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Towards a partial order graph for interactive pharmacophore exploration: extraction of pharmacophores activity delta
Etienne Lehembre1, Johanna Giovannini2, Damien Geslin2,1
1Groupe de Recherche en Informatique, Image, Automatique Et Instrumentation de Caen, Normandie Université, UNICAEN, ENSICAEN, CNRS, GREYC, 14000, Caen, France.
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.
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