Evidence map›Paper›PMID 41876560›Full record

ArticleNPJ systems biology and applications2026

Multi-omics integration reveals ANXA6-high γδ T cell-endothelial communication as a potential link between periodontitis and MASLD.

Zhongxuan Zhang, Zihan Ma, Ruidong Zhang, Min Ye, Zhongyu Shi, Miao Yu, Lingling Ou

Abstract read
In one paragraph

Article in NPJ systems biology and applications, 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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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Zhongxuan ZhangSchool of Stomatology, Guangzhou Medical University, Guangzhou, China.
Zihan MaThe First Clinical College, Guangzhou Medical University, Guangzhou, China.
Ruidong ZhangSchool of Stomatology, Guangzhou Medical University, Guangzhou, China.
Min YeSchool of Stomatology, Guangzhou Medical University, Guangzhou, China.
Zhongyu ShiSchool of Stomatology, Guangzhou Medical University, Guangzhou, China.
Miao YuSchool of Stomatology, Guangzhou Medical University, Guangzhou, China. 2010686015@gzhmu.edu.cn.
Lingling OuSchool of Stomatology, Guangzhou Medical University, Guangzhou, China. oulingling123@gzhmu.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Periodontitis (PD) and metabolic dysfunction-associated steatotic liver disease (MASLD) were highly prevalent inflammatory disorders that frequently coexisted, yet the molecular basis of their comorbidity remained poorly defined. Here, we applied an integrative multi-omics strategy that combined bulk RNA sequencing, weighted gene co-expression network analysis, spatial transcriptomics, single-cell profiling, and machine learning. This approach identified 11 hub genes bridging immune activation and metabolic remodeling, among which Annexin A6 (ANXA6) emerged as a key cross-disease candidate. Spatial transcriptomics supported tissue-specific localization of the hub-gene signature, while single-cell analysis revealed selective enrichment of ANXA6 expression in γδ T cells. Notably, ANXA6-high γδ T cells exhibited enhanced signaling interactions with endothelial cells, suggesting immune-vascular crosstalk in PD-MASLD comorbidity. Upstream regulatory analysis further highlighted transcription factors associated with ANXA6 expression, and Connectivity Map-based prediction suggested candidate compounds with the potential to reverse ANXA6-associated transcriptional programs. Collectively, these findings support the hypothesis that ANXA6-high γδ T cell-endothelial communication represents a shared immunological feature of PD-MASLD comorbidity, offering novel insights into common immune programs and potential therapeutic opportunities.

Indexed as

Annexin A6PeriodontitisAnimalsCell CommunicationEndothelial CellsGene Expression ProfilingHumansMultiomicsSingle-Cell Gene Expression AnalysisSpatial TranscriptomicsT-LymphocytesAnnexin A6

Identifiers

PMID41876560
PMCPMC13186961

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