Oliveira Joseph S, Bailey Colin G, Jones-Oliveira Janet B, Dixon David A, Gull Dean W, Chandler Mary L
Radiological & Chemical Sciences Group, National Security Directorate, Pacific Northwest National Laboratory, Richland, WA 99352, USA.
J Comput Biol. 2003;10(1):57-82. doi: 10.1089/106652703763255679.
We have applied an algorithmic methodology which provably decomposes any complex network into a complete family of principal subcircuits to study the minimal circuits that describe the Krebs cycle. Every operational behavior that the network is capable of exhibiting can be represented by some combination of these principal subcircuits and this computational decomposition is linearly efficient. We have developed a computational model that can be applied to biochemical reaction systems which accurately renders pathways of such reactions via directed hypergraphs (Petri nets). We have applied the model to the citric acid cycle (Krebs cycle). The Krebs cycle, which oxidizes the acetyl group of acetyl CoA to CO(2) and reduces NAD and FAD to NADH and FADH(2), is a complex interacting set of nine subreaction networks. The Krebs cycle was selected because of its familiarity to the biological community and because it exhibits enough complexity to be interesting in order to introduce this novel analytic approach. This study validates the algorithmic methodology for the identification of significant biochemical signaling subcircuits, based solely upon the mathematical model and not upon prior biological knowledge. The utility of the algebraic-combinatorial model for identifying the complete set of biochemical subcircuits as a data set is demonstrated for this important metabolic process.
我们应用了一种算法方法,该方法可证明能将任何复杂网络分解为一个完整的主电路族,以研究描述三羧酸循环的最小电路。网络能够展现的每一种运行行为都可以由这些主电路的某种组合来表示,并且这种计算分解具有线性效率。我们开发了一种计算模型,该模型可应用于生化反应系统,通过有向超图(Petri网)准确呈现此类反应的途径。我们已将该模型应用于柠檬酸循环(三羧酸循环)。三羧酸循环将乙酰辅酶A的乙酰基氧化为二氧化碳,并将NAD和FAD还原为NADH和FADH₂,它是由九个子反应网络组成的复杂相互作用集合。选择三羧酸循环是因为它为生物界所熟知,并且它展现出足够的复杂性从而有趣,以此来引入这种新颖的分析方法。本研究验证了仅基于数学模型而非先验生物学知识来识别重要生化信号子电路的算法方法。对于这一重要的代谢过程,证明了代数组合模型作为数据集识别完整生化子电路集的效用。