Repurposing Drugs via Network Analysis: Opportunities for Psychiatric Disorders.
PMID:35890359
An Integrative Heterogeneous Graph Neural Network-Based Method for Multi-Labeled Drug Repurposing.
PMID:35873597
Comparison of Descriptor- and Fingerprint Sets in Machine Learning Models for ADME-Tox Targets.
PMID:35755260
Clinical Utility of Medication-Based Risk Scores to Reduce Polypharmacy and Potentially Avoidable Healthcare Utilization.
PMID:35745600
Lessons from SARS‑CoV‑2 and its variants (Review).
PMID:35730623
Interdisciplinary analysis of drugs: Structural features and clinical data.
PMID:35651960
A deep learning framework for drug repurposing via emulating clinical trials on real-world patient data.
PMID:35603127
HGDTI: predicting drug-target interaction by using information aggregation based on heterogeneous graph neural network.
PMID:35413800
A Study on Methodologies of Drug Repositioning Using Biomedical Big Data: A Focus on Diabetes Mellitus.
PMID:35413782
Similarity-Based Method with Multiple-Feature Sampling for Predicting Drug Side Effects.
PMID:35401786
HIDTI: integration of heterogeneous information to predict drug-target interactions.
PMID:35260608
DOTA: Deep Learning Optimal Transport Approach to Advance Drug Repositioning for Alzheimer's Disease.
PMID:35204697
In Silico Models for Hepatotoxicity.
PMID:35188639
Emerging Bioinformatics Methods and Resources in Drug Toxicology.
PMID:35188631
Resistance to Antimalarial Monotherapy Is Cyclic.
PMID:35160232
Social Media Analytics for Pharmacovigilance of Antiepileptic Drugs.
PMID:35027943
Repurposable drugs for SARS-CoV-2 and influenza sepsis with scRNA-seq data targeting post-transcription modifications.
PMID:34993416
COVID-19 vaccinations: The unknowns, challenges, and hopes.
PMID:34845731
DaiCee: A database for anti-cancer compounds with targets and side effect profiles.
PMID:34803258
Learning from low-rank multimodal representations for predicting disease-drug associations.
PMID:34736437
A drug repositioning algorithm based on a deep autoencoder and adaptive fusion.
PMID:34717542
Towards a Consensus on Alzheimer's Disease Comorbidity?
PMID:34640387
Machine learning approaches for drug combination therapies.
PMID:34368832
Target identification among known drugs by deep learning from heterogeneous networks.
PMID:34123272
DeepR2cov: deep representation learning on heterogeneous drug networks to discover anti-inflammatory agents for COVID-19.
PMID:34117734
LUNAR :Drug Screening for Novel Coronavirus Based on Representation Learning Graph Convolutional Network.
PMID:34081583
Drug Repurposing: Claiming the Full Benefit from Drug Development.
PMID:33961142
GADTI: Graph Autoencoder Approach for DTI Prediction From Heterogeneous Network.
PMID:33912218
Application of network link prediction in drug discovery.
PMID:33845763
Application and evaluation of knowledge graph embeddings in biomedical data.
PMID:33816992
Towards FAIR protocols and workflows: the OpenPREDICT use case.
PMID:33816932
DTiGEMS+: drug-target interaction prediction using graph embedding, graph mining, and similarity-based techniques.
PMID:33431036
Identifying new topoisomerase II poison scaffolds by combining publicly available toxicity data and 2D/3D-based virtual screening.
PMID:33430961
Identification of Repurposable Drugs and Adverse Drug Reactions for Various Courses of COVID-19 Based on Single-Cell RNA Sequencing Data.
PMID:33299905
Mapping scientific landscapes in UMLS research: a scientometric review.
PMID:33059367
Possible involvement of NMDA receptor in the anxiolytic-like effect of caffeic acid in mice model of maternal separation stress.
PMID:32944669
A learning-based method for drug-target interaction prediction based on feature representation learning and deep neural network.
PMID:32938374
Predicting the frequencies of drug side effects.
PMID:32917868
Advancing computer-aided drug discovery (CADD) by big data and data-driven machine learning modeling.
PMID:32663517
A Novel Triple Matrix Factorization Method for Detecting Drug-Side Effect Association Based on Kernel Target Alignment.
