Evidence map›Paper›PMID 39825931›Full record

ArticleApplied microbiology and biotechnology2025

Estimation of PHA concentrations from cell density data in Cupriavidus necator.

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

Abstract read
In one paragraph

Article in Applied microbiology and biotechnology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Lena KranertInstitute for Automation Engineering, Otto von Guericke University, Magdeburg, Germany. lena.kranert@ovgu.de.
Rudolph KokInstitute for Automation Engineering, Otto von Guericke University, Magdeburg, Germany.
Anna-Sophie NeumannInstitute for Automation Engineering, Otto von Guericke University, Magdeburg, Germany.
Achim KienleInstitute for Automation Engineering, Otto von Guericke University, Magdeburg, Germany.
Stefanie DuvigneauProcess Synthesis and Process Dynamics, Max Planck Institute for Dynamics of Complex Technical Systems, Magdeburg, Germany.

Funding

Ministerium für Wissenschaft und Wirtschaft, Land Sachsen-Anhalt SmartProSys
6 · The paper itself

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:

Indexed as

Cupriavidus necatorPolyhydroxyalkanoatesFructoseModels, TheoreticalPolyestersPolyhydroxybutyratesPropionatesFructosepoly(3-hydroxybutyrate)-co-(3-hydroxyvalerate)PolyestersPolyhydroxyalkanoatesPolyhydroxybutyratesPropionatesCupriavidus necatorEstimationOptical densityPoly-3-hydroxybutyratePoly(3-hydroxybutyrate-co-3-hydroxyvalerate)Polyhydroxyalkanoate

Identifiers

PMID39825931
PMCPMC11742799

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.