Computational approaches for analyzing information flow in biological networks

B Kholodenko, MB Yaffe, W Kolch - Science signaling, 2012 - science.org
The advancements in “omics”(proteomics, genomics, lipidomics, and metabolomics)
technologies have yielded large inventories of genes, transcripts, proteins, and metabolites …

Rule‐based modeling: a computational approach for studying biomolecular site dynamics in cell signaling systems

LA Chylek, LA Harris, CS Tung… - … Systems Biology and …, 2014 - Wiley Online Library
Rule‐based modeling was developed to address the limitations of traditional approaches for
modeling chemical kinetics in cell signaling systems. These systems consist of multiple …

[HTML][HTML] Automated adaptive inference of phenomenological dynamical models

BC Daniels, I Nemenman - Nature communications, 2015 - nature.com
Dynamics of complex systems is often driven by large and intricate networks of microscopic
interactions, whose sheer size obfuscates understanding. With limited experimental data …

Rule-based modeling of biochemical systems with BioNetGen

JR Faeder, ML Blinov, WS Hlavacek - Systems biology, 2009 - Springer
Rule-based modeling involves the representation of molecules as structured objects and
molecular interactions as rules for transforming the attributes of these objects. The approach …

[HTML][HTML] In silico Pathway Activation Network Decomposition Analysis (iPANDA) as a method for biomarker development

IV Ozerov, KV Lezhnina, E Izumchenko… - Nature …, 2016 - nature.com
Signalling pathway activation analysis is a powerful approach for extracting biologically
relevant features from large-scale transcriptomic and proteomic data. However, modern …

Internal coarse-graining of molecular systems

J Feret, V Danos, J Krivine… - Proceedings of the …, 2009 - National Acad Sciences
Modelers of molecular signaling networks must cope with the combinatorial explosion of
protein states generated by posttranslational modifications and complex formation. Rule …

[HTML][HTML] Dissecting RAF inhibitor resistance by structure-based modeling reveals ways to overcome oncogenic RAS signaling

OS Rukhlenko, F Khorsand, A Krstic, J Rozanc… - Cell systems, 2018 - cell.com
Clinically used RAF inhibitors are ineffective in RAS mutant tumors because they enhance
homo-and heterodimerization of RAF kinases, leading to paradoxical activation of ERK …

[HTML][HTML] Oncofinder, a new method for the analysis of intracellular signaling pathway activation using transcriptomic data

AA Buzdin, AA Zhavoronkov, MB Korzinkin… - Frontiers in …, 2014 - frontiersin.org
We propose a new biomathematical method, OncoFinder, for both quantitative and
qualitative analysis of the intracellular signaling pathway activation (SPA). This method is …

Maximal aggregation of polynomial dynamical systems

L Cardelli, M Tribastone… - Proceedings of the …, 2017 - National Acad Sciences
Ordinary differential equations (ODEs) with polynomial derivatives are a fundamental tool for
understanding the dynamics of systems across many branches of science, but our ability to …

Modeling for (physical) biologists: an introduction to the rule-based approach

LA Chylek, LA Harris, JR Faeder… - Physical biology, 2015 - iopscience.iop.org
Abstract Models that capture the chemical kinetics of cellular regulatory networks can be
specified in terms of rules for biomolecular interactions. A rule defines a generalized …