Evidence mapPaperPMID 41933097Full record

ArticleScientific reports2026

Comparative analysis of pathways induced by TMAO and TNF-α in human microvascular endothelial cells.

Meyammai Shanmugham, Arun George Devasia, Gokce Oguz, Adaikalavan Ramasamy, Zen Zhi Yan Lim, Sophie Bellanger, Chen Huei Leo

Abstract readComparative Study
In one paragraph

Article in Scientific reports, 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

7 authors.

Meyammai ShanmughamScience, Math & Technology, Singapore University of Technology & Design, 8 Somapah Road, Singapore, 487372, Republic of Singapore.
Arun George DevasiaScience, Math & Technology, Singapore University of Technology & Design, 8 Somapah Road, Singapore, 487372, Republic of Singapore.
Gokce OguzGenome Institute of Singapore (GIS), Agency for Science Technology and Research (A*STAR), 60 Biopolis Street, Genome, 138672, Republic of Singapore.
Adaikalavan RamasamySkin Research Institute of Singapore (SRIS), Agency for Science, Technology and Research (A*STAR), 8 A Biomedical Grove, Immunos, Singapore, #06-06, 138648, Republic of Singapore.
Zen Zhi Yan LimSkin Research Institute of Singapore (SRIS), Agency for Science, Technology and Research (A*STAR), 8 A Biomedical Grove, Immunos, Singapore, #06-06, 138648, Republic of Singapore.
Sophie BellangerSkin Research Institute of Singapore (SRIS), Agency for Science, Technology and Research (A*STAR), 8 A Biomedical Grove, Immunos, Singapore, #06-06, 138648, Republic of Singapore.
Chen Huei LeoDepartment of Biomedical Engineering, College of Design & Engineering, National University of Singapore, 9 Engineering Drive 1, Singapore, 117576, Republic of Singapore. leoch@nus.edu.sg.

Funding

SUTD Kickstarter Initiative SKI_2021_02_05SUTD Start-up Research Grant SRG-SMT-2020-156SUTD-ZJU Grant ZJUVP2000102
6 · The paper itself

Abstract

Endothelial dysfunction is a systemic disorder that triggers vascular alterations, characterised by a reduction in nitric oxide (NO) synthesis and/or a defective vasodilatory response. Trimethylamine-N-oxide (TMAO) is a gut microbiota-derived dietary metabolite, while tumour necrosis factor alpha (TNF-α) functions as a pro-inflammatory cytokine. Both are known to induce inflammation, metabolic modulations, and endothelial dysfunction, contributing to cardiometabolic diseases. Nevertheless, the comparative effects of TMAO and TNF-α on inflammation and metabolic modulations have yet to be investigated. Here, using bulk RNA-sequencing (RNA-seq), real-time quantitative polymerase chain reaction (RT-qPCR) and interleukins/chemokines multiplex assays, we demonstrate significantly higher levels of inflammation, with a stronger cytokine response and activation of type I and II interferons, following TNF-α treatment compared to TMAO treatment in human dermal microvascular endothelial cells (HMEC-1). In addition, TNF-α upregulates the disassembly of the extracellular matrix (ECM), while ECM-related genes and pathways are either not modulated or down-regulated after TMAO treatment. Intriguingly, TMAO specifically induces a shift in energy metabolism (upregulation of OXPHOS (oxidative phosphorylation)), while TNF-α rather modulates lipid metabolism. In conclusion, this study reveals common pathways, but also key differences in molecular processes activated by TNF-α versus TMAO. These data are essential for identifying the most suitable in vitro human cellular models to study inflammation, as well as to discover novel targeted therapeutics to alleviate cardiometabolic conditions.

Indexed as

Endothelial CellsMethylaminesMicrovesselsTumor Necrosis Factor-alphaCell LineCytokinesEndothelium, VascularExtracellular MatrixHumansInflammationSignal TransductionCytokinesMethylaminestrimethyloxamineTumor Necrosis Factor-alphaCardiometabolic diseasesEndothelial dysfunctionInflammationTMAOTNF-α

Identifiers

PMID41933097
PMCPMC13194785

What Socratic holds

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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 Socratic graph.