Evidence map›Paper›PMID 41930625›Full record

ArticleArthritis & rheumatology (Hoboken, N.J.)2026

Skin Transcriptomics Reveal Shared Molecular Mechanisms for Skin and Lung Involvement in Systemic Sclerosis.

Jana Zielonka, Ningshan Li, Yunqing Liu, Xiting Yan, Zuoheng Wang, Maria Ramirez, Andres Figueroa, Asawari Korde, Hill Yin, Clemente Britto and 7 more

Abstract read
In one paragraph

Article in Arthritis & rheumatology (Hoboken, N.J.), 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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0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

17 authors.

Jana ZielonkaPulmonary, Critical Care, and Sleep Medicine Section, Yale University, New Haven, Connecticut.ORCID https://orcid.org/0000-0003-2444-5277
Ningshan LiDepartment of Biostatistics, Yale University School of Public Health, New Haven, Connecticut.
Yunqing LiuDepartment of Biostatistics, Yale University School of Public Health, New Haven, Connecticut.
Xiting YanPulmonary, Critical Care, and Sleep Medicine Section, Yale University, New Haven, Connecticut.
Zuoheng WangDepartment of Biostatistics, Yale University School of Public Health, New Haven, Connecticut.ORCID https://orcid.org/0000-0002-7251-3687
Maria RamirezPulmonary, Critical Care, and Sleep Medicine Section, Yale University, New Haven, Connecticut.
Andres FigueroaPulmonary, Critical Care, and Sleep Medicine Section, Yale University, New Haven, Connecticut.
Asawari KordePulmonary, Critical Care, and Sleep Medicine Section, Yale University, New Haven, Connecticut.
Hill YinPulmonary, Critical Care, and Sleep Medicine Section, Yale University, New Haven, Connecticut.
Clemente BrittoPulmonary, Critical Care, and Sleep Medicine Section, Yale University, New Haven, Connecticut.
Inderjit SinghPulmonary, Critical Care, and Sleep Medicine Section, Yale University, New Haven, Connecticut.
Huanxing SunPulmonary, Critical Care, and Sleep Medicine Section, Yale University, New Haven, Connecticut.
Erica HerzogPulmonary, Critical Care, and Sleep Medicine Section, Yale University, New Haven, Connecticut.ORCID https://orcid.org/0000-0002-7508-8575
Carol Feghali-BostwickDepartment of Medicine, Medical University of South Carolina, Charleston.ORCID https://orcid.org/0000-0002-6750-6407
Monique HinchcliffDivision of Rheumatology, Allergy, and Immunology, Yale University School of Medicine, New Haven, Connecticut.ORCID https://orcid.org/0000-0002-8652-9890
Changwan RyuPulmonary, Critical Care, and Sleep Medicine Section, Yale University, New Haven, Connecticut.
Jose L GomezPulmonary, Critical Care, and Sleep Medicine Section, Yale University, New Haven, Connecticut.

Funding

Training Translational Lung Biology and PathobiologyT32HL007778 · NHLBI · YALE UNIVERSITY · PI Erica L Herzog, NAFTALI KAMINSKI · 1994 to 2026
$14.4M
Noradrenergic mechanisms of IPFR01HL163984 · NHLBI · YALE UNIVERSITY · PI Erica L Herzog · 2022 to 2026
$3.7M
Systems Biology of a MicroRNA Network in Neutrophilic AsthmaR01HL153604 · NHLBI · YALE UNIVERSITY · PI GOMEZ-VILLALOBOS, JOSE LUIS · 2020 to 2024
$3.4M
Pathogenic Wnt-beta catenin target genes in macrophages and fibrosisR01AR073270 · NIAMS · YALE UNIVERSITY · PI HINCHCLIFF, MONIQUE EVANGELINE · 2019 to 2023
$2.6M
Macrophage driven, profibrotic adrenergic nerve remodeling in SSc-ILDR01HL152677 · NHLBI · YALE UNIVERSITY · PI HERZOG, ERICA L · 2020 to 2023
$2.4M
Scleroderma Twin Study and analysis of Estrogen in patients with dcSScK24AR060297 · NIAMS · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI FEGHALI-BOSTWICK, CAROL A. · 2013 to 2025
$1.4M
Mitochondrial DNA and TLR9 in Pulmonary FibrosisK08HL151970 · NHLBI · YALE UNIVERSITY · PI RYU, CHANGWAN · 2020 to 2024
$840k
Regulation of Neutrophilic Airway Inflammation by miR-223-3pR03HL154275 · NHLBI · YALE UNIVERSITY · PI GOMEZ-VILLALOBOS, JOSE LUIS · 2020 to 2021
$168k
NHLBI Division of Intramural Research 2T32 HL007778-26NHLBI Division of Intramural Research K08 HL151970-02NHLBI NIH HHS K08 HL151970NHLBI NIH HHS R01 HL152677NHLBI NIH HHS R01 HL153604NHLBI NIH HHS R01 HL163984NHLBI NIH HHS R03 HL154275NHLBI NIH HHS T32 HL007778NIAMS NIH HHS K24 AR060297NIAMS NIH HHS R01 AR073270
6 · The paper itself

Abstract

objectiveSystemic sclerosis (SSc) is characterized by dysregulated immunity, microvascular damage, and progressive fibrosis. SSc-related interstitial lung disease (SSc-ILD) is the leading disease-specific cause of death; it is therefore important to identify biomarkers associated with SSc-ILD. We hypothesized that the skin transcriptome would provide mechanistic clues that could further our understanding of lung impairment in SSc-ILD.

methodsWe conducted a multistage analysis of SSc transcriptomes using weighted gene correlation analysis, gene set enrichment analysis, and single-cell RNA sequencing.

resultsWe identified seven modules correlated with skin and lung function involvement. Unsupervised clustering of these genes classified patients into two groups, one of which showed severe multiorgan involvement characterized by increased skin fibrosis and decreased lung function (P < 0.05). The KRAS pathway was enriched in the severe cluster. Deconvolution of the severe cutaneous signature in SSc skin and lungs showed increased expression in stromal cells and monocytes, whereas the KRAS pathway was enriched in stromal cells only. Profiling KRAS and downstream signaling in lungs from individuals with SSc-ILD demonstrated activation of these pathways (P < 0.05).

conclusionWe found a severe cutaneous transcriptomic signature of SSc associated with multiorgan involvement. By deconvoluting the severe cutaneous signature, we have identified pathways enriched in specific cell types, including KRAS in stromal cells and a combination of stromal and immune cells in the severe signature. The severe SSc signature can provide a framework for understanding shared mechanisms in skin and lung fibrosis and may help identify additional molecular pathways.

Identifiers

PMID41930625
PMCPMC13474262

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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.