Modeling Cell Size Distribution with Heterogeneous Flux Balance Analysis

Michiel Busschaert, Florence H. Vermeire, Steffen Waldherr

Veröffentlichungen: Beitrag in FachzeitschriftArtikelPeer Reviewed

Abstract

For over two decades, Flux Balance Analysis (FBA) has been successfully used for predicting growth rates and intracellular reaction rates in microbiological metabolism. An aspect that is often omitted from this analysis, is segregation or heterogeneity between different cells. In this letter, we propose an extended FBA method to model cell size distributions in balanced growth conditions. Hereto, a mathematical description of the concept of balanced growth in terms of cell mass distribution is presented. The cell mass distribution, quantified by the Number Density Function (NDF), is affected by cell growth and cell division. An optimization program is formulated in a general manner in which the NDF, average cell culture growth rate and reaction rates per cell mass are treated as optimization variables. As qualitative proof of concept, the methodology is illustrated on a core carbon model of Escherichia coli under aerobic growth conditions. This illustrates feasibility and applications of this method, while indicating some shortcomings intrinsic to the simplified biomass structuring and the time invariant approach.

OriginalspracheEnglisch
Seiten (von - bis)1903-1908
Seitenumfang6
FachzeitschriftIEEE Control Systems Letters
Jahrgang7
DOIs
PublikationsstatusVeröffentlicht - 5 Juni 2023

ÖFOS 2012

  • 106045 Theoretische Biologie
  • 106044 Systembiologie

Fingerprint

Untersuchen Sie die Forschungsthemen von „Modeling Cell Size Distribution with Heterogeneous Flux Balance Analysis“. Zusammen bilden sie einen einzigartigen Fingerprint.

Zitationsweisen