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      Quaking regulates circular RNA production in cardiomyocytes

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          ABSTRACT

          Circular RNAs (circRNAs) are a class of non-coding RNA molecules that are gaining increasing attention for their roles in various pathophysiological processes. The RNA-binding protein quaking (QKI) has been identified as a regulator of circRNA formation. In this study, we investigate the role of QKI in the formation of circRNAs in the heart by performing RNA-sequencing on Qki-knockout mice. Loss of QKI resulted in the differential expression of 17% of the circRNAs in adult mouse hearts. Interestingly, the majority of the QKI-regulated circRNAs (58%) were derived from genes undergoing QKI-dependent splicing, indicating a relationship between back-splicing and linear splicing. We compared these QKI-dependent circRNAs with those regulated by RBM20, another cardiac splicing factor essential for circRNA formation. We found that QKI and RBM20 regulate the formation of a distinct, but partially overlapping set of circRNAs in the heart. Strikingly, many shared circRNAs were derived from the Ttn gene, and they were regulated in an opposite manner. Our findings indicate that QKI not only regulates alternative splicing in the heart but also the formation of circRNAs.

          Abstract

          Summary: A genetic loss-of-function study in mice reveals that the splicing factor Quaking (QKI) is a crucial regulator of circular RNA formation in the heart.

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          Most cited references37

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          Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2

          In comparative high-throughput sequencing assays, a fundamental task is the analysis of count data, such as read counts per gene in RNA-seq, for evidence of systematic changes across experimental conditions. Small replicate numbers, discreteness, large dynamic range and the presence of outliers require a suitable statistical approach. We present DESeq2, a method for differential analysis of count data, using shrinkage estimation for dispersions and fold changes to improve stability and interpretability of estimates. This enables a more quantitative analysis focused on the strength rather than the mere presence of differential expression. The DESeq2 package is available at http://www.bioconductor.org/packages/release/bioc/html/DESeq2.html. Electronic supplementary material The online version of this article (doi:10.1186/s13059-014-0550-8) contains supplementary material, which is available to authorized users.
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            Trimmomatic: a flexible trimmer for Illumina sequence data

            Motivation: Although many next-generation sequencing (NGS) read preprocessing tools already existed, we could not find any tool or combination of tools that met our requirements in terms of flexibility, correct handling of paired-end data and high performance. We have developed Trimmomatic as a more flexible and efficient preprocessing tool, which could correctly handle paired-end data. Results: The value of NGS read preprocessing is demonstrated for both reference-based and reference-free tasks. Trimmomatic is shown to produce output that is at least competitive with, and in many cases superior to, that produced by other tools, in all scenarios tested. Availability and implementation: Trimmomatic is licensed under GPL V3. It is cross-platform (Java 1.5+ required) and available at http://www.usadellab.org/cms/index.php?page=trimmomatic Contact: usadel@bio1.rwth-aachen.de Supplementary information: Supplementary data are available at Bioinformatics online.
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              The Human Genome Browser at UCSC

              As vertebrate genome sequences near completion and research refocuses to their analysis, the issue of effective genome annotation display becomes critical. A mature web tool for rapid and reliable display of any requested portion of the genome at any scale, together with several dozen aligned annotation tracks, is provided at http://genome.ucsc.edu. This browser displays assembly contigs and gaps, mRNA and expressed sequence tag alignments, multiple gene predictions, cross-species homologies, single nucleotide polymorphisms, sequence-tagged sites, radiation hybrid data, transposon repeats, and more as a stack of coregistered tracks. Text and sequence-based searches provide quick and precise access to any region of specific interest. Secondary links from individual features lead to sequence details and supplementary off-site databases. One-half of the annotation tracks are computed at the University of California, Santa Cruz from publicly available sequence data; collaborators worldwide provide the rest. Users can stably add their own custom tracks to the browser for educational or research purposes. The conceptual and technical framework of the browser, its underlying MYSQL database, and overall use are described. The web site currently serves over 50,000 pages per day to over 3000 different users.
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                Author and article information

                Contributors
                Journal
                J Cell Sci
                J Cell Sci
                JCS
                Journal of Cell Science
                The Company of Biologists Ltd
                0021-9533
                1477-9137
                1 July 2023
                30 June 2023
                30 June 2023
                : 136
                : 13
                : jcs261120
                Affiliations
                Department of Experimental Cardiology, Amsterdam Cardiovascular Sciences, Amsterdam UMC location University of Amsterdam, 1105AZ, Amsterdam , The Netherlands
                Author notes
                [* ]Author for correspondence ( e.e.creemers@ 123456amsterdamumc.nl )

                Handling Editor: Maria Carmo-Fonseca

                Competing interests

                Y.M.P. is an inventor on patents, holds minor shares (<5%), and serves as a consultant for biotech and pharmaceutical companies that develop molecules or RNA therapies that target myocardial disease (Forbion Capital, ARMGO BV, Oxitope Pharmaceuticals and Phlox Therapeutics) and received support from Roche Diagnostics. The remaining authors have no conflicts of interest to declare.

                Author information
                http://orcid.org/0000-0002-8873-1937
                http://orcid.org/0000-0003-0782-3985
                http://orcid.org/0000-0002-8030-8894
                http://orcid.org/0000-0002-9001-3854
                Article
                JCS261120
                10.1242/jcs.261120
                10323251
                37272356
                e686b906-fcc8-4a3e-8c02-f4e2dd768830
                © 2023. Published by The Company of Biologists Ltd

                This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( https://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution and reproduction in any medium provided that the original work is properly attributed.

                History
                : 1 March 2023
                : 25 May 2023
                Funding
                Funded by: Rembrandt Institute of Cardiovascular Science, http://dx.doi.org/10.13039/501100023406;
                Funded by: Netherlands Cardiovascular Research Initiative CVON;
                Award ID: CVON-ARENA-PRIME
                Funded by: University of Amsterdam, http://dx.doi.org/10.13039/501100001827;
                Categories
                Research Article

                Cell biology
                circrnas,alternative splicing,rna-binding proteins,quaking,cardiomyocytes
                Cell biology
                circrnas, alternative splicing, rna-binding proteins, quaking, cardiomyocytes

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