Drugs are typically developed to modulate the function of specific proteins, which are directly associated with particular disease states. Nonetheless, protein-drug interactions are rather promiscuous and the majority of pharmaceuticals exhibit activity against multiple, often unrelated targets; for instance, ATP-dependent DNA ligase and histamine N-methyltransferase shown here bind the same compound. To detect those binding sites having the capability to bind similar molecules, Michal Brylinski developed eMatchSite, which constructs local sequence order-independent alignments using computer-generated protein models. This approach opens up the possibility to investigate drug-protein interactions for complete proteomes with prospective systems-level applications in polypharmacology and rational drug repositioning.
Image Credit: Michal Brylinski
Editorial
Ten Simple Rules for Better Figures
PLOS Computational Biology: published September 11, 2014 | https://doi.org/10.1371/journal.pcbi.1003833
Topic Page
Multi-state Modeling of Biomolecules
PLOS Computational Biology: published September 25, 2014 | https://doi.org/10.1371/journal.pcbi.1003844
Research Articles
Stochastic Dynamics of Interacting Haematopoietic Stem Cell Niche Lineages
PLOS Computational Biology: published September 4, 2014 | https://doi.org/10.1371/journal.pcbi.1003794
Data-Derived Modeling Characterizes Plasticity of MAPK Signaling in Melanoma
PLOS Computational Biology: published September 4, 2014 | https://doi.org/10.1371/journal.pcbi.1003795
Dynamic Conformational Change Regulates the Protein-DNA Recognition: An Investigation on Binding of a Y-Family Polymerase to Its Target DNA
PLOS Computational Biology: published September 4, 2014 | https://doi.org/10.1371/journal.pcbi.1003804
Emergence of Assortative Mixing between Clusters of Cultured Neurons
PLOS Computational Biology: published September 4, 2014 | https://doi.org/10.1371/journal.pcbi.1003796
Seasonally Dependent Relationships between Indicators of Malaria Transmission and Disease Provided by Mathematical Model Simulations
PLOS Computational Biology: published September 4, 2014 | https://doi.org/10.1371/journal.pcbi.1003812
Evolution of the F0F1 ATP Synthase Complex in Light of the Patchy Distribution of Different Bioenergetic Pathways across Prokaryotes
PLOS Computational Biology: published September 4, 2014 | https://doi.org/10.1371/journal.pcbi.1003821
Phase Transitions in the Multi-cellular Regulatory Behavior of Pancreatic Islet Excitability
PLOS Computational Biology: published September 4, 2014 | https://doi.org/10.1371/journal.pcbi.1003819
Pep2Path: Automated Mass Spectrometry-Guided Genome Mining of Peptidic Natural Products
PLOS Computational Biology: published September 4, 2014 | https://doi.org/10.1371/journal.pcbi.1003822
Torsion-Mediated Interaction between Adjacent Genes
PLOS Computational Biology: published September 4, 2014 | https://doi.org/10.1371/journal.pcbi.1003785
A Probabilistic Model to Predict Clinical Phenotypic Traits from Genome Sequencing
PLOS Computational Biology: published September 4, 2014 | https://doi.org/10.1371/journal.pcbi.1003825
Revealing Molecular Mechanisms by Integrating High-Dimensional Functional Screens with Protein Interaction Data
PLOS Computational Biology: published September 4, 2014 | https://doi.org/10.1371/journal.pcbi.1003801
A Peptide-Based Method for 13C Metabolic Flux Analysis in Microbial Communities
PLOS Computational Biology: published September 4, 2014 | https://doi.org/10.1371/journal.pcbi.1003827
Baseline CD4+ T Cell Counts Correlates with HIV-1 Synonymous Rate in HLA-B*5701 Subjects with Different Risk of Disease Progression
PLOS Computational Biology: published September 4, 2014 | https://doi.org/10.1371/journal.pcbi.1003830
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PLOS Computational Biology: published September 11, 2014 | https://doi.org/10.1371/journal.pcbi.1003809
PTEN Hopping on the Cell Membrane Is Regulated via a Positively-Charged C2 Domain
PLOS Computational Biology: published September 11, 2014 | https://doi.org/10.1371/journal.pcbi.1003817
Principal Component Analysis Characterizes Shared Pathogenetics from Genome-Wide Association Studies
PLOS Computational Biology: published September 11, 2014 | https://doi.org/10.1371/journal.pcbi.1003820
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Communication Routes in ARID Domains between Distal Residues in Helix 5 and the DNA-Binding Loops
PLOS Computational Biology: published September 4, 2014 | https://doi.org/10.1371/journal.pcbi.1003744
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PLOS Computational Biology: published September 11, 2014 | https://doi.org/10.1371/journal.pcbi.1003828
