Evidence map›Paper›PMID 34083402›Full record

ArticleThe European respiratory journal2021

Transcriptomics of bronchoalveolar lavage cells identifies new molecular endotypes of sarcoidosis.

Milica Vukmirovic, Xiting Yan, Kevin F Gibson, Mridu Gulati, Jonas C Schupp, Giuseppe DeIuliis, Taylor S Adams, Buqu Hu, Antun Mihaljinec, Tony N Woolard and 20 more

Open access · bronzeAbstract readMulticenter Study
In one paragraph

Article in The European respiratory journal, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 36 papers.

0numbers the graph read from it
0cells of the map it votes in
36citing papers in PubMed
4.7field-weighted citation impact, top 4% 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

36 citing papers in PubMed, 54 citations in OpenAlex.

  1. Derivation of a peripheral blood-based transcriptomic risk score for extrapulmonary sarcoidosis.Sarcoidosis, vasculitis, and diffuse lung diseases : official journal of WASOG · 2026
    Article
  2. Article
  3. Article
  4. Review
  5. Article
  6. Article
  7. Review
  8. Article
  9. Overview of multi-omics approaches for pulmonary sarcoidosis.EC pulmonology and respiratory medicine · 2025
    Article
  10. Article
  11. Article
  12. The Role of Inflammation and Fibrosis in Interstitial Lung Disease Treatment Decisions.American journal of respiratory and critical care medicine · 2024
    Article
  13. Article
  14. The textures of sarcoidosis: quantifying lung disease through variograms.medRxiv : the preprint server for health sciences · 2024
    Article
  15. Aberrant Lipid Metabolism in Macrophages Is Associated with Granuloma Formation in Sarcoidosis.American journal of respiratory and critical care medicine · 2024
    Article
  16. Review
  17. Review
  18. Review
  19. Review
  20. Review
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

30 authors at 9 institutions in 3 countries.

Milica VukmirovicSection of Pulmonary, Critical Care and Sleep Medicine, Dept of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA.ORCID 0000-0002-2025-3887
Xiting YanSection of Pulmonary, Critical Care and Sleep Medicine, Dept of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA.
Kevin F GibsonDept of Medicine, University of Pittsburgh, School of Medicine, Pittsburgh, PA, US.
Mridu GulatiSection of Pulmonary, Critical Care and Sleep Medicine, Dept of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA.
Jonas C SchuppSection of Pulmonary, Critical Care and Sleep Medicine, Dept of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA.ORCID 0000-0002-7714-8076
Giuseppe DeIuliisSection of Pulmonary, Critical Care and Sleep Medicine, Dept of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA.ORCID 0000-0003-0841-8156
Taylor S AdamsSection of Pulmonary, Critical Care and Sleep Medicine, Dept of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA.ORCID 0000-0003-4280-9070
Buqu HuSection of Pulmonary, Critical Care and Sleep Medicine, Dept of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA.
Antun MihaljinecSection of Pulmonary, Critical Care and Sleep Medicine, Dept of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA.
Tony N WoolardSection of Pulmonary, Critical Care and Sleep Medicine, Dept of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA.
Heather LynnSection of Pulmonary, Critical Care and Sleep Medicine, Dept of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA.
Nkiruka EmeagwaliSection of Pulmonary, Critical Care and Sleep Medicine, Dept of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA.
Erica L HerzogSection of Pulmonary, Critical Care and Sleep Medicine, Dept of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA.
Edward S ChenJohns Hopkins University, Baltimore, MD, USA.ORCID 0000-0003-0723-8209
Alison MorrisDept of Medicine, University of Pittsburgh, School of Medicine, Pittsburgh, PA, US.
Joseph K LeaderDept of Radiology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
Yingze ZhangDept of Medicine, University of Pittsburgh, School of Medicine, Pittsburgh, PA, US.ORCID 0000-0001-6947-2901
Joe G N GarciaUniversity of Arizona Health Sciences, Tucson, AZ, USA.ORCID 0000-0002-6934-0420
Lisa A MaierNational Jewish Health, Denver, CO, USA.
Ronald G CollmanUniversity of Pennsylvania School of Medicine, PA, USA.
Wonder P DrakeVanderbilt University, Nashville, TN, USA.
Michael J BecichDept of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
Harry HochheiserDept of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
Steven R WisniewskiDept of Medicine, University of Pittsburgh, School of Medicine, Pittsburgh, PA, US.
Panayiotis V BenosDept of Computational and Systems Biology and Department of Computer Science, University of Pittsburgh, Pittsburgh, PA, USA.
David R MollerJohns Hopkins University, Baltimore, MD, USA.
Antje PrasseHannover Medical School (MHH), Hannover, Germany.ORCID 0000-0002-7336-7458
Laura L KothUniversity of California San Francisco, San Francisco, CA, USA.
Naftali KaminskiSection of Pulmonary, Critical Care and Sleep Medicine, Dept of Internal Medicine, Yale University School of Medicine, New Haven, CT, USA naftali.kaminski@yale.edu.ORCID 0000-0001-5917-4601
GRADS Investigators
Yale University · USUniversity of Pittsburgh · USJohns Hopkins University · USUniversity of Arizona · USMedizinische Hochschule Hannover · DENational Jewish Health · USUniversity of California, San Francisco · USUniversity of Pennsylvania · USVanderbilt University · US

