Evidence map›Paper›PMID 42307068›Full record

ArticleBioMed research international2026

Identifying Shared Key Genes and Cellular Characteristics Between Chronic Periodontitis and Aging Using Integrative Single-Cell and Mendelian Randomization Analyses.

Fengzhen Lei, Rui Shi, Qiuli Chen, Zelong Zeng, Chen Sun, Mei He

Abstract read
In one paragraph

Article in BioMed research international, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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.

Fengzhen LeiDepartment of Stomatology, Shenzhen Longhua District Central Hospital, Shenzhen, China, glyy.org.ORCID https://orcid.org/0000-0003-0507-7026
Rui ShiDepartment of Periodontics and Oral Mucosal Diseases, The Affiliated Stomatology Hospital of Southwest Medical University, Luzhou, Sichuan, China.ORCID https://orcid.org/0000-0002-5614-4084
Qiuli ChenDepartment of Stomatology, Shenzhen Longhua District Central Hospital, Shenzhen, China, glyy.org.
Zelong ZengDepartment of Stomatology, Shenzhen Longhua District Central Hospital, Shenzhen, China, glyy.org.
Chen SunDepartment of Periodontics and Oral Mucosal Diseases, The Affiliated Stomatology Hospital of Southwest Medical University, Luzhou, Sichuan, China.ORCID https://orcid.org/0000-0001-9228-2911
Mei HeDepartment of Stomatology, Shenzhen Longhua District Central Hospital, Shenzhen, China, glyy.org.ORCID https://orcid.org/0009-0002-5790-3625

Funding

Scientific Research Projects of Medical and Health Institutions of Longhua District, Shenzhen 2026047
6 · The paper itself

Abstract

objectiveThe purpose was to investigate the shared key genes between chronic periodontitis (CP) and aging. MATERIALS AND

methodsFirst, we collected single-cell RNA sequencing (scRNA-seq) data of peripheral blood samples from patients with CP, aging, and healthy control (HC) and confirmed the cross-group coexpressed and downregulated cell subsets as the core research objects. Subsequently, we explored the dynamic evolutionary rules and functional interaction patterns of these cell subsets by integrating pseudotime trajectory analysis and intercellular communication modeling. Then, we screened the differentially expressed gene targets and adopted mendelian randomization (MR) analysis to clarify causal association between aging and CP susceptibility. Finally, we performed colocalization analysis by integrating data from CP genome-wide association studies (GWAS) and expression quantitative trait locus datasets and conducted metabolic pathway enrichment analysis on the key genes obtained.

resultsSubsets of T cells were found to account for a significant proportion in both CP patients and aging individuals. CD8_CM cells showed a downward trend in these two groups, screening of 16 differentially expressed genes. MR indicated that GZMK, KLRG1, and LYAR had causal relationships and were retained in the validation phase, and colocalization analysis yielded limited evidence supporting the existence of shared causal variants. Furthermore, metabolic enrichment analysis delineated the metabolic pathways functionally associated with these genes.

conclusionThis study found the downregulation of CD8_CM cells is a shared feature of CP and aging, and pointed out that GZMK, KLRG1 and LYAR may be the molecular links, offering an innovative perspective on elucidating the intersection mechanisms underlying aging and CP.

Indexed as

AgingChronic PeriodontitisMendelian Randomization AnalysisGenome-Wide Association StudyHumansQuantitative Trait LociSingle-Cell Gene Expression Analysisagingchronic periodontitisMRsingle-cell

Identifiers

PMID42307068
PMCPMC13273837

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