Unknown

Dataset Information

0

Protease Inhibitors in View of Peptide Substrate Databases.


ABSTRACT: Protease substrate profiling has nowadays almost become a routine task for experimentalists, and the knowledge on protease peptide substrates is easily accessible via the MEROPS database. We present a shape-based virtual screening workflow using vROCS that applies the information about the specificity of the proteases to find new small-molecule inhibitors. Peptide substrate sequences for three to four substrate positions of each substrate from the MEROPS database were used to build the training set. Two-dimensional substrate sequences were converted to three-dimensional conformations through mutation of a template peptide substrate. The vROCS query was built from single amino acid queries for each substrate position considering the relative frequencies of the amino acids. The peptide-substrate-based shape-based virtual screening approach gives good performance for the four proteases thrombin, factor Xa, factor VIIa, and caspase-3 with the DUD-E data set. The results show that the method works for protease targets with different specificity profiles as well as for targets with different active-site mechanisms. As no structure of the target and no information on small-molecule inhibitors are required to use our approach, the method has significant advantages in comparison with conventional structure- and ligand-based methods.

SUBMITTER: Waldner BJ 

PROVIDER: S-EPMC4926231 | biostudies-literature | 2016 Jun

REPOSITORIES: biostudies-literature

altmetric image

Publications

Protease Inhibitors in View of Peptide Substrate Databases.

Waldner Birgit J BJ   Fuchs Julian E JE   Schauperl Michael M   Kramer Christian C   Liedl Klaus R KR  

Journal of chemical information and modeling 20160609 6


Protease substrate profiling has nowadays almost become a routine task for experimentalists, and the knowledge on protease peptide substrates is easily accessible via the MEROPS database. We present a shape-based virtual screening workflow using vROCS that applies the information about the specificity of the proteases to find new small-molecule inhibitors. Peptide substrate sequences for three to four substrate positions of each substrate from the MEROPS database were used to build the training  ...[more]

Similar Datasets

| S-EPMC6858493 | biostudies-literature
| S-EPMC7114241 | biostudies-literature
| S-EPMC3131355 | biostudies-literature
| S-EPMC6753016 | biostudies-literature
| S-EPMC4358136 | biostudies-literature
| S-EPMC4253528 | biostudies-literature
| S-EPMC3074588 | biostudies-literature
| S-EPMC7717897 | biostudies-literature
| S-EPMC7505449 | biostudies-literature
| S-EPMC8378659 | biostudies-literature