Drug Discovery Resources
Drug Discovery Tools & Databases
TargetDys Informatics is a growing hub of easy-to-understand drug discovery resources. We make it simple for professionals to gain practical insights without wading through countless textbooks.
Medicinal Chemistry & Design Tools
SwissBioisostere | Isostere database
• Suggests isosteric replacements for molecular fragments
• Supports scaffold hopping and lead optimization
SwissADME | ADMET prediction tool
• Computes physicochemical properties (LogP, solubility, TPSA)
• Predicts absorption and lipophilicity reliably
admetSAR | ADMET prediction tool
• Extensive ADMET database with broad coverage
• Unique absorption modeling compared to other tools
BioTransformer 3.0 | ADMET prediction tool
• Comprehensive ADMET predictions across all properties
• Accurate coverage of absorption, distribution, metabolism, excretion, and toxicity
DrugLogit | Drug-like prediction tool
• Classifies compounds as drug or non-drug
• Predicts therapeutic category for early triage
FAF-Drugs4 | ADMET prediction tool
• Filters large compound libraries efficiently
• Estimates solubility (Log S) and lipophilicity (Log P)
MetaTox | ADMET prediction tool
• Predicts metabolic pathways of structures
• Assesses toxicity risks of proposed compounds
NERDD | ADMET prediction tool
• Focused on CYP substrate/inhibitor activity
• Predicts metabolic liabilities related to CYP enzymes
OCHEM | ADMET prediction tool
• Provides CYP450 metabolism predictions
• Offers solubility estimates close to experimental values.
OSCADD | ADMET prediction tool
• Hosts multiple drug discovery tools in one platform
• Includes inhibitor prediction, ADMET properties, and toxicity modules
pkCSM | ADMET prediction tool
• Uses graph-based signatures for PK predictions
• Covers absorption, distribution, metabolism, and excretion
PreADMET | ADMET prediction tool
• Estimates intestinal absorption (Caco-2, HIA)
• Strong predictor of permeability characteristics
SMARTCyp | ADMET prediction tool
• Predicts metabolic stability of molecules
• Identifies CYP sites of metabolism
vNN-ADMET | ADMET prediction tool
• Employs variable nearest-neighbor methodology
• Enables building custom ADMET prediction models
Way2Drug - PASS Online | ADMET prediction tool
• Multi-functional predictor of drug properties
• Covers mechanisms of action, ADMET, and metabolic sites
Protein Sequence & Structure Databases
UniProt | Protein sequence resource
• Provides curated protein sequence data
• Offers tools for sequence alignments and similarity searches
RCSB Protein Data Bank (PDB) | Protein crystal structure database
• Repository of highly curated protein crystal structures
• Includes links to primary references and protein–inhibitor complexes
Cambridge Structural Database (CSD) | Crystal structure database
• World’s largest database of curated small-molecule crystal structures
• Covers organic and metal-organic compounds with enhanced metadata
KLIFS | Kinase structural database
• Searchable database of kinase structures
• Provides ligand-binding information with direct PDB links
MRC Kinase Profiling Inhibitor Database | TKI activity database
• Collects selectivity and activity data for kinase inhibitors
• Useful for profiling TKIs across multiple targets
GPCRdb | GPCR database
• Comprehensive GPCR-focused database
• Includes crystal structures, sequence alignments, and ligand data
Target-Specific Databases
Binding & Bioactivity Data
BindingDB | Binding data database
• Curated database of binding data from publications, patents, and crystal structures
• Useful for identifying previously reported inhibitors for a target class
Chemical Probes Portal | Chemical probe database
• High-quality, manually curated database of biologically active compounds
• Includes expert reviews to help avoid unreliable or misleading chemical tools
PKIDB | Kinase inhibitor database
• Curated collection of protein kinase inhibitors in clinical trials
• Focused on tracking TKIs with clinical relevance and development status
Genomics & Pharmacogenomics
PharmGKB | Pharmacogenomics tool
• Collects curated information on how genetic variation influences drug responses
• Supports pharmacogenomic research and personalized medicine approaches
Targets | Drug target tool
• Integrates GWAS and functional genomic data to identify disease-associated targets
• Facilitates systematic prioritization of drug targets for therapeutic development
Specialized Structural & Visualization Tools
The Most Common Linkers in Bioactive Molecules and Their Bioisosteric Replacement Network | ChemRxiv paper
• Collects linkers from bioactive molecules and describes their properties
• Provides a method for searching similar linkers for medicinal chemistry
Database of 4 Million Medicinal Chemistry-Relevant Ring Systems | J. Chem. Inf. Model. paper
• Contains 4 million curated ring systems relevant to drug design
• Offers a massive resource for scaffold and ring exploration
Ring Replacement Recommender | Isostere database
• Suggests analogs of ring systems based on structure–activity data
• Useful for isosteric replacement and scaffold optimization
Molecule Cloud Generator | Molecular cluster visualization tool
• Visualizes large collections of molecules in cluster “clouds”
• Highlights common structural features from high-throughput or virtual screens
Pharmacology & Drug Databases
IUPHAR/BPS Guide to Pharmacology | Pharmacology database
The IUPHAR/BPS Guide to Pharmacology is an excellent reference website containing a searchable database of drug targets, ligands, and diseases.
