A transcriptomics-based meta-analysis identifies a cross-tissue signature for sarcoidosis

被引:5
|
作者
Jiang, Yale [1 ,2 ,3 ]
Jiang, Dingyuan [1 ,4 ]
Costabel, Ulrich [5 ]
Dai, Huaping [1 ,4 ]
Wang, Chen [1 ,4 ,6 ,7 ]
机构
[1] China Japan Friendship Hosp, Dept Pulm & Crit Care Med, Beijing, Peoples R China
[2] Chinese Acad Med Sci Peking Union Med Coll, Clin Trial Ctr, Canc Hosp, Natl Canc Ctr,Natl Clin Res Ctr Canc, Beijing, Peoples R China
[3] Tsinghua Univ, Sch Med, Beijing, Peoples R China
[4] Chinese Acad Med Sci, Inst Resp Med, Natl Ctr Resp Med, Natl Clin Res Ctr Resp Dis, Beijing, Peoples R China
[5] Univ Hosp, Ruhrlandklin, Ctr Interstitial & Rare Lung Dis, Dept Pneumol, Essen, Germany
[6] Peking Univ Joint Ctr Life Sci, Tsinghua Univ, Beijing, Peoples R China
[7] Peking Union Med Coll, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
sarcoidosis; transcriptome; interferon; IL-17; machine learning; EXPRESSION ANALYSIS; PERIPHERAL-BLOOD; GENE; IMMUNITY; PACKAGE;
D O I
10.3389/fmed.2022.960266
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Sarcoidosis is a granulomatous disease of unknown etiology, immunologically characterized by a Th1 immune response. Transcriptome-wide expression studies in various types of sarcoid tissues contributed to better understanding of disease mechanisms. We performed a systematic database search on Gene Expression Omnibus (GEO) and utilized transcriptomic data from blood and sarcoidosis-affected tissues in a meta-analysis to identify a cross-tissue, cross-platform signature. Datasets were further separated into training and testing sets for development of a diagnostic classifier for sarcoidosis. A total of 690 differentially expressed genes were identified in the analysis among various tissues. 29 of the genes were robustly associated with sarcoidosis in the meta-analysis both in blood and in lung-associated tissues. Top genes included LINC01278 (P = 3.11 x 10(-13)), GBP5 (P = 5.56 x 10(-07)), and PSMB9 (P = 1.11 x 10(-06)). Pathway enrichment analysis revealed activated IFN-gamma, IL-1, and IL-18, autophagy, and viral infection response. IL-17 was observed to be enriched in peripheral blood specific signature genes. A 16-gene classifier achieved excellent performance in the independent validation data (AUC 0.711-0.964). This study provides a cross-tissue meta-analysis for expression profiles of sarcoidosis and identifies a diagnostic classifier that potentially can complement more invasive procedures.
引用
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页数:10
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