PMID:32596314
Aggregation and analysis of indication-symptom relationships for drugs approved in the USA.
PMID:32495081
Prediction of Drug Side Effects with a Refined Negative Sample Selection Strategy.
PMID:32454877
A comparative chemogenic analysis for predicting Drug-Target Pair via Machine Learning Approaches.
PMID:32322011
BioHackathon 2015: Semantics of data for life sciences and reproducible research.
PMID:32308977
Identifying Small Molecule-miRNA Associations Based on Credible Negative Sample Selection and Random Walk.
PMID:32258003
MEDICASCY: A Machine Learning Approach for Predicting Small-Molecule Drug Side Effects, Indications, Efficacy, and Modes of Action.
PMID:32237745
Virtual screening web servers: designing chemical probes and drug candidates in the cyberspace.
PMID:32187356
Vienna LiverTox Workspace-A Set of Machine Learning Models for Prediction of Interactions Profiles of Small Molecules With Transporters Relevant for Regulatory Agencies.
PMID:31998690
Database of adverse events associated with drugs and drug combinations.
PMID:31882773
DDIGIP: predicting drug-drug interactions based on Gaussian interaction profile kernels.
PMID:31874609
System level characterization of small molecule drugs and their affected long noncoding RNAs.
PMID:31852840
Towards early detection of adverse drug reactions: combining pre-clinical drug structures and post-market safety reports.
PMID:31849321
Advancing the state of the art in automatic extraction of adverse drug events from narratives.
PMID:31841150
A Bayesian machine learning approach for drug target identification using diverse data types.
PMID:31745082
Drug Side-Effect Prediction Via Random Walk on the Signed Heterogeneous Drug Network.
PMID:31614686
Identifying relations of medications with adverse drug events using recurrent convolutional neural networks and gradient boosting.
PMID:31504605
Artificial Intelligence for Drug Toxicity and Safety.
PMID:31383376
Predicting gastrointestinal drug effects using contextualized metabolic models.
PMID:31242176
Computational Identification of Novel Kir6 Channel Inhibitors.
PMID:31178728
Early Detection of Adverse Drug Reactions in Social Health Networks: A Natural Language Processing Pipeline for Signal Detection.
PMID:31162134
In silico Identification and Mechanism Exploration of Hepatotoxic Ingredients in Traditional Chinese Medicine.
PMID:31130860
Auto-Generated Physiological Chain Data for an Ontological Framework for Pharmacology and Mechanism of Action to Determine Suspected Drugs in Cases of Dysuria.
PMID:31119651
Revealing Drug-Target Interactions with Computational Models and Algorithms.
PMID:31052598
Lyme Disease Patient Trajectories Learned from Electronic Medical Data for Stratification of Disease Risk and Therapeutic Response.
PMID:30872757
Study of serious adverse drug reactions using FDA-approved drug labeling and MedDRA.
PMID:30871458
Herb Target Prediction Based on Representation Learning of Symptom related Heterogeneous Network.
PMID:30867892
Inferring Drug-Protein⁻Side Effect Relationships from Biomedical Text.
PMID:30791472
Detecting Potential Adverse Drug Reactions Using a Deep Neural Network Model.
PMID:30724742
Inverse similarity and reliable negative samples for drug side-effect prediction.
PMID:30717666
In Silico Prediction of Small Molecule-miRNA Associations Based on the HeteSim Algorithm.
PMID:30654189
Drug-induced diabetes type 2: In silico study involving class B GPCRs.
PMID:30650080
Development of a Controlled Vocabulary-Based Adverse Drug Reaction Signal Dictionary for Multicenter Electronic Health Record-Based Pharmacovigilance.
PMID:30649749
Predicting adverse drug reactions through interpretable deep learning framework.
PMID:30591036
Adverse Drug Reaction Predictions Using Stacking Deep Heterogeneous Information Network Embedding Approach.
PMID:30518099
Extraction of Information Related to Adverse Drug Events from Electronic Health Record Notes: Design of an End-to-End Model Based on Deep Learning.
PMID:30478023
In Silico Profiling of Clinical Phenotypes for Human Targets Using Adverse Event Data.