SANTA: Quantifying the Functional Content of Molecular Networks
PLOS Computational Biology: published September 11, 2014 | https://doi.org/10.1371/journal.pcbi.1003808
Mathematical Modeling of Bacterial Kinetics to Predict the Impact of Antibiotic Colonic Exposure and Treatment Duration on the Amount of Resistant Enterobacteria Excreted
PLOS Computational Biology: published September 11, 2014 | https://doi.org/10.1371/journal.pcbi.1003840
The Time Scale of Evolutionary Innovation
PLOS Computational Biology: published September 11, 2014 | https://doi.org/10.1371/journal.pcbi.1003818
Molecular Simulation-Based Structural Prediction of Protein Complexes in Mass Spectrometry: The Human Insulin Dimer
PLOS Computational Biology: published September 11, 2014 | https://doi.org/10.1371/journal.pcbi.1003838
The Structural Basis of ATP as an Allosteric Modulator
PLOS Computational Biology: published September 11, 2014 | https://doi.org/10.1371/journal.pcbi.1003831
Geometry Shapes Evolution of Early Multicellularity
PLOS Computational Biology: published September 18, 2014 | https://doi.org/10.1371/journal.pcbi.1003803
NESmapper: Accurate Prediction of Leucine-Rich Nuclear Export Signals Using Activity-Based Profiles
PLOS Computational Biology: published September 18, 2014 | https://doi.org/10.1371/journal.pcbi.1003841
Spatial Heterogeneity and Peptide Availability Determine CTL Killing Efficiency In Vivo
PLOS Computational Biology: published September 18, 2014 | https://doi.org/10.1371/journal.pcbi.1003805
Allele-Specific Network Reveals Combinatorial Interaction That Transcends Small Effects in Psoriasis GWAS
PLOS Computational Biology: published September 18, 2014 | https://doi.org/10.1371/journal.pcbi.1003766
Environmental Statistics and Optimal Regulation
PLOS Computational Biology: published September 25, 2014 | https://doi.org/10.1371/journal.pcbi.1003826
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PLOS Computational Biology: published September 18, 2014 | https://doi.org/10.1371/journal.pcbi.1003829
A Novel Model to Combine Clinical and Pathway-Based Transcriptomic Information for the Prognosis Prediction of Breast Cancer
PLOS Computational Biology: published September 18, 2014 | https://doi.org/10.1371/journal.pcbi.1003851
Examining Variable Domain Orientations in Antigen Receptors Gives Insight into TCR-Like Antibody Design
PLOS Computational Biology: published September 18, 2014 | https://doi.org/10.1371/journal.pcbi.1003852
Pupil-Linked Arousal Determines Variability in Perceptual Decision Making
PLOS Computational Biology: published September 18, 2014 | https://doi.org/10.1371/journal.pcbi.1003854
Synchronization of Isolated Downstates (K-Complexes) May Be Caused by Cortically-Induced Disruption of Thalamic Spindling
PLOS Computational Biology: published September 25, 2014 | https://doi.org/10.1371/journal.pcbi.1003855
A Systems Approach to Predict Oncometabolites via Context-Specific Genome-Scale Metabolic Networks
PLOS Computational Biology: published September 18, 2014 | https://doi.org/10.1371/journal.pcbi.1003837
Multidimensional Epistasis and the Transitory Advantage of Sex
PLOS Computational Biology: published September 18, 2014 | https://doi.org/10.1371/journal.pcbi.1003836
Characterizing Protein Interactions Employing a Genome-Wide siRNA Cellular Phenotyping Screen
PLOS Computational Biology: published September 25, 2014 | https://doi.org/10.1371/journal.pcbi.1003814
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A Bayesian Framework to Identify Methylcytosines from High-Throughput Bisulfite Sequencing Data
PLOS Computational Biology: published September 25, 2014 | https://doi.org/10.1371/journal.pcbi.1003853
IDEPI: Rapid Prediction of HIV-1 Antibody Epitopes and Other Phenotypic Features from Sequence Data Using a Flexible Machine Learning Platform
PLOS Computational Biology: published September 25, 2014 | https://doi.org/10.1371/journal.pcbi.1003842
Quantifying the Impact and Extent of Undocumented Biomedical Synonymy
PLOS Computational Biology: published September 25, 2014 | https://doi.org/10.1371/journal.pcbi.1003799
Genome-Scale Metabolic Network Validation of Shewanella oneidensis Using Transposon Insertion Frequency Analysis
PLOS Computational Biology: published September 18, 2014 | https://doi.org/10.1371/journal.pcbi.1003848
Clique of Functional Hubs Orchestrates Population Bursts in Developmentally Regulated Neural Networks
PLOS Computational Biology: published September 25, 2014 | https://doi.org/10.1371/journal.pcbi.1003823
Correction
Correction: Structure-Based Druggability Assessment of the Mammalian Structural Proteome with Inclusion of Light Protein Flexibility
PLOS Computational Biology: published September 9, 2014 | https://doi.org/10.1371/journal.pcbi.1003875