FUCHS—towards full circular RNA characterization using RNAseq

Circular RNAs (circRNAs) belong to a recently re-discovered species of RNA that emerge during RNA maturation through a process called back-splicing. A downstream 5′ splice site is linked to an upstream 3′ splice site to form a circular transcript instead of a canonical linear transcript. Recent advances in next-generation sequencing (NGS) have brought circRNAs back into the focus of many scientists. Since then, several studies reported that circRNAs are differentially expressed across tissue types and developmental stages, implying that they are actively regulated and not merely a by-product of splicing. Though functional studies have shown that some circRNAs could act as miRNA-sponges, the function of most circRNAs remains unknown. To expand our understanding of possible roles of circular RNAs, we propose a new pipeline that could fully characterizes candidate circRNA structure from RNAseq data—FUCHS: FUll CHaracterization of circular RNA using RNA-Sequencing. Currently, most computational prediction pipelines use back-spliced reads to identify circular RNAs. FUCHS extends this concept by considering all RNA-seq information from long reads (typically >150 bp) to learn more about the exon coverage, the number of double break point fragments, the different circular isoforms arising from one host-gene, and the alternatively spliced exons within the same circRNA boundaries. This new knowledge will enable the user to carry out differential motif enrichment and miRNA seed analysis to determine potential regulators during circRNA biogenesis. FUCHS is an easy-to-use Python based pipeline that contributes a new aspect to the circRNA research.

[1]  Xuning Wang,et al.  Decreased expression of hsa_circ_001988 in colorectal cancer and its clinical significances. , 2015, International journal of clinical and experimental pathology.

[2]  Jun Cheng,et al.  Specific identification and quantification of circular RNAs from sequencing data , 2016, Bioinform..

[3]  F. Zhao,et al.  CIRI: an efficient and unbiased algorithm for de novo circular RNA identification , 2015, Genome Biology.

[4]  Steven L Salzberg,et al.  Fast gapped-read alignment with Bowtie 2 , 2012, Nature Methods.

[5]  Minoru Yoshida,et al.  Rolling Circle Translation of Circular RNA in Living Human Cells , 2015, Scientific Reports.

[6]  Ling-Ling Chen,et al.  Complementary Sequence-Mediated Exon Circularization , 2014, Cell.

[7]  E. Schuman,et al.  Neural circular RNAs are derived from synaptic genes and regulated by development and plasticity , 2015, Nature Neuroscience.

[8]  Y. Long,et al.  Circular RNA in blood corpuscles combined with plasma protein factor for early prediction of pre‐eclampsia , 2016, BJOG : an international journal of obstetrics and gynaecology.

[9]  Dongming Liang,et al.  Short intronic repeat sequences facilitate circular RNA production , 2014, Genes & development.

[10]  Peter Goodfellow,et al.  Circular transcripts of the testis-determining gene Sry in adult mouse testis , 1993, Cell.

[11]  Thomas R. Gingeras,et al.  STAR: ultrafast universal RNA-seq aligner , 2013, Bioinform..

[12]  Kathleen R. Cho,et al.  Scrambled exons , 1991, Cell.

[13]  Richard Durbin,et al.  Sequence analysis Fast and accurate short read alignment with Burrows – Wheeler transform , 2009 .

[14]  Shanshan Zhu,et al.  Circular intronic long noncoding RNAs. , 2013, Molecular cell.

[15]  Linda Szabo,et al.  Statistically based splicing detection reveals neural enrichment and tissue-specific induction of circular RNA during human fetal development , 2015, Genome Biology.

[16]  Richard Durbin,et al.  Fast and accurate long-read alignment with Burrows–Wheeler transform , 2010, Bioinform..

[17]  Andreas W. Schreiber,et al.  The RNA Binding Protein Quaking Regulates Formation of circRNAs , 2015, Cell.

[18]  J. Kjems,et al.  Natural RNA circles function as efficient microRNA sponges , 2013, Nature.

[19]  S. Salzberg,et al.  TopHat-Fusion: an algorithm for discovery of novel fusion transcripts , 2011, Genome Biology.

[20]  Brent S. Pedersen,et al.  Pybedtools: a flexible Python library for manipulating genomic datasets and annotations , 2011, Bioinform..

[21]  Sebastian D. Mackowiak,et al.  Circular RNAs are a large class of animal RNAs with regulatory potency , 2013, Nature.

[22]  Julia Salzman,et al.  Cell-Type Specific Features of Circular RNA Expression , 2013, PLoS genetics.

[23]  Christoph Dieterich,et al.  Analysis of intron sequences reveals hallmarks of circular RNA biogenesis in animals. , 2015, Cell reports.