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We consider stochastic reaction networks modeled by continuous-time Markov chains. Such reaction networks often contain many reactions, potentially occurring at different time scales, and have unknown parameters (kinetic rates, total…

概率论 · 数学 2023-02-20 Linard Hoessly , Carsten Wiuf

Biochemical reaction networks frequently consist of species evolving on multiple timescales. Stochastic simulations of such networks are often computationally challenging and therefore various methods have been developed to obtain sensible…

分子网络 · 定量生物学 2017-04-20 Jae Kyoung Kim , Grzegorz A. Rempala , Hye-Won Kang

Chemical reactions often proceed through the formation and the consumption of intermediate species. An example is the creation and subsequent degradation of the substrate-enzyme complexes in an enzymatic reaction. In this paper we provide a…

动力系统 · 数学 2018-05-22 Daniele Cappelletti , Carsten Wiuf

A reaction network is a chemical system involving multiple reactions and chemical species. Stochastic models of such networks treat the system as a continuous time Markov chain on the number of molecules of each species with reactions as…

概率论 · 数学 2007-05-23 Karen Ball , Thomas G. Kurtz , Lea Popovic , Greg Rempala

The quasi-steady state approximation and time-scale separation are commonly applied methods to simplify models of biochemical reaction networks based on ordinary differential equations (ODEs). The concentrations of the "fast" species are…

动力系统 · 数学 2016-05-10 Meritxell Sáez , Carsten Wiuf , Elisenda Feliu

We consider stochastic descriptions of chemical reaction networks in which there are both fast and slow reactions, and for which the time scales are widely separated. We develop a computational algorithm that produces the generator of the…

动力系统 · 数学 2015-12-11 Xingye Kan , Chang Hyeong Lee , Hans G. Othmer

This paper analyses of a stochastic model of a chemical reaction network with three types of chemical species ${\cal R}$, ${\cal M}$ and ${\cal U}$ that interact to transform a flow of external resources, the chemical species ${\cal Q}$, to…

概率论 · 数学 2025-12-01 Vincent Fromion , Philippe Robert , Jana Zaherddine

Chemical reaction networks describe interactions between biochemical species. Once an underlying reaction network is given for a biochemical system, the system dynamics can be modelled with various mathematical frameworks such as continuous…

概率论 · 数学 2023-06-22 German Enciso , Radek Erban , Jinsu Kim

Stochastic reaction networks are mathematical models with a wide range of applications in biochemistry, ecology, and epidemiology, and are often complex to analyze. Except for some special cases, it is generally difficult to predict how the…

概率论 · 数学 2026-04-02 Daniele Cappelletti , Giulio Cuniberti , Paola Siri

Stochastic models of chemical reaction networks are an important tool to describe and analyze noise effects in cell biology. When chemical species and reaction rates in a reaction system have different orders of magnitude, the associated…

概率论 · 数学 2020-09-15 German Enciso , Jinsu Kim

We consider a Markov process in continuous time with a finite number of discrete states. The time-dependent probabilities of being in any state of the Markov chain are governed by a set of ordinary differential equations, whose dimension…

最优化与控制 · 数学 2014-10-31 Fernando Lopez-Caamal , Tatiana T. Marquez-Lago

All biological processes are controlled by complex systems of enzymatic chemical reactions. Although the majority of enzymatic networks have very elaborate structures, there are many experimental observations indicating that some turnover…

统计力学 · 物理学 2015-05-27 Anatoly B. Kolomeisky

Discrete-state, continuous-time Markov models are becoming commonplace in the modelling of biochemical processes. The mathematical formulations that such models lead to are opaque, and, due to their complexity, are often considered…

定量方法 · 定量生物学 2017-10-31 Christopher Lester

We study a class of Stochastic Differential Equations (SDEs) with jumps modeling multistage Michaelis--Menten enzyme kinetics, in which a substrate is sequentially transformed into a product via a cascade of intermediate complexes. These…

概率论 · 数学 2026-04-14 Arnab Ganguly , Wasiur R. KhudaBukhsh

In most natural sciences there is currently the insight that it is necessary to bridge gaps between different processes which can be observed on different scales. This is especially true in the field of chemical reactions where the…

分子网络 · 定量生物学 2008-03-03 L. Sbano , M. Kirkilionis

A stochastic model for a chemical reaction network is embedded in a one-parameter family of models with species numbers and rate constants scaled by powers of the parameter. A systematic approach is developed for determining appropriate…

概率论 · 数学 2010-11-09 Hye-Won Kang , Thomas G. Kurtz

Markov chains on the non-negative quadrant of dimension $d$ are often used to model the stochastic dynamics of the number of $d$ entities, such as $d$ chemical species in stochastic reaction networks. The infinite state space poses…

概率论 · 数学 2024-10-17 Wai-Tong Louis Fan , Jinsu Kim , Chaojie Yuan

We propose a novel measure valued process which models the behaviour of chemical reaction networks in spatially heterogeneous systems. It models reaction dynamics between different molecular species and continuous movement of molecules in…

概率论 · 数学 2022-01-12 Lea Popovic , Amandine Veber

Reaction networks are mathematical models of interacting chemical species that are primarily used in biochemistry. There are two modeling regimes that are typically used, one of which is deterministic and one that is stochastic. In…

分子网络 · 定量生物学 2018-09-14 David Anderson , Daniele Cappelletti

Stochastic models of biochemical reaction networks are widely used to capture intrinsic noise in cellular systems. The typical formulation of these models are based on Markov processes for which there is extensive research on efficient…

分子网络 · 定量生物学 2025-12-03 Thomas P. Steele , David J. Warne
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