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A Complete Pipeline for Isolating and Sequencing MicroRNAs, and Analyzing Them Using Open Source Tools
Published on: August 21, 2019
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primiReference: a reference for analysis of primary-microRNA expression in single-nucleus sequencing data
Amy E Elias1, Thomas A Nuñez1, Bianca Kun1
1Department of Molecular Biology, Cell Biology and Biochemistry, Brown University, Providence, RI, 02903, USA.
Journal of Genetics and Genomics = Yi Chuan Xue Bao
|November 12, 2022
Summary
New methods capture primary microRNAs (pri-miRNAs) in single-nucleus data, revealing their role in aging and Alzheimer's disease. This advances understanding of gene regulation in neural stem cells.
Area of Science:
- Molecular Biology
- Neuroscience
- Genomics
Background:
- Single-nucleus RNA sequencing (snRNA-seq) offers insights into cell-type-specific gene expression.
- Understanding microRNA (miRNA) regulation is limited in snRNA-seq due to short miRNA length and incomplete nuclear transcript references.
- Primary miRNA (pri-miRNA) transcripts are crucial precursors for mature miRNAs.
Purpose of the Study:
- To develop a method for analyzing pri-miRNAs in single-nucleus RNA sequencing data.
- To investigate the role of pri-miRNAs in neural stem cell (NSC) differentiation during aging.
- To explore pri-miRNA expression in the context of Alzheimer's disease (AD) pathology.
Main Methods:
- Construction of a custom reference database for aligning and counting pri-miRNA sequences.
- Application of the custom reference to analyze snRNA-seq data from young and aged mouse subventricular zone (SVZ) nuclei.
- Analysis of snRNA-seq data from wild-type and 5XFAD mouse model cortex nuclei.
Main Results:
- Differential expression of pri-miRNAs targeting NSC differentiation genes in the aged SVZ.
- Identification of cell-type-specific pri-miRNA expression patterns in the cortex of an AD mouse model.
- Demonstration that pri-miRNAs are likely involved in NSC dysregulation associated with aging and AD.
Conclusions:
- The developed custom reference, primiReference, enables comprehensive analysis of pri-miRNAs in snRNA-seq data.
- Pri-miRNAs play a significant role in age-related neural stem cell dysfunction and Alzheimer's disease pathogenesis.
- This approach provides critical insights into cell-type-specific regulatory mechanisms and opens avenues for studying miRNA-mediated gene regulation in disease and aging.
Keywords:
AgingAlzheimer's diseasePrimary-microRNASingle-nucleus RNA-SeqSubventricular zoneTranscriptomicsmicroRNAMore Related Videos
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