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Brooklyn plots to identify co-expression dysregulation in single cell sequencing.
Arun H Patil1, Matthew N McCall2,3, Marc K Halushka4
1Lieber Institute for Brain Development, Baltimore, MD, USA.
Researchers developed a new method using single-cell RNA sequencing to detect altered gene co-expression patterns linked to human disorders. This approach identifies changes in open chromatin regions, offering insights into disease mechanisms.
Area of Science:
- Genomics
- Molecular Biology
- Computational Biology
Background:
- Altered open chromatin regions are implicated in human disorders by affecting gene expression.
- Detecting global changes in gene co-expression within single-cell RNA sequencing (scRNA-seq) data is challenging.
Purpose of the Study:
- To develop a method for detecting global changes in genomically-related adjacent gene co-expression in scRNA-seq data.
- To identify altered patterns of open chromatin in disease states.
Main Methods:
- Developed a software package to analyze scRNA-seq data.
- Utilized 'Brooklyn plots' to test for non-randomness in gene co-expression within chromosomal intervals.
- Quantified the percentage of significantly co-expressed genes from the same chromosome in ~10 MB intervals.
Main Results:
- Established a low baseline of co-expression in scRNA-seq data for most cell types.
- Observed altered co-expression patterns in dilated cardiomyopathy cardiomyocytes, indicative of changes in open chromatin.
- Identified potential links between altered chromatin and transcriptional bursting at a single-cell level.
Conclusions:
- The developed method can detect global changes in gene co-expression from scRNA-seq data.
- Altered open chromatin patterns, associated with specific human disorders like dilated cardiomyopathy, can be identified.
- This approach may reveal disease-specific transcriptional bursting phenomena not detectable by bulk analysis.
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