A For protein 1c9oA in the PSICOV data set the correction defined by the APC correlates well with the correction determined by our entropy bias correction strategy when learning a Markov random field (MRF) model with persistent contrastive divergence (PCD). B Also the factors appearing in the APC and EntC corrections, and ., correlate well. C,D The Pearson correlation is similarly large when the MRF model is learnt from synthetic alignments generated with CCMgen using binary tree topologies (C) or using star tree topologies (D), both in the example of protein 1c9oA shown here and also across all 150 proteins in the Pfam dataset (S4 Fig).</p
Artificial multiple sequence alignments (MSAs) are generated with CCMgen using a binary tree phyloge...
<p>Root-mean-square error (RMSE) of both Pearson (A) and SparCC (B) inferred correlations, as a func...
<p>PPH-1 – PolyPhen-1; PPH-2 – PolyPhen-2; PMD dataset – dataset from Protein Mutant Database; MMP –...
Raw and corrected contact score matrices for protein 1c9oA. The gray scale indicates the contact sco...
A and B Comparing single amino acid frequencies (left), pairwise amino acid frequencies (center) and...
Compensatory mutations between protein residues in physical contact can manifest themselves as stati...
Compensatory mutations between protein residues in physical contact can manifest themselves as stati...
(A) Each dot shows the entropy of a randomly sampled probability distribution over the 20 amino aci...
<p>The curves show for PSICOV, plmDCA, gplmDCA and plmDCA20 the average of the number of correct pre...
This is a study on the precision of four known protein disorder predictors, ranked among the best-pe...
<p>Analytes ordered by Matthews correlation coefficient (MCC). Control <i>n</i> = 54, MCI Progressor...
ROC plots of models trained on amino acid and local and global physical (ALG), and both ALG and tota...
A) The mean Pearson correlation is shown as a function of the β scaling factor for the three ENMs. B...
<p>Changes in per-site entropies (top panel), residue isoelectric point (middle panel), and residue ...
<p>We present as a parallel plot the bootstrapped median RMSE for stabilizing and destabilizing muta...
Artificial multiple sequence alignments (MSAs) are generated with CCMgen using a binary tree phyloge...
<p>Root-mean-square error (RMSE) of both Pearson (A) and SparCC (B) inferred correlations, as a func...
<p>PPH-1 – PolyPhen-1; PPH-2 – PolyPhen-2; PMD dataset – dataset from Protein Mutant Database; MMP –...
Raw and corrected contact score matrices for protein 1c9oA. The gray scale indicates the contact sco...
A and B Comparing single amino acid frequencies (left), pairwise amino acid frequencies (center) and...
Compensatory mutations between protein residues in physical contact can manifest themselves as stati...
Compensatory mutations between protein residues in physical contact can manifest themselves as stati...
(A) Each dot shows the entropy of a randomly sampled probability distribution over the 20 amino aci...
<p>The curves show for PSICOV, plmDCA, gplmDCA and plmDCA20 the average of the number of correct pre...
This is a study on the precision of four known protein disorder predictors, ranked among the best-pe...
<p>Analytes ordered by Matthews correlation coefficient (MCC). Control <i>n</i> = 54, MCI Progressor...
ROC plots of models trained on amino acid and local and global physical (ALG), and both ALG and tota...
A) The mean Pearson correlation is shown as a function of the β scaling factor for the three ENMs. B...
<p>Changes in per-site entropies (top panel), residue isoelectric point (middle panel), and residue ...
<p>We present as a parallel plot the bootstrapped median RMSE for stabilizing and destabilizing muta...
Artificial multiple sequence alignments (MSAs) are generated with CCMgen using a binary tree phyloge...
<p>Root-mean-square error (RMSE) of both Pearson (A) and SparCC (B) inferred correlations, as a func...
<p>PPH-1 – PolyPhen-1; PPH-2 – PolyPhen-2; PMD dataset – dataset from Protein Mutant Database; MMP –...