Application of Sensitivity Analysis for Molecular Drug Targets Searching with Regard to the NF-κB Signaling Pathway
Malgorzata Kardynska, Jaroslaw Smieja, and Krzysztof Puszynski
Institute of Automatic Control, Silesian University of Technology, Gliwice, Poland
Abstract—Sensitivity methods have been originally developed for analysis of technical systems. Recently these methods have gained increasing importance in the analysis of biological systems. Among others, they allow to rank parameters of mathematical model describing complex biological system, according to their influence on system behavior. These parameters represent biochemical processes crucial for a given biological system and their modification (e.g. by using pharmacological agents) may prove beneficial in the treatment of many diseases. In this work, we propose a novel method of sensitivity analysis based on the frequency distribution of a model transient response. The method may be used to find potential molecular targets for new drugs and takes into account the heterogeneity of cell population with respect to their responses to a drug agent.
Index Terms—sensitivity analysis, frequency distribution, signaling pathways, NF-κB, molecular drug targets
Cite: Malgorzata Kardynska, Jaroslaw Smieja, and Krzysztof Puszynski, "Application of Sensitivity Analysis for Molecular Drug Targets Searching with Regard to the NF-κB Signaling Pathway," International Journal of Pharma Medicine and Biological Sciences, Vol. 10, No. 2, pp. 82-87, April 2021. doi: 10.18178/ijpmbs.10.2.82-87
Copyright © 2021 by the authors. This is an open access article distributed under the Creative Commons Attribution License (CC BY-NC-ND 4.0), which permits use, distribution and reproduction in any medium, provided that the article is properly cited, the use is non-commercial and no modifications or adaptations are made.
Copyright © 2021 by the authors. This is an open access article distributed under the Creative Commons Attribution License (CC BY-NC-ND 4.0), which permits use, distribution and reproduction in any medium, provided that the article is properly cited, the use is non-commercial and no modifications or adaptations are made.