Literature DB >> 33606267

Analysis of microRNA Regulation in Single Cells.

Wendao Liu1, Noam Shomron2.   

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

Mesh:

Substances:

Year:  2021        PMID: 33606267     DOI: 10.1007/978-1-0716-1103-6_18

Source DB:  PubMed          Journal:  Methods Mol Biol        ISSN: 1064-3745


  24 in total

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Authors:  Eran Hornstein; Noam Shomron
Journal:  Nat Genet       Date:  2006-06       Impact factor: 38.330

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Authors:  Matthias Selbach; Björn Schwanhäusser; Nadine Thierfelder; Zhuo Fang; Raya Khanin; Nikolaus Rajewsky
Journal:  Nature       Date:  2008-07-30       Impact factor: 49.962

Review 3.  The technology and biology of single-cell RNA sequencing.

Authors:  Aleksandra A Kolodziejczyk; Jong Kyoung Kim; Valentine Svensson; John C Marioni; Sarah A Teichmann
Journal:  Mol Cell       Date:  2015-05-21       Impact factor: 17.970

4.  Gene expression. MicroRNA control of protein expression noise.

Authors:  Jörn M Schmiedel; Sandy L Klemm; Yannan Zheng; Apratim Sahay; Nils Blüthgen; Debora S Marks; Alexander van Oudenaarden
Journal:  Science       Date:  2015-04-03       Impact factor: 47.728

5.  Single-cell sequencing of the small-RNA transcriptome.

Authors:  Omid R Faridani; Ilgar Abdullayev; Michael Hagemann-Jensen; John P Schell; Fredrik Lanner; Rickard Sandberg
Journal:  Nat Biotechnol       Date:  2016-10-31       Impact factor: 54.908

Review 6.  Roles for microRNAs in conferring robustness to biological processes.

Authors:  Margaret S Ebert; Phillip A Sharp
Journal:  Cell       Date:  2012-04-27       Impact factor: 41.582

7.  The impact of microRNAs on protein output.

Authors:  Daehyun Baek; Judit Villén; Chanseok Shin; Fernando D Camargo; Steven P Gygi; David P Bartel
Journal:  Nature       Date:  2008-07-30       Impact factor: 49.962

8.  Mammalian microRNAs predominantly act to decrease target mRNA levels.

Authors:  Huili Guo; Nicholas T Ingolia; Jonathan S Weissman; David P Bartel
Journal:  Nature       Date:  2010-08-12       Impact factor: 49.962

9.  microRNA-associated progression pathways and potential therapeutic targets identified by integrated mRNA and microRNA expression profiling in breast cancer.

Authors:  Francesca M Buffa; Carme Camps; Laura Winchester; Cameron E Snell; Harriet E Gee; Helen Sheldon; Marian Taylor; Adrian L Harris; Jiannis Ragoussis
Journal:  Cancer Res       Date:  2011-07-07       Impact factor: 12.701

10.  Integrated analysis of microRNA and mRNA expression and association with HIF binding reveals the complexity of microRNA expression regulation under hypoxia.

Authors:  Carme Camps; Harpreet K Saini; David R Mole; Hani Choudhry; Martin Reczko; José Afonso Guerra-Assunção; Ya-Min Tian; Francesca M Buffa; Adrian L Harris; Artemis G Hatzigeorgiou; Anton J Enright; Jiannis Ragoussis
Journal:  Mol Cancer       Date:  2014-02-11       Impact factor: 27.401

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  1 in total

Review 1.  The Role of MicroRNAs in Mitochondria-Mediated Eye Diseases.

Authors:  Sabrina Carrella; Filomena Massa; Alessia Indrieri
Journal:  Front Cell Dev Biol       Date:  2021-06-18
  1 in total

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