Finding Minimal Reaction Sets in Large Metabolic Pathways
نویسندگان
چکیده
In systems biology, identifying vital functions like glycolysis from a given metabolic pathway is important to understand living organisms. In this paper, we particularly focus on the problem of finding minimal sub-pathways producing target metabolites from source metabolites. We represent laws of biochemical reactions in propositional formulas and use a minimal model generator based on a state-of-the-art SAT solver. An advantage of our method is that it can treat reversible reactions represented in cycles. Moreover recent advances of SAT technologies enables us to obtain solutions for large pathways. We have applied our method to a whole Escherichia coli metabolic pathway. As a result, we found 5 sets of reactions including the conventional glycolysis sub-pathway described in a biological database EcoCyc.
منابع مشابه
Aligning Metabolic Pathways Exploiting Binary Relation of Reactions
Metabolic pathway alignment has been widely used to find one-to-one and/or one-to-many reaction mappings to identify the alternative pathways that have similar functions through different sets of reactions, which has important applications in reconstructing phylogeny and understanding metabolic functions. The existing alignment methods exhaustively search reaction sets, which may become infeasi...
متن کاملModels and algorithms for metabolic networks: elementary modes and precursor sets
In this PhD, we present some algorithms and complexity results for two general problems that arise in the analysis of a metabolic network: the search for elementary modes of a network and the search for minimal precursors sets. Elementary modes is a common tool in the study of the cellular characteristic of a metabolic network. An elementary mode can be seen as a minimal set of reactions that c...
متن کاملDeep epistasis in human metabolism.
We extend and apply a method that we have developed for deriving high-order epistatic relationships in large biochemical networks to a published genome-scale model of human metabolism. In our analysis we compute 33,328 reaction sets whose knockout synergistically disables one or more of 43 important metabolic functions. We also design minimal knockouts that remove flux through fumarase, an enzy...
متن کاملFinding minimal generating set for metabolic network with reversible pathways
Elementary flux modes give a mathematical representation of metabolic pathways in metabolic networks satisfying the constraint of non-decomposability. The large cost of their computation shifts attention to computing a minimal generating set which is a conically independent subset of elementary flux modes. When a metabolic network has reversible reactions and also admits a reversible pathway, t...
متن کاملAlgorithms and complexity of enumerating minimal precursor sets in genome-wide metabolic networks
MOTIVATION In the context of studying whole metabolic networks and their interaction with the environment, the following question arises: given a set of target metabolites T and a set of possible external source metabolites , which are the minimal subsets of that are able to produce all the metabolites in T. Such subsets are called the minimal precursor sets of T. The problem is then whether...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2010