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Reconstructing static and dynamic models of signaling pathways using Modular Response Analysis
Date Issued
01 June 2018
Date Available
08T09:06:36Z July 2019
Abstract
In this review we discuss the origination and evolution of Modular Response Analysis (MRA), which is a physics-based method for reconstructing quantitative topological models of biochemical pathways. We first focus on the core theory of MRA, demonstrating how both the direction and the strength of local, causal connections between network modules can be precisely inferred from the global responses of the entire network to a sufficient number of perturbations, under certain conditions. Subsequently, we analyze statistical reformulations of MRA and show how MRA is used to build and calibrate mechanistic models of biological networks. We further discuss what sets MRA apart from other network reconstruction methods and outline future directions for MRA-based methods of network reconstruction.
Sponsorship
European Commission Horizon 2020
Irish Cancer Society
Type of Material
Journal Article
Publisher
Elsevier BV
Journal
Current Opinion in Systems Biology
Volume
9
Issue
Nat Biotechnol 33 2015
Start Page
11
End Page
21
Copyright (Published Version)
2018 Elsevier
Language
English
Status of Item
Peer reviewed
ISSN
2452-3100
This item is made available under a Creative Commons License
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