Evidence map›Paper›PMID 42295016›Full record

ArticleInternational endodontic journal2026

Spatial Transcriptomics Delineates the Inflammatory Landscape of Human Dental Pulp: Regional Crosstalk and Therapeutic Implications.

Fengyuan Zhang, Yuanyuan Kong, Xiaobin Fu, Jiyuan Zuo, Qining Guo, Jiayi Wang, Manlin Xu, Qian Zeng, Yuejiao Zhang, Junqi Ling and 3 more

Abstract read
In one paragraph

Article in International endodontic journal, 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

13 authors.

Fengyuan ZhangGuangdong Provincial Key Laboratory of Stomatology, Guanghua School of Stomatology, Hospital of Stomatology, Sun Yat-Sen University, Guangzhou, China.ORCID https://orcid.org/0009-0002-0018-1772
Yuanyuan KongDepartment of Endodontics, Guangdong Engineering Research Center of Oral Restoration and Reconstruction, Affiliated Stomatology Hospital of Guangzhou Medical University, Guangzhou, Guangdong, China.
Xiaobin FuGuangdong Provincial Key Laboratory of Stomatology, Guanghua School of Stomatology, Hospital of Stomatology, Sun Yat-Sen University, Guangzhou, China.
Jiyuan ZuoGuangdong Provincial Key Laboratory of Stomatology, Guanghua School of Stomatology, Hospital of Stomatology, Sun Yat-Sen University, Guangzhou, China.
Qining GuoGuangdong Provincial Key Laboratory of Stomatology, Guanghua School of Stomatology, Hospital of Stomatology, Sun Yat-Sen University, Guangzhou, China.
Jiayi WangGuangdong Provincial Key Laboratory of Stomatology, Guanghua School of Stomatology, Hospital of Stomatology, Sun Yat-Sen University, Guangzhou, China.
Manlin XuGuangdong Provincial Key Laboratory of Stomatology, Guanghua School of Stomatology, Hospital of Stomatology, Sun Yat-Sen University, Guangzhou, China.
Qian ZengGuangdong Provincial Key Laboratory of Stomatology, Guanghua School of Stomatology, Hospital of Stomatology, Sun Yat-Sen University, Guangzhou, China.
Yuejiao ZhangGuangdong Provincial Key Laboratory of Stomatology, Guanghua School of Stomatology, Hospital of Stomatology, Sun Yat-Sen University, Guangzhou, China.
Junqi LingGuangdong Provincial Key Laboratory of Stomatology, Guanghua School of Stomatology, Hospital of Stomatology, Sun Yat-Sen University, Guangzhou, China.
Qianzhou JiangDepartment of Endodontics, Guangdong Engineering Research Center of Oral Restoration and Reconstruction, Affiliated Stomatology Hospital of Guangzhou Medical University, Guangzhou, Guangdong, China.ORCID https://orcid.org/0000-0003-2631-7527
Xi WeiGuangdong Provincial Key Laboratory of Stomatology, Guanghua School of Stomatology, Hospital of Stomatology, Sun Yat-Sen University, Guangzhou, China.ORCID https://orcid.org/0000-0002-5749-2910
Jianmao ZhengGuangdong Provincial Key Laboratory of Stomatology, Guanghua School of Stomatology, Hospital of Stomatology, Sun Yat-Sen University, Guangzhou, China.

Funding

Basic and Applied Basic Research Foundation of Guangdong Province 2022A1515011266Basic and Applied Basic Research Foundation of Guangdong Province 2022A1515110601National Natural Science Foundation of China 81700950National Natural Science Foundation of China 82370943
6 · The paper itself

Abstract

aimThis study aimed to investigate the spatial cellular architecture and molecular interactions in healthy and inflamed dental pulp using spatial transcriptomics (Visium HD), to elucidate the pathological mechanisms of pulpitis and identify potential therapeutic targets for vital pulp therapy. METHODOLOGY: Spatial transcriptomic sequencing was performed on dental pulp tissues from two healthy individuals and two pulpitis patients, with integrated analyses including Seurat clustering, cell trajectory inference, GO enrichment, CellphoneDB interaction network modelling and PROGENy pathway activity assessment to compare cellular heterogeneity and signalling regulation.

resultsNine major cell types (fibroblasts, progenitor cells, endothelial cells, neural cells, plasma cells, B cells, T cells, monocytes and macrophages) were identified, and their spatial distribution was mapped. Subclustering and differential expression analysis revealed that fibroblast (e.g., APOL2

conclusionsFor the first time, we have identified nine cell populations in dental pulp with their spatial localization and intercellular crosstalk using spatial transcriptomic sequencing technology, and mapped the inflammatory landscape of dental pulp. Cellular remodelling-driven by APP suppression, CXCL14 deficiency and TGFβ activation-is a central mechanism in pulpitis progression. These findings provide a preliminary spatial transcriptomic foundation that may inform the development of targeted strategies for vital pulp therapy.

Indexed as

Dental PulpInflammationPulpitisHumansSignal TransductionSpatial Transcriptomicscellular heterogeneitycellular remodellinghuman dental pulpinflammationintercellular interactions/crosstalkpulpitisspatial transcriptomicstherapeutic targets

Identifiers

PMID42295016
PMCPMC13569148

What Socratic holds

Textmetadata
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.