Prediction of residue-residue contacts in CASP12 targets from its predicted tertiary structures

One of the challenges in the field of structural proteomics is to predict residue-residue contacts in a protein. It is an integral part of CASP competitions due to its importance in the field of structural biology. This manuscript describes RRCPred 2.0 a method participated in CASP12 and predicted residue-residue contact in targets with high precision. In this approach, firstly 150 predicted protein structures were obtained from CASP12 Stage 2 tarball and ranked using clustering-based quality assessment software. Secondly, residue-residue contacts were assigned in top 10 protein structures based on distance between residues. Finally, residue-residue contacts were predicted in target protein based on consensus/average in top 10 predicted structures. This simple approach performs better than most of CASP12 methods in the categories of TBM and TBM/FM. It ranked 1st in following categories; i) TBM domain on list size L/5, ii) TBM/FM domain on list size L/5 and iii) TBM/FM domain on Top 10. These observations indicate that predicted tertiary structure of a protein can be used for predicting residue-residue contacts in protein with high accuracy.

[1]  Yang Zhang,et al.  A comprehensive assessment of sequence-based and template-based methods for protein contact prediction , 2008, Bioinform..

[2]  Luís C. Lamb,et al.  Three-dimensional protein structure prediction: Methods and computational strategies , 2014, Comput. Biol. Chem..

[3]  Osvaldo Graña,et al.  Assessment of domain boundary predictions and the prediction of intramolecular contacts in CASP8 , 2009, Proteins.

[4]  Anna Tramontano,et al.  Evaluation of residue–residue contact prediction in CASP10 , 2014, Proteins.

[5]  David C. Jones Predicting novel protein folds by using FRAGFOLD , 2001, Proteins.

[6]  Michael Lappe,et al.  Defining an Essence of Structure Determining Residue Contacts in Proteins , 2009, PLoS Comput. Biol..

[7]  Jianlin Cheng,et al.  APOLLO: a quality assessment service for single and multiple protein models , 2011, Bioinform..

[8]  Jianlin Cheng,et al.  CONFOLD: Residue‐residue contact‐guided ab initio protein folding , 2015, Proteins.

[9]  Jens Meiler,et al.  CASP6 assessment of contact prediction , 2005, Proteins.

[10]  O. Brock,et al.  Combining Physicochemical and Evolutionary Information for Protein Contact Prediction , 2014, PloS one.

[11]  Haim Ashkenazy,et al.  Peptides modulating conformational changes in secreted chaperones: From in silico design to preclinical proof of concept , 2009, Proceedings of the National Academy of Sciences.

[12]  David Baker,et al.  Protein Structure Prediction Using Rosetta , 2004, Numerical Computer Methods, Part D.

[13]  David T. Jones,et al.  MetaPSICOV: combining coevolution methods for accurate prediction of contacts and long range hydrogen bonding in proteins , 2014, Bioinform..

[14]  Thomas A. Hopf,et al.  Protein 3D Structure Computed from Evolutionary Sequence Variation , 2011, PloS one.

[15]  Zhiyong Wang,et al.  Predicting protein contact map using evolutionary and physical constraints by integer programming , 2013, Bioinform..

[16]  Pierre Baldi,et al.  Improved residue contact prediction using support vector machines and a large feature set , 2007, BMC Bioinformatics.

[17]  A. Tramontano,et al.  Evaluation of residue–residue contact predictions in CASP9 , 2011, Proteins.

[18]  A. Tramontano,et al.  New encouraging developments in contact prediction: Assessment of the CASP11 results , 2016, Proteins.

[19]  Badri Adhikari,et al.  Protein Residue Contacts and Prediction Methods. , 2016, Methods in molecular biology.

[20]  Jianlin Cheng,et al.  Predicting protein residue-residue contacts using deep networks and boosting , 2012, Bioinform..

[21]  Emil Alexov,et al.  Predicting residue contacts using pragmatic correlated mutations method: reducing the false positives , 2006, BMC Bioinformatics.

[22]  David S. Eisenberg,et al.  Using inferred residue contacts to distinguish between correct and incorrect protein models , 2008, Bioinform..

[23]  Alfonso Valencia,et al.  Assessment of intramolecular contact predictions for CASP7 , 2007, Proteins.

[24]  K. Burrage,et al.  Protein contact prediction using patterns of correlation , 2004, Proteins.

[25]  P Fariselli,et al.  Prediction of contact maps with neural networks and correlated mutations. , 2001, Protein engineering.

[26]  Eytan Domany,et al.  Protein folding using contact maps. , 2000 .

[27]  Torgeir R. Hvidsten,et al.  Using multi-data hidden Markov models trained on local neighborhoods of protein structure to predict residue-residue contacts , 2009, Bioinform..

[28]  A M Lesk,et al.  CASP2: Report on ab initio predictions , 1997, Proteins.

[29]  Eytan Domany,et al.  Protein fold recognition and dynamics in the space of contact maps , 1996, Proteins.