Structure-based virtual screening of the PubChem database followed by ML and similarity-based searching along with MD simulation were carried out to identify potential β1- and β2-AR ligands for therapeutic applications in cardiovascular diseases. This evidence concerns the gene ADRB2 and cardiovascular disorder.