Cargando…

The sputum transcriptome better predicts COPD exacerbations after the withdrawal of inhaled corticosteroids than sputum eosinophils

INTRODUCTION: Continuing inhaled corticosteroid (ICS) use does not benefit all patients with COPD, yet it is difficult to determine which patients may safely sustain ICS withdrawal. Although eosinophil levels can facilitate this decision, better biomarkers could improve personalised treatment decisi...

Descripción completa

Detalles Bibliográficos
Autores principales: Ditz, Benedikt, Sarma, Aartik, Kerstjens, Huib A.M., Liesker, Jeroen J.W., Bathoorn, Erik, Vonk, Judith M., Bernal, Victor, Horvatovich, Peter, Guryev, Victor, Caldera, Saharai, Langelier, Chaz, Faiz, Alen, Christenson, Stephanie A., van den Berge, Maarten
Formato: Online Artículo Texto
Lenguaje:English
Publicado: European Respiratory Society 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8255541/
https://www.ncbi.nlm.nih.gov/pubmed/34235210
http://dx.doi.org/10.1183/23120541.00097-2021
_version_ 1783717926174457856
author Ditz, Benedikt
Sarma, Aartik
Kerstjens, Huib A.M.
Liesker, Jeroen J.W.
Bathoorn, Erik
Vonk, Judith M.
Bernal, Victor
Horvatovich, Peter
Guryev, Victor
Caldera, Saharai
Langelier, Chaz
Faiz, Alen
Christenson, Stephanie A.
van den Berge, Maarten
author_facet Ditz, Benedikt
Sarma, Aartik
Kerstjens, Huib A.M.
Liesker, Jeroen J.W.
Bathoorn, Erik
Vonk, Judith M.
Bernal, Victor
Horvatovich, Peter
Guryev, Victor
Caldera, Saharai
Langelier, Chaz
Faiz, Alen
Christenson, Stephanie A.
van den Berge, Maarten
author_sort Ditz, Benedikt
collection PubMed
description INTRODUCTION: Continuing inhaled corticosteroid (ICS) use does not benefit all patients with COPD, yet it is difficult to determine which patients may safely sustain ICS withdrawal. Although eosinophil levels can facilitate this decision, better biomarkers could improve personalised treatment decisions. METHODS: We performed transcriptional profiling of sputum to explore the molecular biology and compared the predictive value of an unbiased gene signature versus sputum eosinophils for exacerbations after ICS withdrawal in COPD patients. RNA-sequencing data of induced sputum samples from 43 COPD patients were associated with the time to exacerbation after ICS withdrawal. Expression profiles of differentially expressed genes were summarised to create gene signatures. In addition, we built a Bayesian network model to determine coregulatory networks related to the onset of COPD exacerbations after ICS withdrawal. RESULTS: In multivariate analyses, we identified a gene signature (LGALS12, ALOX15, CLC, IL1RL1, CD24, EMR4P) associated with the time to first exacerbation after ICS withdrawal. The addition of this gene signature to a multiple Cox regression model explained more variance of time to exacerbations compared to a model using sputum eosinophils. The gene signature correlated with sputum eosinophil as well as macrophage cell counts. The Bayesian network model identified three coregulatory gene networks as well as sex to be related to an early versus late/nonexacerbation phenotype. CONCLUSION: We identified a sputum gene expression signature that exhibited a higher predictive value for predicting COPD exacerbations after ICS withdrawal than sputum eosinophilia. Future studies should investigate the utility of this signature, which might enhance personalised ICS treatment in COPD patients.
format Online
Article
Text
id pubmed-8255541
institution National Center for Biotechnology Information
language English
publishDate 2021
publisher European Respiratory Society
record_format MEDLINE/PubMed
spelling pubmed-82555412021-07-06 The sputum transcriptome better predicts COPD exacerbations after the withdrawal of inhaled corticosteroids than sputum eosinophils Ditz, Benedikt Sarma, Aartik Kerstjens, Huib A.M. Liesker, Jeroen J.W. Bathoorn, Erik Vonk, Judith M. Bernal, Victor Horvatovich, Peter Guryev, Victor Caldera, Saharai Langelier, Chaz Faiz, Alen Christenson, Stephanie A. van den Berge, Maarten ERJ Open Res Original Research Articles INTRODUCTION: Continuing inhaled corticosteroid (ICS) use does not benefit all patients with COPD, yet it is difficult to determine which patients may safely sustain ICS withdrawal. Although eosinophil levels can facilitate this decision, better biomarkers could improve personalised treatment decisions. METHODS: We performed transcriptional profiling of sputum to explore the molecular biology and compared the predictive value of an unbiased gene signature versus sputum eosinophils for exacerbations after ICS withdrawal in COPD patients. RNA-sequencing data of induced sputum samples from 43 COPD patients were associated with the time to exacerbation after ICS withdrawal. Expression profiles of differentially expressed genes were summarised to create gene signatures. In addition, we built a Bayesian network model to determine coregulatory networks related to the onset of COPD exacerbations