DrugBank | Drug database
DrugBank is a convenient secondary database to look up drug properties, references, and other information when starting a search on an investigational or clinical molecule.
DrugCentral | Drug property database
DrugCentral offers a searchable database of drugs with annotated properties collected from the literature along with some calculated properties
PubChem | Molecule database
NIH's PubChem is an open database with comprehensive links on literature, patents, assays, and other information on compounds.
ChEMBL Database | Database of bioactive molecules
The ChEMBL Database collects chemical, biocactivity, and genomic data on molecules with drug-like properties.
ChemSpiderCompound database
Owned by the RSC, ChemSpider is a database of more than 120 million compounds with structures, properties, and other data.
Chemical Entities of Biological Interest (ChEBI) | Small molecule database
Chemical Entities of Biological Interest (ChEBI) is a searchable database of small molecules that are biologically active.
CompTox Chemicals Dashboard | Chemical toxicity database
The CompTox Chemicals Database, run by the US EPA, is a collection of toxicity and exposure data for more than 1 million compounds.
Patents & Withdrawn Drugs
PATENTSCOPE | International patent database
WIPO's PATENTSCOPE is the most comprehensive searchable database for international patents.
SureChEMBL | Drug patent and properties database
SureChEMBL extracts data and structures of compounds from patents. It's a good resource for exploring molecules in drug discovery.
Withdrawn 2.0 | Database of withdrawn drugs
Withdrawn is a curated database of drugs that have been withdrawn for various reasons. It includes information like side effects, toxicity, and targets. The database is a valuable educational source to learn about what to be careful of when designing new drugs and why.
Industry & CRO Resources
Biocom CRO Directory | CRO directory
Biocom is a trade group of industry suppliers that maintains a directory of CROs that can be useful when looking for partners.
Clinical & Regulatory Resources
ClinicalTrials.gov | Clinical trials database
The US NIH's Clinical Trials database is a powerful tool to find primary data and status updates on investigational molecules.
ClinicalTrialsRegister.eu | Clinical trials database
The EU Clinical Trials Register is a database of primary data and status updates on investigational molecules in the EU.
FDA Orange Book | Drug patent and properties database
The FDA Orange Book contains information about patented drugs, including expiration dates on APIs and formulations.
Drugs@FDA | FDA Approved Drugs database
Drugs@FDA is a searchable database of information on almost all drugs approved by the FDA. Information includes drug approval history and postmarket drug safety and medication guides.
FDA Online Label Repository | FDA drug label database
The FDA is ultimately the most trustworthy and reliable source of drug-related information online. This website contains a searchable database of approved drugs with links to primary data. The FDA also has some online tools to do deep searches on all labels.
RxList | Drug information database
RxList is an easily searchable and readable database of drug properties, side effects, trial information, and more extracted from drug labels.
CenterWatch | Clinical trial information database
CenterWatch collects clinical trial information for both professionals and patients.
Merck Manuals | Drug information database
The Merck Manuals are a well-known collection of drug data and information.
Citeline | Database of clinical development information
Citeline is a commercial database of information on clinical programs with information on topics like regulatory planning, clinical sites and investigators, and patient enrollment useful for preparing for development issues.
Cortellis | Database of investigational and approved drug information
Cortellis is well-annotated commercial database of information on everything drug-related, from drug discovery to clinical development to commercialization.
Clinical Drug Experience Knowledgebase (CDEK) | Clinical experience database
CDEK is an open database of information on clinical candidates, with trial details and links out to other databases.
