BAL Transcriptomes Characterize Idiopathic Pulmonary Fibrosis Endotypes With Prognostic Impact

被引:9
|
作者
De Sadeleer, Laurens J. [1 ,2 ]
Verleden, Stijn E. [1 ,3 ]
Schupp, Jonas C. [4 ,5 ]
McDonough, John E. [4 ]
Goos, Tinne [1 ,2 ]
Yserbyt, Jonas [1 ]
Bargagli, Elena [9 ,10 ]
Rottoli, Paola [11 ]
Kaminski, Naftali [4 ]
Prasse, Antje [5 ,6 ,7 ,8 ]
Wuyts, Wim A. [1 ,2 ]
机构
[1] Katholieke Univ Leuven, Dept CHROMETA, Lab Resp Dis & Thorac Surg BREATHE, Leuven, Belgium
[2] Univ Hosp Leuven, Dept Resp Dis, Unit Interstitial Lung Dis, Leuven, Belgium
[3] Antwerp Univ, Anat & Res Ctr, Antwerp Surg Training, Antwerp, Belgium
[4] Yale Univ, Sch Med, Pulm Crit Care & Sleep Med, New Haven, CT USA
[5] Hannover Med Sch, Dept Pulmonol, Hannover, Germany
[6] Fraunhofer Inst Toxicol & Expt Med, Hannover, Germany
[7] BREATH, German Ctr Lung Res, Hannover, Germany
[8] Univ Med Ctr, Dept Pneumol, Freiburg, Germany
[9] AOUS, Resp Dis & Lung Transplantat Unit, Siena, Italy
[10] Siena Univ, Siena, Italy
[11] Siena Univ, Specializat Sch Resp Dis, Siena, Italy
关键词
endotyping; gene expression; IPF; PLACEBO-CONTROLLED TRIAL; CELL LUNG-CANCER; GENE-EXPRESSION; DOUBLE-BLIND; PIRFENIDONE; DISEASE; NINTEDANIB; MORTALITY; TELOMERES; EFFICACY;
D O I
10.1016/j.chest.2021.12.668
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
BACKGROUND: Given the plethora of pathophysiologic mechanisms described in idiopathic pulmonary fibrosis (IPF), we hypothesize that the mechanisms driving fibrosis in IPF may be different from one patient to another. RESEARCH QUESTION: Do IPF endotypes exist and are they associated with outcome? STUDY DESIGN AND METHODS: Using a publicly available gene expression dataset retrieved from BAL samples of patients with IPF and control participants (GSE70867), we clustered IPF samples based on a dimension reduction algorithm specifically designed for -omics data, called DDR Tree. After clustering, gene set enrichment analysis was performed for functional annotation, associations with clinical variables and prognosis were investigated, and differences in transcriptional regulation were determined using motif enrichment analysis. The findings were validated in three independent publicly available gene expression datasets retrieved from IPF blood samples. RESULTS: One hundred seventy-six IPF samples from three centers were clustered in six IPF clusters, with distinct functional enrichment. Although clinical characteristics did not differ between the clusters, one cluster conferred worse sex-age-physiology score- corrected survival, whereas another showed a numeric trend toward worse survival (P = .08). The first was enriched for increased epithelial and innate and adaptive immunity signatures, whereas the other showed important telomere and mitochondrial dysfunction, loss of proteostasis, and increased myofibroblast signatures. The existence of these two endotypes, including the impact on survival of the immune endotype, was validated in three independent validation cohorts. Finally, we identified transcription factors regulating the expression of endotypespecific survival-associated genes. INTERPRETATION: Gene expression-based endotyping in IPF is feasible and can inform clinical evolution. As endotype-specific pathways and survival-associated transcription factors are identified, endotyping may open up the possibility of endotype-tailored therapy.
引用
收藏
页码:1576 / 1588
页数:13
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