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Towards a partial order graph for interactive pharmacophore exploration: extraction of pharmacophores activity delta
- Source :
- Journal of Cheminformatics, Vol 15, Iss 1, Pp 1-18 (2023)
- Publication Year :
- 2023
- Publisher :
- BMC, 2023.
-
Abstract
- Abstract This paper presents a novel approach called Pharmacophore Activity Delta for extracting outstanding pharmacophores from a chemogenomic dataset, with a specific focus on a kinase target known as BCR-ABL. The method involves constructing a Hasse diagram, referred to as the pharmacophore network, by utilizing the subgraph partial order as an initial step, leading to the identification of pharmacophores for further evaluation. A pharmacophore is classified as a ‘Pharmacophore Activity Delta’ if its capability to effectively discriminate between active vs inactive molecules significantly deviates (by at least δ standard deviations) from the mean capability of its related pharmacophores. Among the 1479 molecules associated to BCR-ABL binding data, 130 Pharmacophore Activity Delta were identified. The pharmacophore network reveals distinct regions associated with active and inactive molecules. The study includes a discussion on representative key areas linked to different pharmacophores, emphasizing structure–activity relationships.
Details
- Language :
- English
- ISSN :
- 17582946
- Volume :
- 15
- Issue :
- 1
- Database :
- Directory of Open Access Journals
- Journal :
- Journal of Cheminformatics
- Publication Type :
- Academic Journal
- Accession number :
- edsdoj.8b69a94ae2f424a8732b836ea448583
- Document Type :
- article
- Full Text :
- https://doi.org/10.1186/s13321-023-00782-0