Protein 3D structure computed from evolutionary sequence variation
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 …
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
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 …
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
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 …
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 …
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 …
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 …
protein tertiary structure modeling and evaluation. Yet, while the importance of contact …
NNcon: improved protein contact map prediction using 2D-recursive neural networks
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 …
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 …
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
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 …
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 …
contact information, especially from those long-range residue pairs, can significantly reduce …