Raf family kinases: old dogs have learned new tricks

D Matallanas, M Birtwistle, D Romano… - Genes & …, 2011 - journals.sagepub.com
First identified in the early 1980s as retroviral oncogenes, the Raf proteins have been the
objects of intense research. The discoveries 10 years later that the Raf family members (Raf …

Reverse engineering and identification in systems biology: strategies, perspectives and challenges

AF Villaverde, JR Banga - Journal of the Royal Society …, 2014 - royalsocietypublishing.org
The interplay of mathematical modelling with experiments is one of the central elements in
systems biology. The aim of reverse engineering is to infer, analyse and understand …

Programming biological models in Python using PySB

CF Lopez, JL Muhlich, JA Bachman… - Molecular systems …, 2013 - embopress.org
Mathematical equations are fundamental to modeling biological networks, but as networks
get large and revisions frequent, it becomes difficult to manage equations directly or to …

Autonomous discovery of unknown reaction pathways from data by chemical reaction neural network

W Ji, S Deng - The Journal of Physical Chemistry A, 2021 - ACS Publications
Chemical reactions occur in energy, environmental, biological, and many other natural
systems, and the inference of the reaction networks is essential to understand and design …

A framework for parameter estimation and model selection from experimental data in systems biology using approximate Bayesian computation

J Liepe, P Kirk, S Filippi, T Toni, CP Barnes… - Nature protocols, 2014 - nature.com
As modeling becomes a more widespread practice in the life sciences and biomedical
sciences, researchers need reliable tools to calibrate models against ever more complex …

Regulation by Ca2+-signaling pathways of adenylyl cyclases

ML Halls, DMF Cooper - Cold Spring Harbor …, 2011 - cshperspectives.cshlp.org
Interplay between the signaling pathways of the intracellular second messengers, cAMP and
Ca2+, has vital consequences for numerous essential physiological processes. Although …

Scalable parameter estimation for genome-scale biochemical reaction networks

F Fröhlich, B Kaltenbacher, FJ Theis… - PLoS computational …, 2017 - journals.plos.org
Mechanistic mathematical modeling of biochemical reaction networks using ordinary
differential equation (ODE) models has improved our understanding of small-and medium …

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 …

A dynamic network model of mTOR signaling reveals TSC-independent mTORC2 regulation

P Dalle Pezze, AG Sonntag, A Thien, MT Prentzell… - Science …, 2012 - science.org
The kinase mammalian target of rapamycin (mTOR) exists in two multiprotein complexes
(mTORC1 and mTORC2) and is a central regulator of growth and metabolism. Insulin …

Model selection in systems and synthetic biology

P Kirk, T Thorne, MPH Stumpf - Current opinion in biotechnology, 2013 - Elsevier
Developing mechanistic models has become an integral aspect of systems biology, as has
the need to differentiate between alternative models. Parameterizing mathematical models …