TY - JOUR
T1 - Structural robustness of metabolic networks with respect to multiple knockouts
AU - Behre, Jörn
AU - Wilhelm, Thomas
AU - von Kamp, Axel
AU - Ruppin, Eytan
AU - Schuster, Stefan
N1 - Funding Information:
Financial support by the BMBF (German Ministry for Education and Research) to J. Behre (HepatoSys Program) and T. Wilhelm (Jena Centre for Bioinformatics) and from the German-Israeli Foundation to A. von Kamp and E. Ruppin is gratefully acknowledged. We are grateful to Sabrina Hoffmann (Charité, Berlin) for providing information about the hepatocyte reaction network.
PY - 2008/6/7
Y1 - 2008/6/7
N2 - We present a generalised framework for analysing structural robustness of metabolic networks, based on the concept of elementary flux modes (EFMs). Extending our earlier study on single knockouts [Wilhelm, T., Behre, J., Schuster, S., 2004. Analysis of structural robustness of metabolic networks. IEE Proc. Syst. Biol. 1(1), 114-120], we are now considering the general case of double and multiple knockouts. The robustness measures are based on the ratio of the number of remaining EFMs after knockout vs. the number of EFMs in the unperturbed situation, averaged over all combinations of knockouts. With the help of simple examples we demonstrate that consideration of multiple knockouts yields additional information going beyond single-knockout results. It is proven that the robustness score decreases as the knockout depth increases. We apply our extended framework to metabolic networks representing amino acid anabolism in Escherichia coli and human hepatocytes, and the central metabolism in human erythrocytes. Moreover, in the E. coli model the two subnetworks synthesising amino acids that are essential and those that are non-essential for humans are studied separately. The results are discussed from an evolutionary viewpoint. We find that E. coli has the most robust metabolism of all the cell types studied here. Considering only the subnetwork of the synthesis of non-essential amino acids, E. coli and the human hepatocyte show about the same robustness.
AB - We present a generalised framework for analysing structural robustness of metabolic networks, based on the concept of elementary flux modes (EFMs). Extending our earlier study on single knockouts [Wilhelm, T., Behre, J., Schuster, S., 2004. Analysis of structural robustness of metabolic networks. IEE Proc. Syst. Biol. 1(1), 114-120], we are now considering the general case of double and multiple knockouts. The robustness measures are based on the ratio of the number of remaining EFMs after knockout vs. the number of EFMs in the unperturbed situation, averaged over all combinations of knockouts. With the help of simple examples we demonstrate that consideration of multiple knockouts yields additional information going beyond single-knockout results. It is proven that the robustness score decreases as the knockout depth increases. We apply our extended framework to metabolic networks representing amino acid anabolism in Escherichia coli and human hepatocytes, and the central metabolism in human erythrocytes. Moreover, in the E. coli model the two subnetworks synthesising amino acids that are essential and those that are non-essential for humans are studied separately. The results are discussed from an evolutionary viewpoint. We find that E. coli has the most robust metabolism of all the cell types studied here. Considering only the subnetwork of the synthesis of non-essential amino acids, E. coli and the human hepatocyte show about the same robustness.
KW - Elementary flux modes
KW - Erythrocyte metabolism
KW - Escherichia coli metabolism
KW - Hepatocyte metabolism
KW - Robustness measure
UR - http://www.scopus.com/inward/record.url?scp=43649083387&partnerID=8YFLogxK
U2 - 10.1016/j.jtbi.2007.09.043
DO - 10.1016/j.jtbi.2007.09.043
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AN - SCOPUS:43649083387
VL - 252
SP - 433
EP - 441
JO - Journal of Theoretical Biology
JF - Journal of Theoretical Biology
SN - 0022-5193
IS - 3
ER -