ArticleThe Lancet. Respiratory medicine2017
Validation of a 52-gene risk profile for outcome prediction in patients with idiopathic pulmonary fibrosis: an international, multicentre, cohort study.
Article in The Lancet. Respiratory medicine, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 102 papers, 4 of them syntheses that pooled it.
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Who cites it
102 citing papers in PubMed, 4 syntheses or guidelines pooled it, 185 citations in OpenAlex.
- The Role of Monocytes in the Natural History of Idiopathic Pulmonary Fibrosis: A Systematic Literature Review.International journal of molecular sciences · 2025Pooled it
- Peripheral blood monocyte count and outcomes in patients with interstitial lung disease: a systematic review and meta-analysis.European respiratory review : an official journal of the European Respiratory Society · 2023Pooled it
- Blood gene expression risk profiles and interstitial lung abnormalities: COPDGene and ECLIPSE cohort studies.Respiratory research · 2022Pooled it
- Idiopathic Pulmonary Fibrosis (an Update) and Progressive Pulmonary Fibrosis in Adults: An Official ATS/ERS/JRS/ALAT Clinical Practice Guideline.American journal of respiratory and critical care medicine · 2022Guideline
- Design of the MERCURION-IPF trial - intravenous immunoglobulin for the treatment of acute exacerbations of idiopathic pulmonary fibrosis.Frontiers in immunology · 2026Trial
- Diagnostic, prognostic, and therapeutic challenges in patients with hypersensitivity pneumonitis.ERJ open research · 2026Review
- Immunopeptidome profiling in pulmonary fibrosis: linking antigenicity to cytotoxic immunity and therapeutic targeting.Signal transduction and targeted therapy · 2026Article
- Next-Generation Sequencing in Pulmonary Fibrosis: Translational Promise and Current Clinical Limitations.Current issues in molecular biology · 2026Review
- Single-cell RNA sequencing reveals aberrant airway epithelial-immune cell cross-talk in pulmonary fibrosis.ERJ open research · 2026Article
- GRN and KLRB1 define a shared peripheral-blood transcriptomic signature linking SLE and IPF.Journal of translational autoimmunity · 2026Article
- The transcriptome of CD14The European respiratory journal · 2026Article
- Immunological mechanisms and therapeutic approaches in pulmonary fibrosis.European respiratory review : an official journal of the European Respiratory Society · 2026Review
- Expression of complement pathway genes is associated with progression of idiopathic pulmonary fibrosis.Respiratory research · 2026Article
- Prospective study of fibrosis in the lung endpoints (PROFILE): characteristics of an incident cohort of patients with idiopathic pulmonary fibrosis.BMJ open respiratory research · 2026Observational
- Progressive pulmonary fibrosis: the importance of identification and intervention.European respiratory review : an official journal of the European Respiratory Society · 2026Review
- Precision Medicine Advances in Chronic Lung Diseases.International journal of molecular sciences · 2025Article
- Beyond Labels: Can Biomarkers and Treatable Traits Revolutionize Interstitial Lung Disease Care?Biomedicines · 2025Article
- eNAMPT Is a Novel DAMP and Therapeutic Target in Human and Murine Pulmonary Fibrosis.American journal of respiratory cell and molecular biology · 2025Article
- Epigenome-Wide Analysis Identifies Pollution-Sensitive Loci in Fibrotic Interstitial Lung Disease.American journal of respiratory and critical care medicine · 2025Article
- Intravenous Immunoglobulin in Acute Exacerbations of Fibrotic Interstitial Lung Diseases: A Retrospective, Real-World Study.Medicina (Kaunas, Lithuania) · 2025Observational
42 more citing papers are in PubMed but not listed here.
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Authors and funding
28 authors at 12 institutions in 3 countries.
Funding
Abstract
backgroundThe clinical course of idiopathic pulmonary fibrosis (IPF) is unpredictable. Clinical prediction tools are not accurate enough to predict disease outcomes.
methodsWe enrolled patients with IPF diagnosis in a six-cohort study at Yale University (New Haven, CT, USA), Imperial College London (London, UK), University of Chicago (Chicago, IL, USA), University of Pittsburgh (Pittsburgh, PA, USA), University of Freiburg (Freiburg im Breisgau, Germany), and Brigham and Women's Hospital-Harvard Medical School (Boston, MA, USA). Peripheral blood mononuclear cells or whole blood were collected at baseline from 425 participants and from 98 patients (23%) during 4-6 years' follow-up. A 52-gene signature was measured by the nCounter analysis system in four cohorts and extracted from microarray data (GeneChip) in the other two. We used the Scoring Algorithm for Molecular Subphenotypes (SAMS) to classify patients into low-risk or high-risk groups based on the 52-gene signature. We studied mortality with a competing risk model and transplant-free survival with a Cox proportional hazards model. We analysed timecourse data and response to antifibrotic drugs with linear mixed effect models.
findingsThe application of SAMS to the 52-gene signature identified two groups of patients with IPF (low-risk and high-risk), with significant differences in mortality or transplant-free survival in each of the six cohorts (hazard ratio [HR] range 2·03-4·37). Pooled data showed similar results for mortality (HR 2·18, 95% CI 1·53-3·09; p<0·0001) or transplant-free survival (2·04, 1·52-2·74; p<0·0001). Adding 52-gene risk profiles to the Gender, Age, and Physiology index significantly improved its mortality predictive accuracy. Temporal changes in SAMS scores were associated with changes in forced vital capacity (FVC) in two cohorts. Untreated patients did not shift their risk profile over time. A simultaneous increase in up score and decrease in down score was predictive of decreased transplant-free survival (3·18, 1·16-8·76; p=0·025) in the Pittsburgh cohort. A simultaneous decrease in up score and increase in down score after initiation of antifibrotic drugs was associated with a significant (p=0·0050) improvement in FVC in the Yale cohort.
interpretationThe peripheral blood 52-gene expression signature is predictive of outcome in patients with IPF. The potential value of the 52-gene signature in predicting response to therapy should be determined in prospective studies.
fundingThe Pulmonary Fibrosis Foundation, the Harold Amos Medical Faculty Development Program of the Robert Wood Johnson Foundation, and the National Heart, Lung, and Blood Institute of the US National Institutes of Health.
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