Evidence map›Paper›PMID 28942086›Full record

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.

Jose D Herazo-Maya, Jiehuan Sun, Philip L Molyneaux, Qin Li, Julian A Villalba, Argyrios Tzouvelekis, Heather Lynn, Brenda M Juan-Guardela, Cristobal Risquez, Juan C Osorio and 18 more

Open access · greenAbstract readMulticenter StudyValidation Study
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
102citing papers in PubMed, 4 pooled it
10.0field-weighted citation impact, top 1% 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.

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

102 citing papers in PubMed, 4 syntheses or guidelines pooled it, 185 citations in OpenAlex.

  1. Pooled it
  2. 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 · 2023
    Pooled it
  3. Pooled it
  4. Guideline
  5. Trial
  6. Review
  7. Article
  8. Review
  9. Article
  10. Article
  11. The transcriptome of CD14The European respiratory journal · 2026
    Article
  12. Immunological mechanisms and therapeutic approaches in pulmonary fibrosis.European respiratory review : an official journal of the European Respiratory Society · 2026
    Review
  13. Article
  14. Observational
  15. Progressive pulmonary fibrosis: the importance of identification and intervention.European respiratory review : an official journal of the European Respiratory Society · 2026
    Review
  16. Precision Medicine Advances in Chronic Lung Diseases.International journal of molecular sciences · 2025
    Article
  17. Article
  18. eNAMPT Is a Novel DAMP and Therapeutic Target in Human and Murine Pulmonary Fibrosis.American journal of respiratory cell and molecular biology · 2025
    Article
  19. Epigenome-Wide Analysis Identifies Pollution-Sensitive Loci in Fibrotic Interstitial Lung Disease.American journal of respiratory and critical care medicine · 2025
    Article
  20. Observational

42 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

28 authors at 12 institutions in 3 countries.

Jose D Herazo-MayaSection of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA; Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, NCH Healthcare System and Mayo Clinic School of Medicine, Naples, FL, USA. Electronic address: jose.herazo-maya@yale.edu.
Jiehuan SunDepartment of Biostatistics, Yale School of Public Health, Yale University, New Haven, CT, USA.
Philip L MolyneauxNational Heart and Lung Institute, Imperial College London, London, UK.
Qin LiSection of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA.
Julian A VillalbaDivision of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
Argyrios TzouvelekisSection of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA.
Heather LynnSection of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA.
Brenda M Juan-GuardelaSection of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA; Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, NCH Healthcare System and Mayo Clinic School of Medicine, Naples, FL, USA.
Cristobal RisquezNational Heart and Lung Institute, Imperial College London, London, UK.
Juan C OsorioNational Heart and Lung Institute, Imperial College London, London, UK.
Xiting YanSection of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA.
George MichelSection of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA.
Nachelle AurelienSection of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA; Section of Pulmonary, Critical Care and Sleep Medicine, Department of Medicine, NCH Healthcare System and Mayo Clinic School of Medicine, Naples, FL, USA.
Kathleen O LindellDivision of Pulmonary, Allergy, and Critical Care Medicine, University of Pittsburgh, Pittsburgh, PA, USA.
Melinda J KlesenDivision of Pulmonary, Allergy, and Critical Care Medicine, University of Pittsburgh, Pittsburgh, PA, USA.
Miriam F MoffattNational Heart and Lung Institute, Imperial College London, London, UK.
William O CooksonNational Heart and Lung Institute, Imperial College London, London, UK.
Yingze ZhangDivision of Pulmonary, Allergy, and Critical Care Medicine, University of Pittsburgh, Pittsburgh, PA, USA.
Joe G N GarciaDepartment of Medicine and University of Arizona Respiratory Center, University of Arizona, Tucson, AZ, USA.
Imre NothSection of Pulmonary and Critical Care Medicine, Department of Medicine, University of Chicago, Chicago, IL, USA.
Antje PrasseDepartment of Pneumology, Hannover Medical School, Hannover, Germany; University Clinical Center Freiburg, Department of Pneumology, Freiburg, Germany.
Ziv Bar-JosephComputational Biology Department, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA.
Kevin F GibsonDivision of Pulmonary, Allergy, and Critical Care Medicine, University of Pittsburgh, Pittsburgh, PA, USA.
Hongyu ZhaoDepartment of Biostatistics, Yale School of Public Health, Yale University, New Haven, CT, USA.
Erica L HerzogSection of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA.
Ivan O RosasDivision of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.
Toby M MaherNational Heart and Lung Institute, Imperial College London, London, UK; National Institute for Health Research, Respiratory Biomedical Research Unit, Royal Brompton Hospital, London, UK.
Naftali KaminskiSection of Pulmonary, Critical Care, and Sleep Medicine, Department of Medicine, Yale School of Medicine, Yale University, New Haven, CT, USA. Electronic address: naftali.kaminski@yale.edu.
Yale University · USImperial College London · GBUniversity of Pittsburgh · USBrigham and Women's Hospital · USCarnegie Mellon University · USHarvard University · USMayo Clinic in Florida · USNaples Community Hospital Healthcare System · USRoyal Brompton Hospital · GBUniversity Medical Center Freiburg · DEUniversity of Arizona · USUniversity of Chicago · US

