Evidence map›Paper›PMID 41639258›Full record

ArticleApplied microbiology and biotechnology2026

Making GFP count: a validated framework for absolute protein quantification in precision fermentation.

Christina Peternell, Philipp Noll, Annette Brümmer-Rolf, Marius Henkel

Abstract readValidation Study
In one paragraph

Article in Applied microbiology and biotechnology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Christina PeternellCellular Agriculture, TUM School of Life Sciences, Technical University of Munich, Gregor-Mendel-Str. 4, Freising, 85354, Germany.
Philipp NollCellular Agriculture, TUM School of Life Sciences, Technical University of Munich, Gregor-Mendel-Str. 4, Freising, 85354, Germany.
Annette Brümmer-RolfCellular Agriculture, TUM School of Life Sciences, Technical University of Munich, Gregor-Mendel-Str. 4, Freising, 85354, Germany.
Marius HenkelCellular Agriculture, TUM School of Life Sciences, Technical University of Munich, Gregor-Mendel-Str. 4, Freising, 85354, Germany. marius.henkel@tum.de.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Precise quantification of recombinant proteins is essential for assessing and comparing expression efficiency and optimizing production processes. Fluorescent proteins have emerged as powerful tools for real-time monitoring of gene expression and protein tracking. However, standardized and validated methods for their quantification, particularly for the widely used green fluorescent protein, remain limited. To date, no universally adopted protocol has emerged. This study presents a high-throughput method for the quantification of recombinantly produced Emerald Green Fluorescent Protein (EmGFP) based on direct fluorescence measurements of the cell suspension while quantifying and integrating potential effects of signal attenuation. The workflow uses solely standard laboratory equipment, ensuring broad accessibility and easy implementation. Moreover, in-house EmGFP standard preparation and quantification is described. The method was validated according to FDA guidelines "Analytical Procedures and Methods Validation for Drugs and Biologics," addressing the requirements of linearity, limit of detection (LOD), limit of quantification (LOQ), precision, accuracy, and recovery rate. Investigation was conducted using Escherichia coli BL21 cells expressing EmGFP, widely available sodium fluorescein as a chemical standard, commercial GFP, and an in-house EmGFP standard. A robust correlation (linear fitting, R

Indexed as

Escherichia coliFermentationGreen Fluorescent ProteinsRecombinant ProteinsHigh-Throughput Screening AssaysGreen Fluorescent ProteinsRecombinant ProteinsAbsolute protein concentration methodBioprocess optimizationFluorescence signal standardization and validationGreen fluorescent proteinHigh-throughput protein quantificationPrecision fermentation

Identifiers

PMID41639258
PMCPMC12876113

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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.