PLoS Computational Biology (Jul 2017)

Flux balance analysis predicts Warburg-like effects of mouse hepatocyte deficient in miR-122a.

  • Hua-Qing Wu,
  • Mei-Ling Cheng,
  • Jin-Mei Lai,
  • Hsuan-Hui Wu,
  • Meng-Chun Chen,
  • Wen-Huan Liu,
  • Wu-Hsiung Wu,
  • Peter Mu-Hsin Chang,
  • Chi-Ying F Huang,
  • Ann-Ping Tsou,
  • Ming-Shi Shiao,
  • Feng-Sheng Wang

DOI
https://doi.org/10.1371/journal.pcbi.1005618
Journal volume & issue
Vol. 13, no. 7
p. e1005618

Abstract

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The liver is a vital organ involving in various major metabolic functions in human body. MicroRNA-122 (miR-122) plays an important role in the regulation of liver metabolism, but its intrinsic physiological functions require further clarification. This study integrated the genome-scale metabolic model of hepatocytes and mouse experimental data with germline deletion of Mir122a (Mir122a-/-) to infer Warburg-like effects. Elevated expression of MiR-122a target genes in Mir122a-/-mice, especially those encoding for metabolic enzymes, was applied to analyze the flux distributions of the genome-scale metabolic model in normal and deficient states. By definition of the similarity ratio, we compared the flux fold change of the genome-scale metabolic model computational results and metabolomic profiling data measured through a liquid-chromatography with mass spectrometer, respectively, for hepatocytes of 2-month-old mice in normal and deficient states. The Ddc gene demonstrated the highest similarity ratio of 95% to the biological hypothesis of the Warburg effect, and similarity of 75% to the experimental observation. We also used 2, 6, and 11 months of mir-122 knockout mice liver cell to examined the expression pattern of DDC in the knockout mice livers to show upregulated profiles of DDC from the data. Furthermore, through a bioinformatics (LINCS program) prediction, BTK inhibitors and withaferin A could downregulate DDC expression, suggesting that such drugs could potentially alter the early events of metabolomics of liver cancer cells.