activity
20062023
most citedApproximation and inference methods for stochastic biochemical kinetics - a tutorial review

341 citations · 1.7k across the 37 of their papers we have counts for

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Showing 2015Show all

6 papers · 1 filter

q-bio.QM2015★ 98 cited

Stochastic Simulation of Biomolecular Networks in Dynamic Environments

Margaritis Voliotis, Philipp Thomas, Ramon Grima +1

Simulation of biomolecular networks is now indispensable for studying biological systems, from small reaction networks to large ensembles of cells. Here we present a novel approach…

q-bio.QM2015★ 30 cited

Model reduction for stochastic chemical systems with abundant species

Stephen Smith, Claudia Cianci, Ramon Grima

Biochemical processes typically involve many chemical species, some in abundance and some in low molecule numbers. Here we first identify the rate constant limits under which the c…

cond-mat.stat-mech2015★ 27 cited

Molecular finite-size effects in stochastic models of equilibrium chemical systems

Claudia Cianci, Stephen Smith, Ramon Grima

The reaction-diffusion master equation (RDME) is a standard modelling approach for understanding stochastic and spatial chemical kinetics. An inherent assumption is that molecules…

q-bio.QM2015

Distribution approximations for the chemical master equation: comparison of the method of moments and the system size expansion

Alexander Andreychenko, Luca Bortolussi, Ramon Grima +2

The stochastic nature of chemical reactions involving randomly fluctuating population sizes has lead to a growing research interest in discrete-state stochastic models and their an…

cond-mat.stat-mech2015★ 59 cited

The linear-noise approximation and the chemical master equation exactly agree up to second-order moments for a class of chemical systems

Ramon Grima

It is well known that the linear-noise approximation (LNA) exactly agrees with the chemical master equation, up to second-order moments, for chemical systems composed of zero and f…

q-bio.QM2015★ 103 cited

Comparison of different moment-closure approximations for stochastic chemical kinetics

David Schnoerr, Guido Sanguinetti, Ramon Grima

In recent years moment-closure approximations (MA) of the chemical master equation have become a popular method for the study of stochastic effects in chemical reaction systems. Se…