“…11 Toward this goal, various authors in the past used several ligand- 12 as well as structure-based in silico approaches 13,14 and hybrid methods 15,16 for toxicological profiling of lead candidates. These include QSAR, 17,18 machine-learning methods, 19,20 pharmacophore-based methods, 21,22 shape-focused approaches, molecular interaction fields (MIFs), 23 reactivity-focused techniques, 24 docking 25,26 and molecular dynamics (MD) simulation studies on different classes of modulators of CYP450, ABC transporters, and the hERG K + ion channel. 27−30 Additionally, the impact of lipophilicity on membrane permeability, bioavailability, promiscuity, drug metabolism by CYP450s, and overall ADME-Tox properties has also been reported by several authors in the past.…”