned. We present an approach to identify long-range relationships between sequence patterns and structural motifs by varying the granulation of the structure description. Since interaction among residues is a major determinant in protein folding, we consider contact environments formed by two triplets of three sequentially neighboring residues and described by vectors whose components express contact strengths on an atomic level. Through testing various classification schemes, including their resolution and optimizing parameters, discernible relationships between sequences and folds are explored. About ten structural contact states, together with information from noncontacting regions, could improve the accuracy of contact prediction. (C) 1998 Wiley-Liss, Inc.
引用
收藏
页码:172 / 185
页数:14
相关论文
共 50 条
  • [31] USE OF CONDITIONAL PROBABILITIES FOR DETERMINING RELATIONSHIPS BETWEEN AMINO-ACID-SEQUENCE AND PROTEIN SECONDARY STRUCTURE
    ARNOLD, GE
    DUNKER, AK
    JOHNS, SJ
    DOUTHART, RJ
    PROTEINS-STRUCTURE FUNCTION AND GENETICS, 1992, 12 (04): : 382 - 399
  • [33] Predicting protein residue-residue contacts using deep networks and boosting
    Eickholt, Jesse
    Cheng, Jianlin
    BIOINFORMATICS, 2012, 28 (23) : 3066 - 3072
  • [34] How to compute protein residue contacts more accurately?
    Martins, Pedro M.
    Mayrink, Vinicius D.
    Silveira, Sabrina de A.
    da Silveira, Carlos H.
    de Lima, Leonardo H. F.
    de Melo-Minardi, Raquel C.
    33RD ANNUAL ACM SYMPOSIUM ON APPLIED COMPUTING, 2018, : 60 - 67
  • [35] Protein folding using inter-residue contacts
    Vendruscolo, M
    FIRST INTERNATIONAL SYMPOSIUM ON 3D DATA PROCESSING VISUALIZATION AND TRANSMISSION, 2002, : 724 - 728
  • [36] A new definition of inter-residue interaction provides insight into sequence-structure relationships
    Holland, Jack
    PROTEIN SCIENCE, 2016, 25 : 36 - 36
  • [37] A general-purpose protein design framework based on mining sequence-structure relationships in known protein structures
    Zhou, Jianfu
    Panaitiu, Alexandra E.
    Grigoryan, Gevorg
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2020, 117 (02) : 1059 - 1068
  • [38] Defining an Essence of Structure Determining Residue Contacts in Proteins
    Sathyapriya, R.
    Duarte, Jose M.
    Stehr, Henning
    Filippis, Ioannis
    Lappe, Michael
    PLOS COMPUTATIONAL BIOLOGY, 2009, 5 (12)
  • [39] IMPROVING RESIDUE-RESIDUE CONTACTS PREDICTION FROM PROTEIN SEQUENCES USING RNN-BASED LSTM NETWORK
    Chen, Wenjing
    Sun, Jianfeng
    Gao, Chunhui
    PROCEEDINGS OF 2019 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS (ICMLC), 2019, : 601 - 607
  • [40] USE OF PROTEIN-SEQUENCE AND STRUCTURE TO INFER DISTANT EVOLUTIONARY RELATIONSHIPS
    BRENNAN, RG
    WEAVER, LH
    MATTHEWS, BW
    CHEMICA SCRIPTA, 1986, 26B : 251 - 255