Funding

Training Translational Lung Biology and PathobiologyT32HL007778 · NHLBI · YALE UNIVERSITY · PI Erica L Herzog, NAFTALI KAMINSKI · 1994 to 2026
$14.4M
Sarcoidosis and A1AT Genomics & Informatics CenterU01HL112707 · NHLBI · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI BECICH, MICHAEL JOHN, KAMINSKI, NAFTALI · 2012 to 2015
$8.5M
Genomic Analysis of Tissue and Cellular Heterogeneity in IPFR01HL127349 · NHLBI · YALE UNIVERSITY · PI BENOS, PANAGIOTIS V, KAMINSKI, NAFTALI · 2015 to 2025
$5.9M
Mir-29 mimicry as a therapy for pulmonary fibrosisUH3HL123886 · NHLBI · YALE UNIVERSITY · PI KAMINSKI, NAFTALI · 2016 to 2018
$4.5M
Novel Immunologic Effects of Semaphorin 7a in IPFR01HL109233 · NHLBI · YALE UNIVERSITY · PI HERZOG, ERICA L · 2011 to 2019
$3.7M
Mir-29 mimicry as a therapy for pulmonary fibrosisUH2HL123886 · NHLBI · YALE UNIVERSITY · PI KAMINSKI, NAFTALI · 2014 to 2015
$2.7M
Gene networks beyond organ boundaries; heart, lung and pulmonary vascular diseaseU01HL108642 · NHLBI · YALE UNIVERSITY · PI AHMAD, FERHAAN, BENOS, PANAGIOTIS V · 2011 to 2014
$2.2M
Neuroimmune Molecules in Scleroderma Lung FibrosisR01HL125850 · NHLBI · YALE UNIVERSITY · PI HERZOG, ERICA L · 2016 to 2019
$1.7M
Department of Health CS-2013-13-017HSRD VA CDA 13-017Medical Research Council G1000758NHLBI NIH HHS R01 HL109233NHLBI NIH HHS R01 HL125850NHLBI NIH HHS R01 HL127349NHLBI NIH HHS T32 HL007778NHLBI NIH HHS U01 HL108642NHLBI NIH HHS U01 HL112707NHLBI NIH HHS UH2 HL123886NHLBI NIH HHS UH3 HL123886Wellcome Trust
6 · The paper itself

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.

Indexed as

AgedCohort StudiesFemaleGene Expression ProfilingGenetic MarkersGenetic TestingHumansIdiopathic Pulmonary FibrosisLeukocytes, MononuclearLinear ModelsMaleMiddle AgedOligonucleotide Array Sequence AnalysisPrognosisProportional Hazards ModelsRisk AssessmentGenetic Markers

Identifiers

PMID28942086
PMCPMC5677538
OpenAlexW2756020545

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LicenceCC BY-NC-ND
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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.