PMID:30477159
LPTK: a linguistic pattern-aware dependency tree kernel approach for the BioCreative VI CHEMPROT task.
PMID:30346607
Rationalizing Secondary Pharmacology Screening Using Human Genetic and Pharmacological Evidence.
PMID:30346593
Machine Learning for Drug-Target Interaction Prediction.
PMID:30200333
Mining FDA resources to compute population-specific frequencies of adverse drug reactions.
PMID:30197820
Prediction of Novel Drugs and Diseases for Hepatocellular Carcinoma Based on Multi-Source Simulated Annealing Based Random Walk.
PMID:30173379
HARNESSING SOCIAL MEDIA FOR HEALTH INFORMATION MANAGEMENT.
PMID:30147636
System Pharmacology-Based Strategy to Decode the Synergistic Mechanism of Zhi-zhu Wan for Functional Dyspepsia.
PMID:30127739
Annotation and detection of drug effects in text for pharmacovigilance.
PMID:30105604
Computational resources associating diseases with genotypes, phenotypes and exposures.
PMID:30102366
Adverse Drug Reaction Related Post Detecting Using Sentiment Feature.
PMID:30087872
An Integrated Local Classification Model of Predicting Drug-Drug Interactions via Dempster-Shafer Theory of Evidence.
PMID:30087377
Learning predictive models of drug side-effect relationships from distributed representations of literature-derived semantic predications.
PMID:30010902
Inferring potential small molecule-miRNA association based on triple layer heterogeneous network.
PMID:29943160
Ontology-based literature mining and class effect analysis of adverse drug reactions associated with neuropathy-inducing drugs.
PMID:29880031
Predicting Adverse Drug Effects from Literature- and Database-Mined Assertions.
PMID:29876834
Causal Phenotyping for Susceptibility to Cardiotoxicity from Antineoplastic Breast Cancer Medications.
PMID:29854236
In Silico Pharmacoepidemiologic Evaluation of Drug-Induced Cardiovascular Complications Using Combined Classifiers.
PMID:29712429
Realizing drug repositioning by adapting a recommendation system to handle the process.
PMID:29649971
A two-tiered unsupervised clustering approach for drug repositioning through heterogeneous data integration.
PMID:29642848
Comparing the performance of meta-classifiers-a case study on selected imbalanced data sets relevant for prediction of liver toxicity.
PMID:29626291
Predicting serious rare adverse reactions of novel chemicals.
PMID:29617731
In Silico Prediction of Chemical Toxicity for Drug Design Using Machine Learning Methods and Structural Alerts.
PMID:29515993
A hierarchical anatomical classification schema for prediction of phenotypic side effects.
PMID:29494708
Recon3D enables a three-dimensional view of gene variation in human metabolism.
PMID:29457794
Prediction of Effective Drug Combinations by an Improved Naïve Bayesian Algorithm.
PMID:29401735
In silico profiling of systemic effects of drugs to predict unexpected interactions.
PMID:29371651
Putative functional genes in idiopathic dilated cardiomyopathy.
PMID:29311597
A unified frame of predicting side effects of drugs by using linear neighborhood similarity.
PMID:29297371
Phenotyping and Visualizing Infusion-Related Reactions for Breast Cancer Patients.
PMID:29295166
Towards Large-scale Twitter Mining for Drug-related Adverse Events.
PMID:28967001
A network integration approach for drug-target interaction prediction and computational drug repositioning from heterogeneous information.
PMID:28924171
Uncover the Underlying Mechanism of Drug-Induced Myopathy by Using Systems Biology Approaches.
PMID:28831389
Large-Scale Analysis of Drug Side Effects via Complex Regulatory Modules Composed of microRNAs, Transcription Factors and Gene Sets.
PMID:28729650
A simple mathematical approach to the analysis of polypharmacology and polyspecificity data.
PMID:28690829
TCM-Mesh: The database and analytical system for network pharmacology analysis for TCM preparations.
PMID:28588237
Trk Receptors and Neurotrophin Cross-Interactions: New Perspectives Toward Manipulating Therapeutic Side-Effects.
PMID:28515680
Neuro-symbolic representation learning on biological knowledge graphs.
PMID:28449114
Learning from biomedical linked data to suggest valid pharmacogenes.
