Evidence map›Paper›PMID 41073855›Full record

ArticleMethods in molecular biology (Clifton, N.J.)2026

A Beginner Step-by-Step Guide for Gene Expression Analysis Using QIAcuity Digital PCR.

Jonathan Weiss, Gerald Schock, Afif Abdel Nour, Katharina Schaepe, Kevin Matthaei, Ralf Peist

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Article in Methods in molecular biology (Clifton, N.J.), 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

6 authors.

Jonathan WeissQIAGEN GmbH, Hilden, Germany. Jonathan.Weiss@qiagen.com.
Gerald SchockQIAGEN GmbH, Hilden, Germany.
Afif Abdel NourQIAGEN GmbH, Hilden, Germany.
Katharina SchaepeQIAGEN GmbH, Hilden, Germany.
Kevin MatthaeiQIAGEN GmbH, Hilden, Germany.
Ralf PeistQIAGEN GmbH, Hilden, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Gene expression (GEX) is the process by which information from a gene is used to synthesize functional gene products, typically proteins, with messenger ribonucleic acid (mRNA) playing a crucial role. This process is tightly regulated to ensure genes are expressed at the right time, in the right cell type, and in appropriate amounts, which is essential for cellular function, development, and response to environmental signals. Aberrant gene expression can significantly impact cellular behavior and contribute to various diseases, making it a key area of research. Digital PCR (dPCR) offers a robust method for highly precise gene expression analysis by partitioning the PCR reaction into thousands of individual reactions, allowing for absolute quantification of nucleic acids without the need for standard curves. This method addresses several limitations of quantitative PCR (qPCR), such as the need for high PCR efficiency and susceptibility to inhibitors. dPCR's ability to accurately quantify low-abundance targets minimizes variability, artifacts, and nonreproducibility that may be observed with qPCR at low expression levels. However, qPCR remains advantageous for analyzing targets with widely different expression levels, provided that proper optimization and sample dilution are applied. Overall, dPCR offers substantial advantages for gene expression analysis, providing improved accuracy and greater resistance to inhibitors compared to qPCR. These capabilities empower researchers across diverse fields to explore gene expression hypotheses that were previously inaccessible or difficult to access using qPCR.

Indexed as

Gene Expression ProfilingPolymerase Chain ReactionReal-Time Polymerase Chain ReactionHumansRNA, MessengerRNA, MessengerDigital PCR (dPCR)Gene expression (Gex)MultiplexingQIAcuityRNA Quantification

Identifiers

What OpenQuestion holds

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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.