Evidence map›Paper›PMID 42555605›Full record

ArticlePloS one2026

Fumarate-associated immunometabolic network in Periodontitis revealed by integrated transcriptomic and single-cell RNA sequencing analysis.

Rongpeng Liu, Jinfeng Lv, Yao Zeng, Jieping Wang, Xiaoyan Wang, Yang Liu, Shuo Li, Han Qin, Sumbal Zaheen, Zuohua Liu and 2 more

Abstract read
In one paragraph

Article in PloS one, 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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0cells of the map it votes in
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

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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

12 authors.

Rongpeng LiuChongqing Academy of Animal Sciences, Chongqing, China.
Jinfeng LvChongqing Academy of Animal Sciences, Chongqing, China.
Yao ZengChongqing Academy of Animal Sciences, Chongqing, China.
Jieping WangChongqing Academy of Animal Sciences, Chongqing, China.
Xiaoyan WangChongqing Academy of Animal Sciences, Chongqing, China.
Yang LiuChongqing Academy of Animal Sciences, Chongqing, China.
Shuo LiChongqing Academy of Animal Sciences, Chongqing, China.
Han QinCollege of Stomatology, Chongqing Medical University, Chongqing, China.
Sumbal ZaheenInstitute for Brain Sciences Research, School of Life Sciences, Henan University, Kaifeng, China.
Zuohua LiuChongqing Academy of Animal Sciences, Chongqing, China.
Jinlin SongCollege of Stomatology, Chongqing Medical University, Chongqing, China.
Chan ZhouChongqing Academy of Animal Sciences, Chongqing, China.ORCID https://orcid.org/0000-0001-7576-920X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Periodontitis is a long-term inflammatory disease of the gums that damages the tissues and bone supporting the teeth. Recent studies suggest that changes in cellular metabolism may influence immune responses during chronic inflammation; however, the contribution of fumarate-associated transcriptional programs to periodontitis remains unclear. In this study, we integrated bulk transcriptomic data from human periodontal tissues with single-cell RNA sequencing data to identify fumarate-associated genes and cell clusters associated with periodontitis. Our analyses revealed a fumarate-associated immune regulatory signature that was enriched in periodontitis. Three genes, C3, CXCR4, and MEF2C, were consistently increased in diseased tissues and showed similar expression trends in a ligature-induced mouse model of periodontitis. These genes showed transcript-level diagnostic potential and were predominantly expressed in immune cells, including myeloid cells and neutrophils, as well as stromal cells. In addition, computational drug screening and molecular docking highlighted carbenoxolone and a CXCR4 antagonist (USL311) as potential candidates for future study. Overall, this study provides an integrative view of fumarate-associated immunometabolic alterations in periodontitis and identifies candidate transcriptomic markers and therapeutic hypotheses that warrant further experimental validation.

Indexed as

FumaratesPeriodontitisTranscriptomeAnimalsGene Expression ProfilingHumansMiceReceptors, CXCR4Sequence Analysis, RNASingle-Cell AnalysisSingle-Cell Gene Expression AnalysisCXCR4 protein, humanFumaratesReceptors, CXCR4

Identifiers

PMID42555605
PMCPMC13440839

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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.