PMID:28427468
Use of Graph Database for the Integration of Heterogeneous Biological Data.
PMID:28416946
Predicting neurological Adverse Drug Reactions based on biological, chemical and phenotypic properties of drugs using machine learning models.
PMID:28408735
The anatomy of phenotype ontologies: principles, properties and applications.
PMID:28387809
Computational Drug Repositioning Using Continuous Self-Controlled Case Series.
PMID:28316874
Embedding of semantic predications.
PMID:28284761
Data-Driven Prediction of Beneficial Drug Combinations in Spontaneous Reporting Systems.
PMID:28269877
Positive-Unlabeled Learning for inferring drug interactions based on heterogeneous attributes.
PMID:28249566
Curated human hyperbilirubinemia data and the respective OATP1B1 and 1B3 inhibition predictions.
PMID:28243614
Large-scale bioactivity analysis of the small-molecule assayed proteome.
PMID:28178331
Predicting Drug-Induced Cholestasis with the Help of Hepatic Transporters-An in Silico Modeling Approach.
PMID:28166633
A physarum-inspired prize-collecting steiner tree approach to identify subnetworks for drug repositioning.
PMID:28105946
Standard-based comprehensive detection of adverse drug reaction signals from nursing statements and laboratory results in electronic health records.
PMID:28087585
Predicting potential drug-drug interactions by integrating chemical, biological, phenotypic and network data.
PMID:28056782
Drug-drug interaction discovery and demystification using Semantic Web technologies.
PMID:28031284
XTalkDB: a database of signaling pathway crosstalk.
PMID:27899583
Integrating Clinical Phenotype and Gene Expression Data to Prioritize Novel Drug Uses.
PMID:27860440
Large-scale identification of adverse drug reaction-related proteins through a random walk model.
PMID:27805066
Side effect profile similarities shared between antidepressants and immune-modulators reveal potential novel targets for treating major depressive disorders.
PMID:27765060
Prediction of new drug indications based on clinical data and network modularity.
PMID:27678071
A Data-Driven Approach to Predicting Successes and Failures of Clinical Trials.
PMID:27642066
Big Data Mining and Adverse Event Pattern Analysis in Clinical Drug Trials.
PMID:27631620
Sieve-based coreference resolution enhances semi-supervised learning model for chemical-induced disease relation extraction.
PMID:27630201
bioassayR: Cross-Target Analysis of Small Molecule Bioactivity.
PMID:27367556
Using Social Media Data to Identify Potential Candidates for Drug Repurposing: A Feasibility Study.
PMID:27311964
Combining machine learning, crowdsourcing and expert knowledge to detect chemical-induced diseases in text.
PMID:27307137
IDAAPM: integrated database of ADMET and adverse effects of predictive modeling based on FDA approved drug data.
PMID:27303447
DrugQuest - a text mining workflow for drug association discovery.
PMID:27295093
Overlap in drug-disease associations between clinical practice guidelines and drug structured product label indications.
PMID:27277160
The role of drug profiles as similarity metrics: applications to repurposing, adverse effects detection and drug-drug interactions.
PMID:27273288
An Integrated Data Driven Approach to Drug Repositioning Using Gene-Disease Associations.
PMID:27196054
Drug-induced adverse events prediction with the LINCS L1000 data.
PMID:27153606
Ligand cluster-based protein network and ePlatton, a multi-target ligand finder.
PMID:27143991
In silico methods for drug repurposing and pharmacology.
PMID:27080087
Opportunities for Web-based Drug Repositioning: Searching for Potential Antihypertensive Agents with Hypotension Adverse Events.
PMID:27036325
CD-REST: a system for extracting chemical-induced disease relation in literature.
PMID:27016700
Illuminating drug action by network integration of disease genes: a case study of myocardial infarction.
PMID:27004607
Disease-drug database for pharmacogenomic-based prescribing.
PMID:26940584
BATMAN-TCM: a Bioinformatics Analysis Tool for Molecular mechANism of Traditional Chinese Medicine.
PMID:26879404
ChemProt-3.0: a global chemical biology diseases mapping.
PMID:26876982
Bridging semantics and syntax with graph algorithms-state-of-the-art of extracting biomedical relations.
