Analysis of Amino Acid Supplementation Effects on Hepatocyte Cultures Using Flux Balance Analysis.pdf
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Analysis of Amino Acid Supplementation Effects on Hepatocyte Cultures Using Flux Balance Analysis
Analysis of Amino Acid Supplementation Effects
on Hepatocyte Cultures Using Flux Balance Analysis
Hong Yang,1 Charles M. Roth,1,2 and Marianthi G. Ierapetritou1
Abstract
When cultured hepatocytes are exposed to challenging environments such as plasma, they frequently suffer a
decline in liver-specific functions. Media supplements are sought to reduce or eliminate this effect. A rational
design approach for amino acid supplementation in hepatocyte culture has been developed in our prior work,
and designed amino acid supplementation (DAA) was found to increase urea and albumin production. To fully
characterize the metabolic state of hepatocytes under different amino acid supplementations, a number of
metabolite measurements are performed in this work and used in a metabolic network flexibility analysis
framework including thermodynamic constraints to determine the range of values for the intracellular fluxes. A
metabolic objective prediction model is used to infer the metabolic objectives of the hepatocytes and to quantify
the intracellular flux distribution for three different amino acid supplementations. The results illustrate that DAA
leads to greater fluxes in the tricarboxylic acid cycle (TCA) cycle, urea cycle, and fatty acid oxidation concomitant
with lower fluxes in intracellular lipid metabolism compared with empirical amino acid and no amino acid
supplementation for hepatocytes during plasma exposure. It is also found that hepatocytes exhibit flexibility in
their metabolic objectives depending on the composition of the amino acid supplementations. By incorporating
both experimental data and thermodynamic constraints into the mathematical model, the proposed approach
leads to identification of metabolic objectives and characterization of fluxes’ variability and pathway changes
due to different cultured conditions.
Introduction
There are a number of studies in the literature regard-ing the use of primary hepatocyte cultures to study drug
detoxification (Gebhar
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