after ICS withdrawal. RESULTS: In multivariate analyses, we identified a gene signature (LGALS12, ALOX15, CLC, IL1RL1, CD24, EMR4P) associated with the time to first exacerbation after ICS withdrawal. The addition of this gene signature to a multiple Cox regression model explained more variance of time to exacerbations compared to a model using sputum eosinophils. The gene signature correlated with sputum eosinophil as well as macrophage cell counts. The Bayesian network model identified three coregulatory gene networks as well as sex to be related to an early versus late/nonexacerbation phenotype. CONCLUSION: We identified a sputum gene expression signature that exhibited a higher predictive value for predicting COPD exacerbations after ICS withdrawal than sputum eosinophilia. Future studies should investigate the utility of this signature, which might enhance personalised ICS treatment in COPD patients. European Respiratory Society 2021-07-05 /pmc/articles/PMC8255541/ /pubmed/34235210 http://dx.doi.org/10.1183/23120541.00097-2021 Text en Copyright ©The authors 2021 https://creativecommons.org/licenses/by-nc/4.0/This version is distributed under the terms of the Creative Commons Attribution Non-Commercial Licence 4.0. For commercial reproduction rights and permissions contact permissions@ersnet.org (mailto:permissions@ersnet.org)
spellingShingle Original Research Articles
Ditz, Benedikt
Sarma, Aartik
Kerstjens, Huib A.M.
Liesker, Jeroen J.W.
Bathoorn, Erik
Vonk, Judith M.
Bernal, Victor
Horvatovich, Peter
Guryev, Victor
Caldera, Saharai
Langelier, Chaz
Faiz, Alen
Christenson, Stephanie A.
van den Berge, Maarten
The sputum transcriptome better predicts COPD exacerbations after the withdrawal of inhaled corticosteroids than sputum eosinophils
title The sputum transcriptome better predicts COPD exacerbations after the withdrawal of inhaled corticosteroids than sputum eosinophils
title_full The sputum transcriptome better predicts COPD exacerbations after the withdrawal of inhaled corticosteroids than sputum eosinophils
title_fullStr The sputum transcriptome better predicts COPD exacerbations after the withdrawal of inhaled corticosteroids than sputum eosinophils
title_full_unstemmed The sputum transcriptome better predicts COPD exacerbations after the withdrawal of inhaled corticosteroids than sputum eosinophils
title_short The sputum transcriptome better predicts COPD exacerbations after the withdrawal of inhaled corticosteroids than sputum eosinophils
title_sort sputum transcriptome better predicts copd exacerbations after the withdrawal of inhaled corticosteroids than sputum eosinophils
topic Original Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8255541/
https://www.ncbi.nlm.nih.gov/pubmed/34235210
http://dx.doi.org/10.1183/23120541.00097-2021
work_keys_str_mv AT ditzbenedikt thesputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT sarmaaartik thesputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT kerstjenshuibam thesputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT lieskerjeroenjw thesputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT bathoornerik thesputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT vonkjudithm thesputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT bernalvictor thesputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT horvatovichpeter thesputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT guryevvictor thesputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT calderasaharai thesputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT langelierchaz thesputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT faizalen thesputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT christensonstephaniea thesputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT vandenbergemaarten thesputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT ditzbenedikt sputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT sarmaaartik sputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT kerstjenshuibam sputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT lieskerjeroenjw sputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT bathoornerik sputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT vonkjudithm sputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT bernalvictor sputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT horvatovichpeter sputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT guryevvictor sputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT calderasaharai sputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT langelierchaz sputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT faizalen sputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT christensonstephaniea sputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils
AT vandenbergemaarten sputumtranscriptomebetterpredictscopdexacerbationsafterthewithdrawalofinhaledcorticosteroidsthansputumeosinophils