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Application of Sensitivity Analysis to Discover Potential Molecular Drug Targets.

Authors :
Kardynska M
Smieja J
Paszek P
Puszynski K
Source :
International journal of molecular sciences [Int J Mol Sci] 2022 Jun 13; Vol. 23 (12). Date of Electronic Publication: 2022 Jun 13.
Publication Year :
2022

Abstract

Mathematical modeling of signaling pathways and regulatory networks has been supporting experimental research for some time now. Sensitivity analysis, aimed at finding model parameters whose changes yield significantly altered cellular responses, is an important part of modeling work. However, sensitivity methods are often directly transplanted from analysis of technical systems, and thus, they may not serve the purposes of analysis of biological systems. This paper presents a novel sensitivity analysis method that is particularly suited to the task of searching for potential molecular drug targets in signaling pathways. Using two sample models of pathways, p53/Mdm2 regulatory module and IFN-β-induced JAK/STAT signaling pathway, we show that the method leads to biologically relevant conclusions, identifying processes suitable for targeted pharmacological inhibition, represented by the reduction of kinetic parameter values. That, in turn, facilitates subsequent search for active drug components.

Details

Language :
English
ISSN :
1422-0067
Volume :
23
Issue :
12
Database :
MEDLINE
Journal :
International journal of molecular sciences
Publication Type :
Academic Journal
Accession number :
35743048
Full Text :
https://doi.org/10.3390/ijms23126604