Funding

CTSA INFRASTRUCTURE FOR PEDIATRIC RESEARCHUL1RR025780 · NCRR · UNIVERSITY OF COLORADO DENVER · PI SOKOL, RONALD J. · 2008 to 2011
$61.3M
NIH Prior Approval Process ProfessionalUL1TR002535 · NCATS · UNIVERSITY OF COLORADO DENVER · PI SOKOL, RONALD J. · 2018 to 2022
$51.1M
University of Pittsburgh Clinical and Translational Science InstituteUL1TR000005 · NCATS · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI REIS, STEVEN E · 2012 to 2015
$50.8M
Sustaining the Expansion of the National Mesothelioma Virtual Bank (NMVB)U24OH009077 · OH · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI BECICH, MICHAEL JOHN, DACIC, SANJA · 2008 to 2025
$18.0M
SOUTH CAROLINA CLINICAL & TRANSLATIONAL RESEARCH INSTITUTE (SCTR)UL1RR029882 · NCRR · MEDICAL UNIVERSITY OF SOUTH CAROLINA · PI BRADY, KATHLEEN T. · 2009 to 2011
$10.1M
Comprehensive Genome Interrogation of African American Sarcoidosis FamiliesR01HL113326 · NHLBI · OKLAHOMA MEDICAL RESEARCH FOUNDATION · PI MONTGOMERY, COURTNEY · 2012 to 2022
$8.7M
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
A Prospective Study of T cell Immune-phenotype and Disease Outcome in Pulmonary SarcoidosisR01HL136681 · NHLBI · NATIONAL JEWISH HEALTH · PI HAMZEH, NABEEL, KOTH, LAURA L · 2018 to 2021
$4.0M
Microbial induction of sarcoidosis CD4+ T cell dysfunctionR01HL117074 · NHLBI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI BERNARD, GORDON RAPHAEL, DRAKE, WONDER P. · 2013 to 2017
$3.8M
Genetic Risk for Granulomatous Interstitial Lung DiseaseR01HL114587 · NHLBI · UNIVERSITY OF COLORADO DENVER · PI FINGERLIN, TASHA E. · 2013 to 2018
$3.2M
Epigenetic Regulation of Immune Pathways in SarcoidosisR01HL140357 · NHLBI · NATIONAL JEWISH HEALTH · PI MAIER, LISA A, YANG, IVANA V · 2018 to 2021
$2.8M
ACL HHS U24OH009077NCATS NIH HHS UL1 TR000005NCATS NIH HHS UL1 TR002535NCRR NIH HHS UL1 RR025780NCRR NIH HHS UL1 RR029882NHLBI NIH HHS K24 HL127301NHLBI NIH HHS R01 HL110883NHLBI NIH HHS R01 HL114587NHLBI NIH HHS R01 HL117074NHLBI NIH HHS R01 HL127349NHLBI NIH HHS R01 HL127461NHLBI NIH HHS R01 HL136681NHLBI NIH HHS R01 HL140357NHLBI NIH HHS R41 HL129728NHLBI NIH HHS R56 HL149129NHLBI NIH HHS U01 HL112694NHLBI NIH HHS U01 HL112695NHLBI NIH HHS U01 HL112696NHLBI NIH HHS U01 HL112702NHLBI NIH HHS U01 HL112707NHLBI NIH HHS U01 HL112708NHLBI NIH HHS U01 HL112711NHLBI NIH HHS U01 HL112712NHLBI NIH HHS U01 HL137159NIOSH CDC HHS U24 OH009077NLM NIH HHS R21 LM012884
6 · The paper itself

Abstract

backgroundSarcoidosis is a multisystem granulomatous disease of unknown origin with a variable and often unpredictable course and pattern of organ involvement. In this study we sought to identify specific bronchoalveolar lavage (BAL) cell gene expression patterns indicative of distinct disease phenotypic traits.

methodsRNA sequencing by Ion Torrent Proton was performed on BAL cells obtained from 215 well-characterised patients with pulmonary sarcoidosis enrolled in the multicentre Genomic Research in Alpha-1 Antitrypsin Deficiency and Sarcoidosis (GRADS) study. Weighted gene co-expression network analysis and nonparametric statistics were used to analyse genome-wide BAL transcriptome. Validation of results was performed using a microarray expression dataset of an independent sarcoidosis cohort (Freiburg, Germany; n=50).

resultsOur supervised analysis found associations between distinct transcriptional programmes and major pulmonary phenotypic manifestations of sarcoidosis including T-helper type 1 (Th1) and Th17 pathways associated with hilar lymphadenopathy, transforming growth factor-β1 (TGFB1) and mechanistic target of rapamycin (MTOR) signalling with parenchymal involvement, and interleukin (IL)-7 and IL-2 with airway involvement. Our unsupervised analysis revealed gene modules that uncovered four potential sarcoidosis endotypes including hilar lymphadenopathy with increased acute T-cell immune response; extraocular organ involvement with PI3K activation pathways; chronic and multiorgan disease with increased immune response pathways; and multiorgan involvement, with increased IL-1 and IL-18 immune and inflammatory responses. We validated the occurrence of these endotypes using gene expression, pulmonary function tests and cell differentials from Freiburg.

conclusionTaken together, our results identify BAL gene expression programmes that characterise major pulmonary sarcoidosis phenotypes and suggest the presence of distinct disease molecular endotypes.

Indexed as

SarcoidosisSarcoidosis, PulmonaryBronchoalveolar LavageBronchoalveolar Lavage FluidHumansTranscriptome

Identifiers

PMID34083402
PMCPMC9759791
OpenAlexW3164147779

What OpenQuestion holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

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.