PMID:26851224
Improved prediction of drug-target interactions using regularized least squares integrating with kernel fusion technique.
PMID:26851083
Network-based in silico drug efficacy screening.
PMID:26831545
A multiple kernel learning algorithm for drug-target interaction prediction.
PMID:26801218
Mapping the effects of drugs on the immune system.
PMID:26619012
Dealing with the Data Deluge: Handling the Multitude Of Chemical Biology Data Sources.
PMID:26609498
A Multiagent System for Integrated Detection of Pharmacovigilance Signals.
PMID:26590975
Systems biology approaches for identifying adverse drug reactions and elucidating their underlying biological mechanisms.
PMID:26559926
PharmDB-K: Integrated Bio-Pharmacological Network Database for Traditional Korean Medicine.
PMID:26555441
Next generation informatics for big data in precision medicine era.
PMID:26539249
Predicting drug side effects by multi-label learning and ensemble learning.
PMID:26537615
Inferring Infection Patterns Based on a Connectivity Map of Host Transcriptional Responses.
PMID:26508266
PDID: database of molecular-level putative protein-drug interactions in the structural human proteome.
PMID:26504143
Systematic analysis of the associations between adverse drug reactions and pathways.
PMID:26495310
Methods for biological data integration: perspectives and challenges.
PMID:26490630
The SIDER database of drugs and side effects.
PMID:26481350
Predicting Pharmacodynamic Drug-Drug Interactions through Signaling Propagation Interference on Protein-Protein Interaction Networks.
PMID:26469276
Integrating Multiple Evidence Sources to Predict Adverse Drug Reactions Based on a Systems Pharmacology Model.
PMID:26451329
A heuristic approach to determine an appropriate number of topics in topic modeling.
PMID:26424364
The digital revolution in phenotyping.
PMID:26420780
Identifying problematic drugs based on the characteristics of their targets.
PMID:26388775
Leveraging MEDLINE indexing for pharmacovigilance - Inherent limitations and mitigation strategies.
PMID:26342964
Geroprotectors.org: a new, structured and curated database of current therapeutic interventions in aging and age-related disease.
PMID:26342919
Desiderata for computable representations of electronic health records-driven phenotype algorithms.
PMID:26342218
Medication-indication knowledge bases: a systematic review and critical appraisal.
PMID:26335981
Mining Electronic Health Records using Linked Data.
PMID:26306276
Adverse Drug Events-based Tumor Stratification for Ovarian Cancer Patients Receiving Platinum Therapy.
PMID:26306234
Towards a Computable Data Corpus of Temporal Correlations between Drug Administration and Lab Value Changes.
PMID:26301507
Label Propagation Prediction of Drug-Drug Interactions Based on Clinical Side Effects.
PMID:26196247
Relating Essential Proteins to Drug Side-Effects Using Canonical Component Analysis: A Structure-Based Approach.
PMID:26121262
Publisher’s Note:Abstraction for data integration:Fusing mammalian molecular, cellular and phenotype big datasets for better knowledge extraction.
PMID:26101093
Exploring Spanish health social media for detecting drug effects.
PMID:26100267
Improving compound-protein interaction prediction by building up highly credible negative samples.
PMID:26072486
A survey on the computational approaches to identify drug targets in the postgenomic era.
PMID:26060814
Automatic Identification of Messages Related to Adverse Drug Reactions from Online User Reviews using Feature-based Classification.
PMID:26060719
Comprehensive prediction of drug-protein interactions and side effects for the human proteome.
PMID:26057345
Pharmacogenomic and clinical data link non-pharmacokinetic metabolic dysregulation to drug side effect pathogenesis.
PMID:26055627
Analysis of the human diseasome using phenotype similarity between common, genetic, and infectious diseases.
PMID:26051359
Targets of drugs are generally, and targets of drugs having side effects are specifically good spreaders of human interactome perturbations.
PMID:25960144
Towards drug repositioning: a unified computational framework for integrating multiple aspects of drug similarity and disease similarity.
PMID:25954437
Adverse Drug Event-based Stratification of Tumor Mutations: A Case Study of Breast Cancer Patients Receiving Aromatase Inhibitors.
