Iain R Konigsberg, Nancy W Lin, Shu-Yi Liao, Cuining Liu, Kristyn MacPhail, Margaret M Mroz, Elizabeth Davidson, Clara I Restrepo, Sunita Sharma, Li Li, Lisa A Maier, Ivana V Yang
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引用次数: 0
摘要
背景:肉样瘤病是一种异质性肉芽肿性疾病,目前还没有疾病进展的准确生物标志物。因此,我们对 DNA 甲基组、mRNA 和 microRNA 进行了分析和整合,以确定与肉样瘤病和疾病进展相关的分子变化,从而揭示疾病的潜在机制和潜在的生物标志物:方法:使用 64 名肉样瘤患者和 16 名健康对照者的支气管肺泡灌洗液细胞。用 Illumina HumanMethylationEPIC 阵列分析 DNA 甲基化,用 RNA 测序分析 mRNA,用小 RNA 测序分析 miRNA。我们拟合了线性模型来检验肉样瘤诊断和进展表型的影响,并对年龄、性别、吸烟和数据的主成分进行了调整。我们利用每个数据集的特征子集建立了一个有监督的多组学模型:结果:我们发现了1459个CpGs、64个mRNAs和5个miRNAs与肉样瘤病和对照组相关,4个mRNAs与疾病进展相关。我们的综合模型强调了 PI3K/AKT1 通路的重要性,该通路在 T 细胞和 mTOR 功能中非常重要。包括 LYST、RGS14、SLFN12L 和 hsa-miR-199b-5p 在内的新型免疫相关基因和 miRNA 将肉样瘤病与对照组区分开来。我们的综合模型还显示,IL20RB、ABCC11、SFSWAP、AGBL4、miR-146a-3p 和 miR-378b 的表达/甲基化在非进行性和进行性肉样瘤病之间存在差异:利用肉样瘤病 BAL 细胞中的 DNA 甲基组、转录组和 miRNA 序列,我们检测到了与疾病相关的广泛分子变化,其中许多涉及免疫反应。这些分子可作为诊断/预后生物标志物和/或药物靶点,但还需要未来的测试来确认。
Multi-omic signatures of sarcoidosis and progression in bronchoalveolar lavage cells.
Background: Sarcoidosis is a heterogeneous granulomatous disease with no accurate biomarkers of disease progression. Therefore, we profiled and integrated the DNA methylome, mRNAs, and microRNAs to identify molecular changes associated with sarcoidosis and disease progression that might illuminate underlying mechanisms of disease and potential biomarkers.
Methods: Bronchoalveolar lavage cells from 64 sarcoidosis subjects and 16 healthy controls were used. DNA methylation was profiled on Illumina HumanMethylationEPIC arrays, mRNA by RNA-sequencing, and miRNAs by small RNA-sequencing. Linear models were fit to test for effect of sarcoidosis diagnosis and progression phenotype, adjusting for age, sex, smoking, and principal components of the data. We built a supervised multi-omics model using a subset of features from each dataset.
Results: We identified 1,459 CpGs, 64 mRNAs, and five miRNAs associated with sarcoidosis versus controls and four mRNAs associated with disease progression. Our integrated model emphasized the prominence of the PI3K/AKT1 pathway, which is important in T cell and mTOR function. Novel immune related genes and miRNAs including LYST, RGS14, SLFN12L, and hsa-miR-199b-5p, distinguished sarcoidosis from controls. Our integrated model also demonstrated differential expression/methylation of IL20RB, ABCC11, SFSWAP, AGBL4, miR-146a-3p, and miR-378b between non-progressive and progressive sarcoidosis.
Conclusions: Leveraging the DNA methylome, transcriptome, and miRNA-sequencing in sarcoidosis BAL cells, we detected widespread molecular changes associated with disease, many which are involved in immune response. These molecules may serve as diagnostic/prognostic biomarkers and/or drug targets, although future testing is required for confirmation.
期刊介绍:
Respiratory Research publishes high-quality clinical and basic research, review and commentary articles on all aspects of respiratory medicine and related diseases.
As the leading fully open access journal in the field, Respiratory Research provides an essential resource for pulmonologists, allergists, immunologists and other physicians, researchers, healthcare workers and medical students with worldwide dissemination of articles resulting in high visibility and generating international discussion.
Topics of specific interest include asthma, chronic obstructive pulmonary disease, cystic fibrosis, genetics, infectious diseases, interstitial lung diseases, lung development, lung tumors, occupational and environmental factors, pulmonary circulation, pulmonary pharmacology and therapeutics, respiratory immunology, respiratory physiology, and sleep-related respiratory problems.