Evidence map›Paper›PMID 41116189›Full record

ArticleBMC research notes2025

Enhancing single-cell ATAC sequencing with formaldehyde fixation, cryopreservation, and multiplexing for flexible analysis.

Tobias Hohl, Ulrike Bönisch, Thomas Manke, Laura Arrigoni

Abstract read
In one paragraph

Article in BMC research notes, 2025. 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.

Tobias HohlMax-Planck-Institute of Immunobiology and Epigenetics, 79108, Stübeweg 51, Freiburg im Breisgau, Germany.
Ulrike BönischMax-Planck-Institute of Immunobiology and Epigenetics, 79108, Stübeweg 51, Freiburg im Breisgau, Germany.
Thomas MankeMax-Planck-Institute of Immunobiology and Epigenetics, 79108, Stübeweg 51, Freiburg im Breisgau, Germany.
Laura ArrigoniMax-Planck-Institute of Immunobiology and Epigenetics, 79108, Stübeweg 51, Freiburg im Breisgau, Germany. arrigoni@ie-freiburg.mpg.de.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveThe need for freshly isolated cells in bulk or single cell ATAC-seq experiments creates considerable logistical barriers and increases susceptibility to batch effects. This makes it difficult to coordinate complex or longitudinal studies. Our goal was to develop a sample preservation strategy that overcomes these limitations, enabling consistent and high-quality chromatin accessibility profiling from archived samples.

resultsWe established a workflow that incorporates mild formaldehyde fixation prior to cryopreservation, preserving both bulk and single-cell ATAC-seq data quality at levels comparable to fresh samples in HepG2 cells. This protocol reliably maintains key data quality metrics, including signal-to-noise ratio and fragment distributions. Furthermore, the method is fully compatible with transposase-based sample multiplexing using custom Tn5 barcodes. To address barcode hopping inherent to multiplexing, we introduced a computational demultiplexing strategy based on fragment ratios, which accurately assigns single cells to their sample of origin. Our approach streamlines experimental logistics and ensures reproducibility across diverse and temporally dispersed samples, broadening the scope for ATAC-seq-based studies, including those in clinical research settings where coordinated sample collection is challenging.

Indexed as

Chromatin Immunoprecipitation SequencingCryopreservationFormaldehydeSingle-Cell AnalysisTissue FixationHep G2 CellsHumansReproducibility of ResultsFormaldehydeATAC-seqBatch effectCryopreservationFormaldehyde fixationMultiplexingSample preservationSingle-cell analysis

Identifiers

PMID41116189
PMCPMC12538879

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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.