Target-state uncertainty in drug discovery: when precise binding data describe the wrong system
Related Experiment Video
Updated: Nov 7, 2026

Biosensor-based High Throughput Biopanning and Bioinformatics Analysis Strategy for the Global Validation of Drug-protein Interactions
Published on: December 1, 2020
Jason M Newman1, Todd W Pascarella1, Júlio C Borges2
1Valenthos Biophysics, 1740 Robinson Ave, CA 92103, USA.
Abstract:
Binding measurements can be precise and reproducible while describing a molecular state insufficiently defined for the biological or pharmacological question. We define this problem as 'target-state uncertainty'. Experimental evidence shows that changes in conformation, assembly, post-translational modification and environment can alter ligand detection, compound ranking, affinity, function and transferability. State dependence can also be deliberately exploited when the relevant state is defined as the target. We propose target-state validation across four complementary dimensions: structure, stability, dispersity and function. This framework defines what molecular system was measured, what the resulting data can support and where their interpretation should stop.
Related Concept Videos
Physiological Pharmacokinetic Models: Assumption with Protein Binding
The Equilibrium Binding Constant and Binding Strength
The Two-State Receptor Model
The binding affinity of a drug determines its interaction with one...
Protein-Drug Binding: Determination Methods
Indirect methods involve isolating the bound drug from its free form in biological samples such as blood, serum, or plasma. These techniques aim to measure the percentage of drugs bound to proteins. Equilibrium dialysis is a commonly used method where the free drug concentration at equilibrium is measured by separating the bound...
Pharmacodynamic Models: Link Model and Systems Pharmacodynamic Model
Ligand Binding Sites
Protein-ligand interactions are quite specific; even though numerous potential ligands surround a cellular protein at any given time, only a particular ligand can bind to that protein. Moreover, a ligand binds only to a dedicated area on the surface of the protein, known as the...
