Evidence map›Paper›PMID 41079781›Full record

ArticleComputational and structural biotechnology journal2025

Application of single-cell deep learning in elucidating the mapping relationship between visceral and body surface inflammatory patterns.

Haixiang Huang, Yeping Shi, Bingbing Shen, Zhenwei Zhang, Jianming Yue, Lu Mei, Qiusheng Chen

Abstract read
In one paragraph

Article in Computational and structural biotechnology journal, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Review
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.

Haixiang HuangCollege of Veterinary Medicine, Nanjing Agricultural University, Nanjing, Jiangsu Province 210095, China.
Yeping ShiCollege of Veterinary Medicine, Nanjing Agricultural University, Nanjing, Jiangsu Province 210095, China.
Bingbing ShenCollege of Veterinary Medicine, Nanjing Agricultural University, Nanjing, Jiangsu Province 210095, China.
Zhenwei ZhangCollege of Veterinary Medicine, Nanjing Agricultural University, Nanjing, Jiangsu Province 210095, China.
Jianming YueCollege of Veterinary Medicine, Nanjing Agricultural University, Nanjing, Jiangsu Province 210095, China.
Lu MeiCollege of Veterinary Medicine, Nanjing Agricultural University, Nanjing, Jiangsu Province 210095, China.
Qiusheng ChenCollege of Veterinary Medicine, Nanjing Agricultural University, Nanjing, Jiangsu Province 210095, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The subcutaneous fascia (scFascia) is a widely distributed connective tissue, yet its contribution to systemic responses during visceral inflammation remains insufficiently defined. In the rat model of Salmonella-induced dysentery, scRNA-seq of scFascia combined with deep neural network (DNN)-based nonlinear feature discovery revealed transcriptional alterations indicative of Warburg-like reprogramming in macrophages (MPs), accompanied by reduced activity of the citrate cycle. Cd34 + /Pdgfra+ telocytes (CPTCs) regulated MP differentiation and proliferation through Wnt/Fgf signaling, suggesting a pathological communication pattern between scFascia and visceral organs, termed the fascia-visceral inflammatory crosstalk pattern (FVICP). PySCENIC analysis showed increased activity of transcription factors Fosl1, Nfkb2, and Atf4, modulated by CPTC signaling to MPs, leading to downregulation of aerobic respiration and upregulation of the cell cycle, DNA replication, and transcription. Co-culture assays demonstrated that CPTCs suppressed the pro-inflammatory activity of MPs by transcriptionally downregulating TLR4 and CPT1A while upregulating ATF4, and enhanced anti-inflammatory potential via post-transcriptional MTOR upregulation. These findings highlight the role of scFascia in immunomodulation and metabolic reprogramming during visceral inflammation, emphasizing its contribution to systemic homeostasis.

Indexed as

Cd34 + /Pdgfra+ telocytesDeep learningMacrophagesMetabolic reprogrammingNonlinear feature discoverySubcutaneous fascia

Identifiers

PMID41079781
PMCPMC12513217

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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.