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Single-cell Analysis of Immunophenotype and Cytokine Production in Peripheral Whole Blood via Mass Cytometry
Published on: June 26, 2018
Dynamic regulatory elements in single-cell multimodal data implicate key immune cell states enriched for autoimmune
Anika Gupta1,2,3,4,5, Kathryn Weinand1,2,3,4,5, Aparna Nathan1,2,3,4,5
1Center for Data Sciences, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA.
Researchers identified dynamic regulatory elements in immune cells linked to autoimmune diseases. These elements, showing cell-state-dependent chromatin accessibility, are enriched for genetic risk, pinpointing specific cell types critical for disease development.
Area of Science:
- Immunology
- Genetics
- Computational Biology
Background:
- Autoimmune diseases involve immune system attacks on host tissues.
- Understanding genetic risk variants in specific cell states is crucial for developing targeted therapies.
Purpose of the Study:
- To identify noncoding genomic regions with accessible chromatin linked to cell-state-specific gene expression.
- To determine if cell-state-dependent chromatin accessibility is enriched for autoimmune disease heritability.
Main Methods:
- Multimodal single-nucleus RNA sequencing and ATAC sequencing were performed on 28,674 cells from inflamed synovial tissue.
- A multivariate Poisson model predicted chromatin accessibility peaks from gene expression data.
- Heritability enrichment analysis was conducted for cell-state-dependent versus cell-state-invariant accessibility peaks.
Main Results:
- Cell-state-dependent chromatin accessibility peaks were significantly enriched for heritability across 14 autoimmune diseases compared to cell-state-invariant peaks.
- These dynamic peaks were associated with specific immune cell states, including T peripheral helper, regulatory T, dendritic, and STAT1+CXCL10+ myeloid cells.
- The findings highlight the importance of dynamic regulatory elements in pinpointing disease-critical genetic variations.
Conclusions:
- Dynamic regulatory elements, identified through cell-state-dependent chromatin accessibility, are key to understanding autoimmune disease genetics.
- This approach can precisely identify immune cell states enriched for genetic risk variants, paving the way for novel therapeutic strategies.
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