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Konigsberg IR, Lin NW, Liao SY, Liu C, MacPhail K, Mroz MM, Davidson E, Restrepo CI, Sharma S, Li L, Maier LA, Yang IV. Multi-Omic Signatures of Sarcoidosis and Progression in Bronchoalveolar Lavage Cells. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.01.26.525601. [PMID: 36747844 PMCID: PMC9901011 DOI: 10.1101/2023.01.26.525601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Introduction Sarcoidosis is a heterogeneous, granulomatous disease that can prove difficult to diagnose, 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 genomic 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 diagnosis and phenotype, adjusting for age, sex, and smoking. We built a supervised multi-omics model using a subset of features from each dataset. Results We identified 46,812 CpGs, 1,842 mRNAs, and 5 miRNAs associated with sarcoidosis versus controls and 1 mRNA, SEPP1 - a protein that supplies selenium to cells, associated with disease progression. Our integrated model emphasized the prominence of the PI3K/AKT1 pathway in sarcoidosis, 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 will be required for confirmation.
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Affiliation(s)
- Iain R. Konigsberg
- Department of Biomedical Informatics, School of Medicine, University of Colorado - Anschutz Medical Campus, Aurora, CO
| | - Nancy W. Lin
- Division of Environmental and Occupational Health Sciences, Department of Medicine, National Jewish Health, Denver CO
- Division of Pulmonary and Critical Care Sciences, Department of Medicine, School of Medicine, University of Colorado - Anschutz Medical Campus, Aurora CO
| | - Shu-Yi Liao
- Division of Environmental and Occupational Health Sciences, Department of Medicine, National Jewish Health, Denver CO
- Division of Pulmonary and Critical Care Sciences, Department of Medicine, School of Medicine, University of Colorado - Anschutz Medical Campus, Aurora CO
- Department of Environmental and Occupational Health, Colorado School of Public Health, Aurora, CO
| | - Cuining Liu
- Department of Biostatistics and Bioinformatics, Colorado School of Public Health, Aurora CO
| | - Kristyn MacPhail
- Division of Environmental and Occupational Health Sciences, Department of Medicine, National Jewish Health, Denver CO
| | - Margaret M. Mroz
- Division of Environmental and Occupational Health Sciences, Department of Medicine, National Jewish Health, Denver CO
| | - Elizabeth Davidson
- Department of Biomedical Informatics, School of Medicine, University of Colorado - Anschutz Medical Campus, Aurora, CO
| | - Clara I. Restrepo
- Division of Environmental and Occupational Health Sciences, Department of Medicine, National Jewish Health, Denver CO
| | - Sunita Sharma
- Division of Pulmonary and Critical Care Sciences, Department of Medicine, School of Medicine, University of Colorado - Anschutz Medical Campus, Aurora CO
| | - Li Li
- Division of Environmental and Occupational Health Sciences, Department of Medicine, National Jewish Health, Denver CO
- Division of Pulmonary and Critical Care Sciences, Department of Medicine, School of Medicine, University of Colorado - Anschutz Medical Campus, Aurora CO
| | - Lisa A. Maier
- Division of Environmental and Occupational Health Sciences, Department of Medicine, National Jewish Health, Denver CO
- Division of Pulmonary and Critical Care Sciences, Department of Medicine, School of Medicine, University of Colorado - Anschutz Medical Campus, Aurora CO
- Department of Environmental and Occupational Health, Colorado School of Public Health, Aurora, CO
| | - Ivana V. Yang
- Department of Biomedical Informatics, School of Medicine, University of Colorado - Anschutz Medical Campus, Aurora, CO
- Division of Pulmonary and Critical Care Sciences, Department of Medicine, School of Medicine, University of Colorado - Anschutz Medical Campus, Aurora CO
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