Evidence map›Paper›PMID 37344825›Full record

ArticleRespiratory research2023

Integrative multi-omics analysis reveals novel idiopathic pulmonary fibrosis endotypes associated with disease progression.

Peifeng Ruan, Jamie L Todd, Hongyu Zhao, Yi Liu, Richard Vinisko, Julia F Soellner, Ramona Schmid, Robert J Kaner, Tracy R Luckhardt, Megan L Neely and 9 more

Registry-linked trialOpen access · goldAbstract read
In one paragraph

Article in Respiratory research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT01915511 (Idiopathic Pulmonary Fibrosis Prospective Outcomes), which is not on this map. Cited by 27 papers.

0numbers the graph read from it
0cells of the map it votes in
27citing papers in PubMed
7.5field-weighted citation impact, top 2% of its field
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.

NCT01915511 recruitingnot on this map

Idiopathic Pulmonary Fibrosis Prospective Outcomes (IPF-PRO) and Interstitial Lung Disease Prospective Outcomes (IPF-PRO/ILD-PRO) Registry

Typeobservational_patient_registrySponsorDuke UniversityRan2014 to 2031Enrolled3,000ConditionsIdiopathic Pulmonary Fibrosis, Interstitial Lung Disease
3 · Its place in the literature

Who cites it

27 citing papers in PubMed, 29 citations in OpenAlex.

  1. Multi-omics insights into the mechanisms and prognosis of IPF.Genes and environment : the official journal of the Japanese Environmental Mutagen Society · 2026
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  7. Multi-omics to study chronic respiratory diseases and viral infections.European respiratory review : an official journal of the European Respiratory Society · 2026
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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

19 authors at 13 institutions in 2 countries.

Peifeng Ruan *Department of Biostatistics, Yale School of Public Health, New Haven, CT, USA.
Jamie L Todd *Duke Clinical Research Institute, Durham, NC, USA.
Hongyu ZhaoDepartment of Biostatistics, Yale School of Public Health, New Haven, CT, USA.
Yi LiuBoehringer Ingelheim Pharmaceuticals, Inc, Ridgefield, CT, USA.
Richard ViniskoBoehringer Ingelheim Pharmaceuticals, Inc, Ridgefield, CT, USA.
Julia F SoellnerBoehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany.
Ramona SchmidBoehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany.
Robert J KanerWeill Cornell Medicine, New York, NY, USA.
Tracy R LuckhardtDepartment of Medicine, University of Alabama at Birmingham, Birmingham, AL, USA.
Megan L NeelyDuke Clinical Research Institute, Durham, NC, USA.
Imre NothDivision of Pulmonary and Critical Care Medicine, University of Virginia, Charlottesville, VA, USA.
Mary PorteousHospital of the University of Pennsylvania, Philadelphia, PA, USA.
Rishi RajStanford University School of Medicine, Stanford, CA, USA.
Zeenat SafdarHouston Methodist Lung Center, Houston, TX, USA.
Mary E StrekSection of Pulmonary and Critical Care Medicine, University of Chicago, Chicago, IL, USA.
Christian HesslingerBoehringer Ingelheim Pharma GmbH & Co. KG, Biberach, Germany.
Scott M PalmerDuke Clinical Research Institute, Durham, NC, USA.
Thomas B LeonardBoehringer Ingelheim Pharmaceuticals, Inc, Ridgefield, CT, USA.
Margaret L SalisburyDepartment of Medicine, Vanderbilt University Medical Center, 1211 Medical Center Drive, 37232, Nashville, TN, USA. margaret.salisbury@vumc.org.
Boehringer Ingelheim (Germany) · DEBoehringer Ingelheim (United States) · USDuke Medical Center · USYale University · USClinical Research Institute · USHospital of the University of Pennsylvania · USHouston Methodist · USStanford University · USUniversity of Alabama at Birmingham · USUniversity of Chicago · USUniversity of Virginia · USVanderbilt University Medical Center · USWeill Cornell Medicine · US

Funding

Yale Clinical and Translational Science Award (U Component)UL1TR001863 · NCATS · YALE UNIVERSITY · PI John H. Krystal, LUCILA OHNO-MACHADO · 2016 to 2026
$102.9M
Host Response, Lung Microbiome, and Clinical Phenotype in Hypersensitivity PneumoniaK23HL141539 · NHLBI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI SALISBURY, MARGARET LOUISE · 2019 to 2023
$856k
NCATS NIH HHS UL1 TR001863NHLBI NIH HHS K23 HL141539
6 · The paper itself

Abstract

backgroundIdiopathic pulmonary fibrosis (IPF) is characterized by the accumulation of extracellular matrix in the pulmonary interstitium and progressive functional decline. We hypothesized that integration of multi-omics data would identify clinically meaningful molecular endotypes of IPF.

methodsThe IPF-PRO Registry is a prospective registry of patients with IPF. Proteomic and transcriptomic (including total RNA [toRNA] and microRNA [miRNA]) analyses were performed using blood collected at enrollment. Molecular data were integrated using Similarity Network Fusion, followed by unsupervised spectral clustering to identify molecular subtypes. Cox proportional hazards models tested the relationship between these subtypes and progression-free and transplant-free survival. The molecular subtypes were compared to risk groups based on a previously described 52-gene (toRNA expression) signature. Biological characteristics of the molecular subtypes were evaluated via linear regression differential expression and canonical pathways (Ingenuity Pathway Analysis [IPA]) over-representation analyses.

resultsAmong 232 subjects, two molecular subtypes were identified. Subtype 1 (n = 105, 45.3%) and Subtype 2 (n = 127, 54.7%) had similar distributions of age (70.1 +/- 8.1 vs. 69.3 +/- 7.6 years; p = 0.31) and sex (79.1% vs. 70.1% males, p = 0.16). Subtype 1 had more severe disease based on composite physiologic index (CPI) (55.8 vs. 51.2; p = 0.002). After adjusting for CPI and antifibrotic treatment at enrollment, subtype 1 experienced shorter progression-free survival (HR 1.79, 95% CI 1.28,2.56; p = 0.0008) and similar transplant-free survival (HR 1.30, 95% CI 0.87,1.96; p = 0.20) as subtype 2. There was little agreement in the distribution of subjects to the molecular subtypes and the risk groups based on 52-gene signature (kappa = 0.04, 95% CI= -0.08, 0.17), and the 52-gene signature risk groups were associated with differences in transplant-free but not progression-free survival. Based on heatmaps and differential expression analyses, proteins and miRNAs (but not toRNA) contributed to classification of subjects to the molecular subtypes. The IPA showed enrichment in pulmonary fibrosis-relevant pathways, including mTOR, VEGF, PDGF, and B-cell receptor signaling.

conclusionsIntegration of transcriptomic and proteomic data from blood enabled identification of clinically meaningful molecular endotypes of IPF. If validated, these endotypes could facilitate identification of individuals likely to experience disease progression and enrichment of clinical trials.

trial registrationNCT01915511.

Indexed as

Idiopathic Pulmonary FibrosisMicroRNAsDisease ProgressionFemaleHumansLungMaleMultiomicsProteomicsMicroRNAsBiomarkersCluster analysisComputational biologyLung fibrosisProteomicsRNA

Identifiers

PMID37344825
PMCPMC10283254
OpenAlexW4381598220

What OpenQuestion holds

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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 OpenQuestion graph.