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Metabolic network simulation using logical loop algorithm and Jacobian matrix
Authors:Yang Tae Hoon  Wittmann Christoph  Heinzle E Elmar
Affiliation:Biochemical Engineering Institute, Saarland University, Postfach 151150, Bldg. 2, D-66041 Saarbrücken, Germany.
Abstract:A novel method to accomplish efficient numerical simulation of metabolic networks for flux analysis was developed. The only inputs required are the set of stoichiometric balances and the atom mapping matrices of all components of the reaction network. The latter are used to automatically calculate isotopomer mapping matrices. Using the symbolic toolbox of MATLAB the analytical solution of the stoichiometric balance equation system, isotopomer balances and the analytical Jacobian matrix of the total set of stoichiometric and isotopomer balances are created automatically. The number of variables in the isotopomer distribution equation system is significantly reduced applying modified isotopomer mapping matrices. These allow lumping of several consecutive isotopomer reactions into a single one. The solution of the complete system of equations is improved by implementing an iterative logical loop algorithm and using the analytical Jacobian matrix. This new method provided quick and robust convergence to the root of such equation systems in all cases tested. The method was applied to a network of lysine producing Corynebacterium glutamicum. The resulting equation system with the dimension of 546 x 546 was directly derived from 12 isotopomer balance equations. The results obtained yielded identical labeling patterns for metabolites as compared to the relaxation method.
Keywords:AcCoA, acetyl-CoA   DAP,   http://www.sciencedirect.com/cache/MiamiImageURL/B6WN3-4C76CN9-1-8X/0?wchp=dGLbVlz-zSkWb"   alt="  Image"   title="  Image"   style="  vertical-align:bottom"   border="  0"   height=10 width="  11"  />,   http://www.sciencedirect.com/cache/MiamiImageURL/B6WN3-4C76CN9-1-8Y/0?wchp=dGLbVlz-zSkWb"   alt="  Image"   title="  Image"   style="  vertical-align:bottom"   border="  0"   height=10 width="  9"  />-2, 6-diaminopimelate   DHAP, dihydroxyacetone phosphate   EMP, Embden–Meyerhof–Parnas pathway   ICT, isocitrate   IDV, isotopomer distribution vector   IMM, isotopomer mapping matrix   LLA, logical loop algorithm   PP, pentose phosphate pathway   TCA, tricarboxylic acid cycle   GAP, glyceraldehydes 3-phosphate   OAA, oxaloacetate   Pyr, pyruvate   SUC, succinate   αKG, α-ketoglutarate   ΔPDC, Δ-piperidine-2, 6-dicarboxylate   3PG, 3-phosphoglycerate.
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