Evidence map›Paper›PMID 41188389›Full record

ArticleScientific reports2025

Heterogeneity in an adeno-associated virus transfection-based production process limits the production efficiency.

Brian Ladd, Sofia Tunmats, Torbjörn Gräslund, Olalekan Daramola, Johan Rockberg, Véronique Chotteau

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
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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

6 authors.

Brian Ladd *AdBIOPRO Competence Centre for Advanced Bioproduction, Stockholm, Sweden.
Sofia Tunmats *AdBIOPRO Competence Centre for Advanced Bioproduction, Stockholm, Sweden.
Torbjörn GräslundAdBIOPRO Competence Centre for Advanced Bioproduction, Stockholm, Sweden.
Olalekan DaramolaCell Culture and Fermentation Sciences, Biopharmaceuticals R&D, AstraZeneca, Cambridge, UK.
Johan RockbergAdBIOPRO Competence Centre for Advanced Bioproduction, Stockholm, Sweden.
Véronique ChotteauAdBIOPRO Competence Centre for Advanced Bioproduction, Stockholm, Sweden. chotteau@kth.se.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The popularity of rAAV vectors in gene therapy are placing a burden on current production systems. To improve the accessibility of these life changing treatments, increases in production yields and a reduction in the cost-of-goods are needed. Transient transfection is the most common way to introduce rAAV-encoding plasmids to producer cells but it suffers from significant drawbacks such as low and inconsistent yields as well as high cost due to its need for plasmid DNA. This study aims to address the low yield of transient transfection-based rAAV production through advanced methods in process characterization. Adherent and suspension cultures of a HEK293T cell line were triple-transfected for rAAV9 production using polyethylenimine (PEI). Samples were taken at various times post-transfection for analysis with bulk and single-cell transcriptomics. It was revealed that 46% of the cells lacked transcripts of genes from at least one plasmid, indicating that a significant proportion of the cells did not have the genes necessary for rAAV9 production. Among the remaining 54% of the cells expressing genes from all three plasmids, only 8% showed high plasmid gene expression. Flow cytometric analysis of intracellular rAAV9 confirmed these results by showing that only ~ 3% of cells contained assembled rAAV9 capsids. Titre analysis by qPCR of the supernatant and lysate of the producer cells indicated an average culture performance of 10

Indexed as

DependovirusGenetic VectorsTransfectionGenetic TherapyHEK293 CellsHumansPlasmidsPolyethyleneiminePolyethyleneimineAAVHEK293 cellsSingle-cell transcriptomicsTransfection heterogeneityTransient transfection

Identifiers

PMID41188389
PMCPMC12586574

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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.