Protein 3D structure computed from evolutionary sequence variation

DS Marks, LJ Colwell, R Sheridan, TA Hopf, A Pagnani… - PloS one, 2011 - journals.plos.org
The evolutionary trajectory of a protein through sequence space is constrained by its
function. Collections of sequence homologs record the outcomes of millions of evolutionary …

PSICOV: precise structural contact prediction using sparse inverse covariance estimation on large multiple sequence alignments

DT Jones, DWA Buchan, D Cozzetto, M Pontil - Bioinformatics, 2012 - academic.oup.com
Motivation: The accurate prediction of residue–residue contacts, critical for maintaining the
native fold of a protein, remains an open problem in the field of structural bioinformatics …

[HTML][HTML] Three-dimensional structures of membrane proteins from genomic sequencing

TA Hopf, LJ Colwell, R Sheridan, B Rost, C Sander… - Cell, 2012 - cell.com
We show that amino acid covariation in proteins, extracted from the evolutionary sequence
record, can be used to fold transmembrane proteins. We use this technique to predict …

Recent advances in sequence-based protein structure prediction

DB Kc - Briefings in bioinformatics, 2017 - academic.oup.com
The most accurate characterizations of the structure of proteins are provided by structural
biology experiments. However, because of the high cost and labor-intensive nature of the …

Disentangling direct from indirect co-evolution of residues in protein alignments

L Burger, E Van Nimwegen - PLoS computational biology, 2010 - journals.plos.org
Predicting protein structure from primary sequence is one of the ultimate challenges in
computational biology. Given the large amount of available sequence data, the analysis of …

Predicting protein residue–residue contacts using deep networks and boosting

J Eickholt, J Cheng - Bioinformatics, 2012 - academic.oup.com
Motivation: Protein residue–residue contacts continue to play a larger and larger role in
protein tertiary structure modeling and evaluation. Yet, while the importance of contact …

NNcon: improved protein contact map prediction using 2D-recursive neural networks

AN Tegge, Z Wang, J Eickholt, J Cheng - Nucleic acids research, 2009 - academic.oup.com
Protein contact map prediction is useful for protein folding rate prediction, model selection
and 3D structure prediction. Here we describe NNcon, a fast and reliable contact map …

De Novo Structure Prediction of Globular Proteins Aided by Sequence Variation-Derived Contacts

T Kosciolek, DT Jones - PloS one, 2014 - journals.plos.org
The advent of high accuracy residue-residue intra-protein contact prediction methods
enabled a significant boost in the quality of de novo structure predictions. Here, we …

Evaluating the absolute quality of a single protein model using structural features and support vector machines

Z Wang, AN Tegge, J Cheng - Proteins: Structure, Function, and …, 2009 - Wiley Online Library
Knowing the quality of a protein structure model is important for its appropriate usage. We
developed a model evaluation method to assess the absolute quality of a single protein …

A deep learning framework for improving long-range residue–residue contact prediction using a hierarchical strategy

D Xiong, J Zeng, H Gong - Bioinformatics, 2017 - academic.oup.com
Motivation Residue–residue contacts are of great value for protein structure prediction, since
contact information, especially from those long-range residue pairs, can significantly reduce …