@inbook{c6491c807d7c4872a57ba65c231b2343,
title = "Analysis of microRNA Regulation in Single Cells",
abstract = "MicroRNAs (miRNAs) regulate gene expression by binding to mRNAs. Consequently, they reduce target gene expression levels and expression variability, also known as “noise.” Single-cell RNA sequencing (scRNA-seq) technology has been used to study miRNA and mRNA expression in single cells, and has demonstrated its strength in quantifying cell-to-cell variation. Here we describe how to investigate miRNA regulation using data with both mRNA and miRNA expression in single cell format. We show that miRNAs reduce the expression levels and also expression noise of target genes in single cells. Finally, we also discuss potential improvements in experimental design and computational analysis of scRNA-seq in order to reduce or partition the technical noise.",
keywords = "Gene expression level, Gene expression noise, Single-cell data denoising, Single-cell sequencing, miRNA regulation",
author = "Wendao Liu and Noam Shomron",
note = "Publisher Copyright: {\textcopyright} 2021, Springer Science+Business Media, LLC, part of Springer Nature.",
year = "2021",
doi = "10.1007/978-1-0716-1103-6_18",
language = "الإنجليزيّة",
series = "Methods in Molecular Biology",
pages = "339--354",
booktitle = "Methods in Molecular Biology",
}