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Cathepsin S (CatS) is one of the 11 cysteine protease cathepsins which are expressed predominantly in antigen presenting cells (APC) namely B cells, macrophages and dendritic cells. CatS has been implicated in a wide range of diseases such as rheumatoid arthritis, multiple sclerosis, neuropathic pain and allergic disorders. In the present study, pharmacophore mapping studies followed by 3D QSAR analysis was undertaken for a large set of 161 molecules reported to be non-covalent binding and non-peptidic inhibitors of CatS. The activity range (IC50) of these compounds was between 2 picomolar to 100 nanomolar. A five point pharmacophore model with three hydrogen bond acceptors (A), one hydrogen bond donor (D) and one hydrophobic (H) group as pharmacophoric features was developed. The generated model showed reasonable predictive power, with a correlation coefficient Q2 of 0.607. The model …