ArticleNaunyn-Schmiedeberg's archives of pharmacology2026
Network medicine and single-cell mapping identify a collagen-rich, fibrosis-associated hub module in Duchenne muscular dystrophy.
Article in Naunyn-Schmiedeberg's archives of pharmacology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Progressive fibrosis is a hallmark of Duchenne muscular dystrophy (DMD) pathology, driving muscle degeneration and failure. However, the key transcriptomic programs and hub gene networks associated with extracellular matrix remodeling in DMD remain incompletely characterized. We employed weighted gene coexpression network analysis (WGCNA) on transcriptomic data to identify disease-associated modules. Through intersection with GeneCards and topological screening of protein-protein interaction networks, key hub genes were isolated. We further characterized the immune microenvironment via CIBERSORT and traced the cellular origin of the signature using single-cell RNA sequencing (scRNA-seq). Finally, drug prediction coupled with molecular docking was validated in vitro using a TNF-induced fibroblast inflammation model. Six pivotal hub genes (COL1A1, COL1A2, COL3A1, DCN, SPARC, and TIMP1) were identified, all exhibiting significant upregulation and exceptional diagnostic value (AUC > 0.90). This signature was intimately linked to a proinflammatory microenvironment dominated by macrophages and γδ T cells. Crucially, scRNA-seq mapped these fibrotic signals specifically to tendon fibroblasts. Halofuginone was identified as a candidate therapeutic agent, showing robust binding affinities (< - 5.0 kcal/mol) to the hub proteins. In vitro assays showed that halofuginone significantly reduced the mRNA and protein abundance of these fibrosis-associated hub genes under inflammatory stimulation. This study delineates a tendon fibroblast-derived gene signature associated with DMD fibrosis and provides supportive evidence that halofuginone may modulate this hub network, highlighting its potential as an antifibrotic candidate in DMD.
Indexed as
Identifiers
42053795What Socratic holds
Registered trials
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.