Abstract The production of biodegradable and biobased polymers is one way to overcome the present plastic pollution while using cheap and abundant feedstocks. Polyhydroxyalkanoates are a promising class of biopolymers that can be produced by various microorganisms. Within the production process, batch-to-batch variation occurs due to changing feedstock composition when using waste streams, slightly different starting conditions, or biological variance of the microorganisms. Therefore, reliable and online-capable measurement methods of the product concentration are required to monitor and eventually react to those fluctuations. In this work, we present a flexible approach to determine polyhydroxyalkanoate concentrations based on a simple mathematical model. The data-driven model correlates polyhydroxyalkanoate concentrations with optical densities measured at 600 nm, a widespread, fast, and cheap lab measurement. We found that with different cultivation conditions, the correlation needs to be updated for a reasonable PHA determination during the process. We test this approach for the production of poly(3-hydroxybutyrate) and poly(3-hydroxybutyrate-co-3-hydroxyvalerate) in Cupriavidus necator using fructose and propionic acid as carbon sources. This flexible approach allows a simple estimation of PHA concentrations and offers the possibility to further enhance biopolymer production when combined with advanced control strategies. Key points <InlineEquation ID="IEq1"> <EquationSource Format="TEX">$\bullet $</EquationSource> <EquationSource Format="MATHML"><math> <mo>∙</mo> </math></EquationSource> </InlineEquation> Development of a simple mathematical model to estimate polyhydroxyalkanoate concentrations. <InlineEquation ID="IEq2"> <EquationSource Format="TEX">$\bullet $</EquationSource> <EquationSource Format="MATHML"><math> <mo>∙</mo> </math></EquationSource> </InlineEquation> Optical density measurement is used to determine polyhydroxyalkanoate concentration. <InlineEquation ID="IEq3"> <EquationSource Format="TEX">$\bullet $</EquationSource> <EquationSource Format="MATHML"><math> <mo>∙</mo> </math></EquationSource> </InlineEquation> The approach is tested for the production of PHB and PHBV with C. necator.

Estimation of PHA concentrations from cell density data in Cupriavidus necator

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2025年1月18日

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Lena Kranert,
Rudolph Kok,
Anna-Sophie Neumann,
Achim Kienle,
Stefanie Duvigneau

摘要

Abstract

The production of biodegradable and biobased polymers is one way to overcome the present plastic pollution while using cheap and abundant feedstocks. Polyhydroxyalkanoates are a promising class of biopolymers that can be produced by various microorganisms. Within the production process, batch-to-batch variation occurs due to changing feedstock composition when using waste streams, slightly different starting conditions, or biological variance of the microorganisms. Therefore, reliable and online-capable measurement methods of the product concentration are required to monitor and eventually react to those fluctuations. In this work, we present a flexible approach to determine polyhydroxyalkanoate concentrations based on a simple mathematical model. The data-driven model correlates polyhydroxyalkanoate concentrations with optical densities measured at 600 nm, a widespread, fast, and cheap lab measurement. We found that with different cultivation conditions, the correlation needs to be updated for a reasonable PHA determination during the process. We test this approach for the production of poly(3-hydroxybutyrate) and poly(3-hydroxybutyrate-co-3-hydroxyvalerate) in Cupriavidus necator using fructose and propionic acid as carbon sources. This flexible approach allows a simple estimation of PHA concentrations and offers the possibility to further enhance biopolymer production when combined with advanced control strategies.

Key points

$\bullet $ $∙$ Development of a simple mathematical model to estimate polyhydroxyalkanoate concentrations.

$\bullet $ $∙$ Optical density measurement is used to determine polyhydroxyalkanoate concentration.

$\bullet $ $∙$ The approach is tested for the production of PHB and PHBV with C. necator.