Fcirc: A comprehensive pipeline for the exploration of fusion linear and circular RNAs

Zhaoqing Cai1, Hongzhang Xue1,2, Yue Xu1

  • 1School of Life Sciences and Technology, Tongji University, 1239 Siping Road, Shanghai 200092, China.

Gigascience
|May 30, 2020
PubMed
Abstract

Insights

We developed Fcirc, a Python tool to accurately detect fusion circular RNAs (f-circRNAs) and linear fusion RNAs from RNA-Seq data. This method improves upon existing approaches for identifying these crucial cancer-related molecules.

Area of Science:

  • Oncology
  • Molecular Biology
  • Bioinformatics

Background:

  • Fusion genes in cancer cells generate linear and circular RNAs (f-circRNAs) involved in malignant transformation and therapeutic resistance.
  • Proteins encoded by fusion transcripts, like EML4-ALK, are key therapeutic targets in specific cancers.
  • Identifying f-circRNAs is challenging due to their low abundance and limitations in current bioinformatics tools.

Purpose of the Study:

  • To develop a highly specific computational workflow for identifying linear and fusion circular RNAs (f-circRNAs) from RNA-Seq data.
  • To provide a robust tool for researchers studying the role of fusion RNAs in cancer biology.

Main Methods:

  • Development of a Python-based workflow named "Fcirc".
  • Application and validation of Fcirc on synthetic spike-in, simulated, and real cancer cell RNA-Seq data.
  • Comparative analysis of Fcirc against existing methods for detection accuracy and computational performance.

Main Results:

  • Fcirc demonstrated high specificity in identifying both linear and f-circRNAs.
  • The workflow exhibited significant improvements in detection accuracy, including precision, recall, and F-measure.
  • Fcirc offered superior computing performance with reduced runtimes compared to existing algorithms.

Conclusions:

  • Fcirc is a powerful and comprehensive pipeline for identifying fusion RNAs from RNA-Seq data.
  • The tool achieves higher accuracy and faster computation than previously published algorithms.
  • Fcirc enhances the research community's ability to effectively study fusion RNA biology in cancer.

Related Concept Videos

RNA-seq03:21

RNA-seq

RNA sequencing, or RNA-Seq, is a high-throughput sequencing technology used to study the transcriptome of a cell. Transcriptomics helps to interpret the functional elements of a genome and identify the molecular constituents of an organism. Additionally, it also helps in understanding the development of an organism and the occurrence of diseases. 
Before the discovery of RNA-seq, microarray-based methods and Sanger sequencing were used for transcriptome analysis. However, while...
11.6K
RNA Structure01:23

RNA Structure

Overview
The basic structure of RNA consists of a five-carbon sugar and one of four nitrogenous bases. Although most RNA is single-stranded, it can form complex secondary and tertiary structures. Such structures play essential roles in the regulation of transcription and translation.
Different Types of RNA Have the Same Basic Structure
There are three main types of ribonucleic acid (RNA): messenger RNA (mRNA), transfer RNA (tRNA), and ribosomal RNA (rRNA). All three RNA types consist of a...
78.5K
RNA Structure01:19

RNA Structure

The basic structure of RNA consists of a string of ribonucleotides attached by phosphodiester bonds. Although most RNA is single-stranded, it can form complex secondary and tertiary structures. Such structures play essential roles in the regulation of transcription and translation.
Different Types of RNA Have the Same Basic Structure
There are three main types of ribonucleic acid (RNA) involved in protein synthesis: messenger RNA (mRNA), transfer RNA (tRNA), and ribosomal RNA (rRNA). All three...
6.6K
Ribosomal RNA Synthesis02:53

Ribosomal RNA Synthesis

Ribosome synthesis is a highly complex and coordinated process involving more than 200 assembly factors. The synthesis and processing of ribosomal components occurs not only in the nucleolus but also in the nucleoplasm and the cytoplasm of eukaryotic cells.
Ribosome biogenesis begins with the synthesis of 5S and 45S pre-rRNAs by distinct RNA polymerases. The primary transcripts are extensively processed and modified before they are bound and folded by ribosomal proteins and assembly factors,...
14.4K
Experimental RNAi02:15

Experimental RNAi

RNA interference (RNAi) is a cellular mechanism that inhibits gene expression by suppressing its transcription or activating the RNA degradation process. The mechanism was discovered by Andrew Fire and Craig Mello in 1998 in plants. Today, it is observed in almost all eukaryotes, including protozoa, flies, nematodes, insects, parasites, and mammals. This precise cellular mechanism of gene silencing has been developed into a technique that provides an efficient way to identify and determine the...
7.1K
Ribosome Profiling02:24

Ribosome Profiling

Ribosome profiling or ribo-sequencing is a deep sequencing technique that produces a snapshot of active translation in a cell. It selectively sequences the mRNAs protected by ribosomes to get an insight into a cell’s translation landscape at any given point in time.
Applications of ribosome profiling
Ribosome profiling has many applications, including in vivo monitoring of translation inside a particular organ or tissue type and quantifying new protein synthesis levels.
The technique...
4.0K