PMID:25954427
Pharmacovigilance on twitter? Mining tweets for adverse drug reactions.
PMID:25954400
Automatic extraction of drug indications from FDA drug labels.
PMID:25954385
Characterizing the sublanguage of online breast cancer forums for medications, symptoms, and emotions.
PMID:25954356
Learning to identify treatment relations in clinical text.
PMID:25954330
Exploring adverse drug events at the class level.
PMID:25937884
Extracting research-quality phenotypes from electronic health records to support precision medicine.
PMID:25937834
Prescription sequence symmetry analysis: assessing risk, temporality, and consistency for adverse drug reactions across datasets in five countries.
PMID:25907076
GraphSAW: a web-based system for graphical analysis of drug interactions and side effects using pharmaceutical and molecular data.
PMID:25881043
The role of ontologies in biological and biomedical research: a functional perspective.
PMID:25863278
Comparing a knowledge-driven approach to a supervised machine learning approach in large-scale extraction of drug-side effect relationships from free-text biomedical literature.
PMID:25860223
A survey of current trends in computational drug repositioning.
PMID:25832646
Mining severe drug-drug interaction adverse events using Semantic Web technologies: a case study.
PMID:25829948
Ranking adverse drug reactions with crowdsourcing.
PMID:25800813
Similarity-based search of model organism, disease and drug effect phenotypes.
PMID:25763178
Pharmacovigilance from social media: mining adverse drug reaction mentions using sequence labeling with word embedding cluster features.
PMID:25755127
FXR antagonism of NSAIDs contributes to drug-induced liver injury identified by systems pharmacology approach.
PMID:25631039
Mining hidden knowledge for drug safety assessment: topic modeling of LiverTox as a case study.
PMID:25559675
Portable automatic text classification for adverse drug reaction detection via multi-corpus training.
PMID:25451103
Combining automatic table classification and relationship extraction in extracting anticancer drug-side effect pairs from full-text articles.
PMID:25445920
A chemo-centric view of human health and disease.
PMID:25435099
Systematic prediction of drug combinations based on clinical side-effects.
PMID:25418113
ADReCS: an ontology database for aiding standardization and hierarchical classification of adverse drug reaction terms.
PMID:25361966
Mining adverse drug reactions from online healthcare forums using hidden Markov model.
PMID:25341686
Assessing the role of a medication-indication resource in the treatment relation extraction from clinical text.
PMID:25336593
An Ensemble Approach for Drug Side Effect Prediction.
PMID:25327524
Organ system heterogeneity DB: a database for the visualization of phenotypes at the organ system level.
PMID:25313158
Improving postapproval drug safety surveillance: getting better information sooner.
PMID:25292435
Adverse drug reaction prediction using scores produced by large-scale drug-protein target docking on high-performance computing machines.
PMID:25191698
A systematic investigation of computation models for predicting Adverse Drug Reactions (ADRs).
PMID:25180585
Text mining for adverse drug events: the promise, challenges, and state of the art.
PMID:25151493
Concordance and predictive value of two adverse drug event data sets.
PMID:25149292
Lean Big Data integration in systems biology and systems pharmacology.
PMID:25109570
A phenome-guided drug repositioning through a latent variable model.
PMID:25103881
Systematic analysis of gene properties influencing organ system phenotypes in mammalian perturbations.
PMID:25061072
Identifying plausible adverse drug reactions using knowledge extracted from the literature.
PMID:25046831
Automatic construction of a large-scale and accurate drug-side-effect association knowledge base from biomedical literature.
PMID:24928448
Targeting molecular networks for drug research.
PMID:24926314
Integrated systems pharmacology analysis of clinical drug-induced peripheral neuropathy.
PMID:24827872
Machine learning-based prediction of drug-drug interactions by integrating drug phenotypic, therapeutic, chemical, and genomic properties.
PMID:24644270
Automated detection of off-label drug use.
PMID:24586689
Integrating systems biology sources illuminates drug action.
PMID:24577151
Inferring protein domains associated with drug side effects based on drug-target interaction network.
PMID:24565527
A pipeline to extract drug-adverse event pairs from multiple data sources.
PMID:24559132
Exploring the relationship between drug side-effects and therapeutic indications.
