Evidence map›Paper›PMID 41876899›Full record

ArticleAnalytical and bioanalytical chemistry2026

Classification and quantification of full vs. empty adeno-associated virus reference capsids via infrared attenuated total reflection spectroscopy.

Silke Lehner, Robert Stach, Robin Nilson, Stefan Kochanek, Astrid Kritzinger, Harald Sobek, Vjekoslav Kokoric, Boris Mizaikoff

Abstract read
In one paragraph

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

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0citing papers in PubMed
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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

8 authors.

Silke LehnerInstitute of Analytical and Bioanalytical Chemistry, University of Ulm, Albert-Einstein-Allee 11, 89081, Ulm, Germany.
Robert StachHahn-Schickard, Sedanstraße 14, 89077, Ulm, Germany.
Robin NilsonDepartment of Gene Therapy, University of Ulm, Helmholtzstraße 8/1, 89081, Ulm, Germany.
Stefan KochanekDepartment of Gene Therapy, University of Ulm, Helmholtzstraße 8/1, 89081, Ulm, Germany.
Astrid KritzingerDepartment of Gene Therapy, University of Ulm, Helmholtzstraße 8/1, 89081, Ulm, Germany.
Harald SobekH. Sobek, Dinglingerstraße 10/3, 88400, Biberach, Germany.
Vjekoslav KokoricHahn-Schickard, Sedanstraße 14, 89077, Ulm, Germany.
Boris MizaikoffInstitute of Analytical and Bioanalytical Chemistry, University of Ulm, Albert-Einstein-Allee 11, 89081, Ulm, Germany. boris.mizaikoff@uni-ulm.de.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Gene therapy is based on the introduction of nucleic acids into cells using vectors to enable therapeutic benefits. Hereby, adeno-associated virus (AAV) vectors are preferred for in vivo gene delivery to target cells due to their stability, their ability to transduce a broad range of cell types, and the long-term expression of vector-encoded therapeutic genes in slowly or non-replicating cells. However, large-scale production and quality control during and after manufacturing represent significant challenges. Currently, methods for the analysis of AAVs are rather complex, laborious, expensive, and poorly standardized. Most analyses have to be performed off-line and are not suitable for adaptation toward real-time monitoring during the manufacturing process. Optical analytical methods such as infrared attenuated total reflection (IR-ATR) spectroscopy offer a promising alternative serving as a rapid, cost-efficient, and non-destructive analytical technique with potential on-line monitoring capabilities. The present study fundamentally demonstrates the feasibility of IR-ATR spectroscopy to classify and quantify reference standard materials of full vs. empty AAV type 2 virus capsids. Chemometric methods enable rapid and automated processing of the obtained spectra using specifically partial least squares regression (PLS-R) models. Excellent classification results were achieved, unambiguously identifying samples with predominantly empty capsids vs. those containing predominantly full capsids. The obtained results confirm that IR-ATR spectroscopy in combination with multivariate data evaluation strategies is indeed capable of providing information on the presence of genome-containing virus particles along with the corresponding genomic titer. This analytical strategy may potentially translate into a real-world on-line bioreactor process analytical monitoring technology (PAT) augmenting viral vector production scenarios.

Indexed as

CapsidDependovirusGenetic VectorsHumansLeast-Squares AnalysisReference StandardsSpectrophotometry, InfraredAdeno-associated virusGene therapyInfrared attenuated total reflection

Identifiers

PMID41876899
PMCPMC13197263

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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.