Evidence map›Paper›PMID 41898470›Full record

ArticleInternational journal of molecular sciences2026

Deuterium Concentration as a Dual Regulator: Depletion and Enrichment Elicit Divergent Transcriptional Responses in A549 Lung Adenocarcinoma Cells.

Gábor I Csonka, Ildikó Somlyai, Gábor Somlyai

Abstract read
In one paragraph

Article in International journal of molecular sciences, 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

3 authors.

Gábor I CsonkaDepartment of Physics and Engineering Physics, Tulane University New Orleans, New Orleans, LA 70118, USA.ORCID 0000-0001-5701-4401
Ildikó SomlyaiHYD LLC for Cancer Research and Drug Development, 1119 Budapest, Hungary.
Gábor SomlyaiHYD LLC for Cancer Research and Drug Development, 1119 Budapest, Hungary.ORCID 0000-0001-9116-6417

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Deuterium abundance has been proposed as a modulator of cellular metabolism; however, its influence on cancer-associated gene expression networks remains incompletely characterized. We analyzed A549 lung adenocarcinoma cells cultured across four deuterium concentrations (40, 80, 150, and 300 ppm) using NanoString nCounter profiling. Expression data were processed through multistep filtering, symbolic trajectory encoding, and density-based spatial clustering (DBSCAN) to identify extreme expression responders, and Gaussian mixture modeling (GMM-6) to resolve coordinated gene-expression modules. DBSCAN identified 11 outlier genes under deuterium depletion, including reduced expression of multidrug-resistance-associated

Indexed as

Adenocarcinoma of LungDeuteriumGene Expression Regulation, NeoplasticLung NeoplasmsTranscription, GeneticA549 CellsAdenocarcinomaGene Expression ProfilingGene Regulatory NetworksHumansSignal TransductionDeuteriumA549 cellsdeuterium modulationdrug resistancegrowth factor signalinglung adenocarcinomaNanoString profilingtranscriptional amplification

Identifiers

PMID41898470
PMCPMC13027021

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 Socratic graph.