PMID:24551427
Validation and enhancement of a computable medication indication resource (MEDI) using a large practice-based dataset.
PMID:24551419
Construction of drug network based on side effects and its application for drug repositioning.
PMID:24505324
Identifying tinnitus-related genes based on a side-effect network analysis.
PMID:24477090
Lessons learned from developing a drug evidence base to support pharmacovigilance.
PMID:24454585
Large-scale combining signals from both biomedical literature and the FDA Adverse Event Reporting System (FAERS) to improve post-marketing drug safety signal detection.
PMID:24428898
Determining molecular predictors of adverse drug reactions with causality analysis based on structure learning.
PMID:24334612
Learning signals of adverse drug-drug interactions from the unstructured text of electronic health records.
PMID:24303305
Drug-target interaction prediction by integrating chemical, genomic, functional and pharmacological data.
PMID:24297542
STITCH 4: integration of protein-chemical interactions with user data.
PMID:24293645
A CTD-Pfizer collaboration: manual curation of 88,000 scientific articles text mined for drug-disease and drug-phenotype interactions.
PMID:24288140
Predicting drug-target interactions using drug-drug interactions.
PMID:24278248
Drug repositioning by kernel-based integration of molecular structure, molecular activity, and phenotype data.
PMID:24244318
Toward better drug repositioning: prioritizing and integrating existing methods into efficient pipelines.
PMID:24239728
Using aggregated, de-identified electronic health record data for multivariate pharmacosurveillance: a case study of azathioprine.
PMID:24177317
Mouse model phenotypes provide information about human drug targets.
PMID:24158600
Mining clinical text for signals of adverse drug-drug interactions.
PMID:24158091
DGIdb: mining the druggable genome.
PMID:24122041
Predicting drugs side effects based on chemical-chemical interactions and protein-chemical interactions.
PMID:24078917
Target inhibition networks: predicting selective combinations of druggable targets to block cancer survival pathways.
PMID:24068907
Network-based approaches in drug discovery and early development.
PMID:24025802
Searching for synergies: matrix algebraic approaches for efficient pair screening.
PMID:23935877
Target essentiality and centrality characterize drug side effects.
PMID:23874169
Comparison of ultra-fast 2D and 3D ligand and target descriptors for side effect prediction and network analysis in polypharmacology.
PMID:23826885
Compensating for literature annotation bias when predicting novel drug-disease relationships through Medical Subject Heading Over-representation Profile (MeSHOP) similarity.
PMID:23819887
Integrative relational machine-learning for understanding drug side-effect profiles.
PMID:23802887
Postmarket drug surveillance without trial costs: discovery of adverse drug reactions through large-scale analysis of web search queries.
PMID:23778053
Network2Canvas: network visualization on a canvas with enrichment analysis.
PMID:23749960
Predicting the Drug Safety for Traditional Chinese Medicine through a Comparative Analysis of Withdrawn Drugs Using Pharmacological Network.
PMID:23737823
Toward creation of a cancer drug toxicity knowledge base: automatically extracting cancer drug-side effect relationships from the literature.
PMID:23686935
GeneSetDB: A comprehensive meta-database, statistical and visualisation framework for gene set analysis.
PMID:23650583
Systematic identification of proteins that elicit drug side effects.
PMID:23632385
Characterization of drug-induced transcriptional modules: towards drug repositioning and functional understanding.
PMID:23632384
Protein sets define disease states and predict in vivo effects of drug treatment.
PMID:23579186
Development and evaluation of an ensemble resource linking medications to their indications.
PMID:23576672
Pharmacovigilance using clinical notes.
PMID:23571773
A semi-supervised approach to extract pharmacogenomics-specific drug-gene pairs from biomedical literature for personalized medicine.
PMID:23570835
Systematic prediction of pharmacodynamic drug-drug interactions through protein-protein-interaction network.
PMID:23555229
Network pharmacology strategies toward multi-target anticancer therapies: from computational models to experimental design principles.
PMID:23530504
Applications of the InChI in cheminformatics with the CDK and Bioclipse.
PMID:23497723
Informatics confronts drug-drug interactions.
PMID:23414686
Structure and dynamics of molecular networks: a novel paradigm of drug discovery: a comprehensive review.
