Evidence map›Paper›PMID 40666833›Full record

ArticlebioRxiv : the preprint server for biology2025

Single cell transcriptomics in a treatment-segregated cohort exposes a STAT3-regulated therapeutic gap in idiopathic pulmonary fibrosis.

Neil J McKenna, Scott A Ochsner, Alan Waich, Juan Cala-Garcia, Maria E Ruiz Echartrea, Sandra Grimm, Fernando Poli, Rafael Cardenas Castillo, Juan D Zuluaga, Sergio Poli and 17 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. 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

27 authors.

Neil J McKennaDepartment of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA.ORCID 0000-0001-6689-0104
Scott A OchsnerDepartment of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA.
Alan WaichSection of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Baylor College of Medicine, Houston, TX, USA.
Juan Cala-GarciaSection of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Baylor College of Medicine, Houston, TX, USA.
Maria E Ruiz EchartreaCenter for Precision Environmental Health, Baylor College of Medicine, Houston, TX, USA.
Sandra GrimmCenter for Precision Environmental Health, Baylor College of Medicine, Houston, TX, USA.
Fernando PoliDivision of Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
Rafael Cardenas CastilloSection of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Baylor College of Medicine, Houston, TX, USA.
Juan D ZuluagaSection of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Baylor College of Medicine, Houston, TX, USA.
Sergio PoliSection of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Baylor College of Medicine, Houston, TX, USA.ORCID 0000-0001-5442-3189
Taylor S AdamsSection of Pulmonary, Critical Care and Sleep Medicine, Yale School of Medicine, New Haven, CT, USA.
Ricardo PinedaDivision of Pulmonary, Allergy, and Critical Care Medicine, University of Pittsburgh, Pittsburgh, PA, USA.
Benjamin MossSection of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Baylor College of Medicine, Houston, TX, USA.
Stefan W RyterDivision of Pulmonary and Critical Care Medicine, Department of Medicine, Weill Cornell Medicine, New York, NY, USA.
Rudolf T PillichDepartment of Medicine, University of California San Diego, La Jolla, CA, USA.
Julian A VillalbaDepartment of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, GA, USA.
Kosuke KatoSection of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Baylor College of Medicine, Houston, TX, USA.
Louise HeckerSection of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Baylor College of Medicine, Houston, TX, USA.
Lindsay J CeladaSection of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Baylor College of Medicine, Houston, TX, USA.
Maor SaulerSection of Pulmonary, Critical Care and Sleep Medicine, Yale School of Medicine, New Haven, CT, USA.
Melanie KoenigshoffDivision of Pulmonary, Allergy, and Critical Care Medicine, University of Pittsburgh, Pittsburgh, PA, USA.
Naftali KaminskiSection of Pulmonary, Critical Care and Sleep Medicine, Yale School of Medicine, New Haven, CT, USA.ORCID 0000-0001-5917-4601
Benjamin RabyDivision of Pulmonary Medicine, Boston Children's Hospital, Boston, MA.
Sandeep AgarwalSection of Immunology, Allergy & Rheumatology, Department of Medicine, Baylor College of Medicine, Houston, TX, USA.
Konstantin TsoyiSection of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Baylor College of Medicine, Houston, TX, USA.
Cristian CoarfaCenter for Precision Environmental Health, Baylor College of Medicine, Houston, TX, USA.
Ivan O RosasSection of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, Baylor College of Medicine, Houston, TX, USA.

Funding

The Network Data Exchange - a Network Commons for BiologistsU24CA269436 · NCI · UNIVERSITY OF CALIFORNIA, SAN DIEGO · PI Dexter Pratt · 2023 to 2026
$3.5M
Macropinocytosis and Pulmonary FibrosisR01HL176934 · NHLBI · UNIVERSITY OF MARYLAND BALTIMORE · PI Konstantin Tsoyi · 2025 to 2026
$1.2M
Antifibrotic effects of Syndecan-2 and CD148 in Rheumatoid Arthritis Interstitial Lung DiseaseK01AR074558 · NIAMS · BAYLOR COLLEGE OF MEDICINE · PI TSOYI, KONSTANTIN · 2020 to 2024
$655k
NCI NIH HHS U24 CA269436NHLBI NIH HHS R01 HL176934NIAMS NIH HHS K01 AR074558
6 · The paper itself

Abstract

Idiopathic pulmonary fibrosis (IPF) is a progressive fibrotic pulmonary disease with unknown etiology. Since approved idiopathic pulmonary fibrosis (IPF) drugs only slow disease progression, novel therapeutics are required that improve clinical outcomes. Here, we report a single cell RNA-Seq and regulatory network analysis of the largest IPF cohort assembled to date. Segregating this cohort based on status of treatment with approved antifibrotics (untreated, nintedanib- and pirfenidone-treated), we describe for the first time the transcriptional landscape of untreated IPF across 40 lung cell types, and the elements of this program that are impacted by approved antifibrotics. On average, 60% of the untreated IPF-dysregulated transcriptome is refractory to treatment with these drugs, a transcriptional deficit we refer to as the IPF therapeutic gap. Regulatory network analysis indicated a dominant functional footprint for the transcription factor STAT3 in both untreated IPF and in the IPF therapeutic gap. Validating our analysis in a translational precision cut lung slice platform that recapitulates IPF explants, treatment with a STAT3 inhibitor reduced the IPF therapeutic gap in numerous lung cell types. Finally, we implicated STAT3 as a master transcription factor that regulates a network comprising numerous profibrotic transcription factors in IPF alveolar fibroblasts, a critical fibrotic cell lineage. Our study represents a comprehensive resource for translational lung fibrosis research and establishes a novel strategy for drug discovery in human disease more broadly.

Identifiers

PMID40666833
PMCPMC12262394

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Registered trials

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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.