Improved approach for proteochemometrics modeling : application to organic compound--amine G protein-coupled receptor interactions

• MOTIVATION: Proteochemometrics is a novel technology for the analysis of interactions of series of proteins with series of ligands. We have here customized it for analysis of large datasets and evaluated it for the modeling of the interaction of psychoactive organic amines with all the five known families of amine G protein-coupled receptors (GPCRs). RESULTS: The model exploited data for the binding of 22 compounds to 31 amine GPCRs, correlating chemical descriptions and cross-descriptions of compounds and receptors to binding affinity using a novel strategy. A highly valid model (q2 = 0.76) was obtained which was further validated by external predictions using data for 10 other entirely independent compounds, yielding the high q2ext = 0.67. Interpretation of the model reveals molecular interactions that govern psychoactive organic amines overall affinity for amine GPCRs, as well as their selectivity for particular amine GPCRs. The new modeling procedure allows us to obtain fully interpretable proteochemometrics models using essentially unlimited number of ligand and protein descriptors.

Ämnesord

MEDICIN OCH HÄLSOVETENSKAP  -- Medicinska och farmaceutiska grundvetenskaper -- Farmaceutiska vetenskaper (hsv//swe)

MEDICAL AND HEALTH SCIENCES  -- Basic Medicine -- Pharmaceutical Sciences (hsv//eng)

Nyckelord

Amines/chemistry

Binding Sites

Chemistry; Organic/*methods

Cluster Analysis

Databases; Factual

Drug Interactions

Hydrogen-Ion Concentration

Least-Squares Analysis

Ligands

Models; Biological

Models; Chemical

Models; Molecular

Models; Statistical

Models; Theoretical

Mutagenesis

Pharmacology/methods

Protein Binding

Proteomics/*methods

Receptors; G-Protein-Coupled/*chemistry

Research Support; Non-U.S. Gov't

PHARMACY

FARMACI

Publikations- och innehållstyp

ref (ämneskategori)

art (ämneskategori)