Skip to main content
Reference Deck

Drug Discovery Glossary

Key terms and concepts used in AI-driven drug discovery and ChEMBL data analysis, paired with direct jumps into the tools that help you act on them.

Use this page as a bridge between terminology and workflow. If a concept appears in search, target snapshots, or assay analysis, the linked tool below should be the fastest next step.
Core Concepts

Research vocabulary with direct actions

Each card explains the term and points to the most relevant page or tool.

IC50
Half maximal inhibitory concentration, or the concentration needed to inhibit a biological process by 50%.
Convert IC50
pIC50
Negative log10 of IC50 in molar units. A higher pIC50 usually indicates higher potency.
Convert pIC50
Ki
Inhibition constant, used to describe binding affinity between an inhibitor and its target.
Calculate Ki
SMILES
A text notation that encodes molecular structures as strings for storage, search, and interchange.
Convert SMILES
InChI / InChIKey
Standard identifiers for chemical substances. InChIKey is a fixed-length hash optimized for lookup.
Generate InChIKey
TPSA
Topological Polar Surface Area, often used to estimate permeability and oral absorption potential.
QED
Quantitative Estimate of Drug-likeness, scored from 0 to 1 as a compact desirability signal.
Calculate QED
PAINS
Substructures that are known to produce false positives in screening assays and should be treated carefully.
Check PAINS
Lipinski's Rule of 5
Rules of thumb for oral drug-likeness based on molecular weight, LogP, and hydrogen-bond counts.
Check Ro5
ChEMBL
An open bioactivity database maintained by EMBL-EBI with compounds, assays, and target activity records.
Search ChEMBL
Serial Dilution
Stepwise dilution at a constant ratio, typically used to prepare dose-response concentration series.
Design plate
Assay Type
Categories such as Binding, Functional, ADMET, Toxicity, and Physicochemical that frame readout intent.
Filter by assay type