PMID:23384594
Dynamic enhancement of drug product labels to support drug safety, efficacy, and effectiveness.
PMID:23351881
Profiling structured product labeling with NDF-RT and RxNorm.
PMID:23256517
Extraction of potential adverse drug events from medical case reports.
PMID:23256479
Structure-function studies with G protein-coupled receptors as a paradigm for improving drug discovery and development of therapeutics.
PMID:23213015
Text-mining solutions for biomedical research: enabling integrative biology.
PMID:23150036
Characterizing the network of drugs and their affected metabolic subpathways.
PMID:23112813
Investigating drug repositioning opportunities in FDA drug labels through topic modeling.
PMID:23046522
Drug target prediction using adverse event report systems: a pharmacogenomic approach.
PMID:22962489
Relating drug-protein interaction network with drug side effects.
PMID:22962476
Getting personalized cancer genome analysis into the clinic: the challenges in bioinformatics.
PMID:22839973
Mining the pharmacogenomics literature--a survey of the state of the art.
PMID:22833496
INDI: a computational framework for inferring drug interactions and their associated recommendations.
PMID:22806140
Large-scale prediction and testing of drug activity on side-effect targets.
PMID:22722194
Large-scale prediction of adverse drug reactions using chemical, biological, and phenotypic properties of drugs.
PMID:22718037
Translational bioinformatics: linking the molecular world to the clinical world.
PMID:22549287
Data-driven prediction of drug effects and interactions.
PMID:22422992
Predicting adverse side effects of drugs.
PMID:22369493
A Database of Gene-Environment Interactions Pertaining to Blood Lipid Traits, Cardiovascular Disease and Type 2 Diabetes.
PMID:22328972
Large-scale elucidation of drug response pathways in humans.
PMID:22300318
Associating Drugs, Targets and Clinical Outcomes into an Integrated Network Affords a New Platform for Computer-Aided Drug Repurposing.
PMID:22287994
Recycling side-effects into clinical markers for drug repositioning.
PMID:22283977
Semantically enabling pharmacogenomic data for the realization of personalized medicine.
PMID:22256869
Prediction of drug combinations by integrating molecular and pharmacological data.
PMID:22219721
Predicting adverse drug events from personal health messages.
PMID:22195073
Translating clinical findings into knowledge in drug safety evaluation--drug induced liver injury prediction system (DILIps).
PMID:22194678
STITCH 3: zooming in on protein-chemical interactions.
PMID:22075997
Computational toxicology using the OpenTox application programming interface and Bioclipse.
PMID:22075173
SuperTarget goes quantitative: update on drug-target interactions.
PMID:22067455
Chemical structural novelty: on-targets and off-targets.
PMID:21916467
Network neighbors of drug targets contribute to drug side-effect similarity.
PMID:21765950
2010 translational bioinformatics year in review.
PMID:21672905
PREDICT: a method for inferring novel drug indications with application to personalized medicine.
PMID:21654673
Predicting drug side-effect profiles: a chemical fragment-based approach.
PMID:21586169
Linked open drug data for pharmaceutical research and development.
PMID:21575203
Building the process-drug-side effect network to discover the relationship between biological processes and side effects.
PMID:21489221
ADESSA: A Real-Time Decision Support Service for Delivery of Semantically Coded Adverse Drug Event Data.
PMID:21346964
PROMISCUOUS: a database for network-based drug-repositioning.
PMID:21071407
Recent progress in automatically extracting information from the pharmacogenomic literature.
PMID:21047206
Towards a unifying, systems biology understanding of large-scale cellular death and destruction caused by poorly liganded iron: Parkinson's, Huntington's, Alzheimer's, prions, bactericides, chemical toxicology and others as examples.
PMID:20967426
ChemProt: a disease chemical biology database.
PMID:20935044
Reconstruction and flux-balance analysis of the Plasmodium falciparum metabolic network.
PMID:20823846
A structure-based approach for mapping adverse drug reactions to the perturbation of underlying biological pathways.
PMID:20808786
Drug discovery in a multidimensional world: systems, patterns, and networks.
PMID:20677029
Network-based relating pharmacological and genomic spaces for drug target identification.
PMID:20668676