Sailfish-cir is a computational tool to estimate the relative abundance of circular RNA transcripts from high-throughput RNA-seq data.
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It accepts output of circRNA identification tools (CIRI, KNIFE, circRNA_finder) or a BED-format file to specify the reference set of circular RNA transcripts in RNA-seq data. Then, it transforms all circular transcripts to pseudo-linear transcripts. Finally, it estimates the expression of both linear and circular transcripts using Sailfish framework.
The following three tools should be installed before running Sailfish-cir.
We assume these pre-installed tools are running under a Unix-like environment, and paths of gffread and sailfish binary executive should be added to your PATH
variable.
Other than above third party tools, several data files are required for Sailfish-cir as well.
Sailfish-cir expression estimats can be found at a subdirectory named quant_circular
under the path set by -o
parameter.
.gtf file
In order to generate reference sequences of circular RNA transcripts, a database of your genomic annotation is needed. It is recommended to create the database file manually using the same filename with extension '.db' in the same directory. Since gffutils don't guess GTF file format, and GTF format was changed after GRCH37.75. It will be time-consuming when building the database using the same option for earlier gtf version.
output file from circRNA identification tools
This script accepts BED-format file or output files of circRNA identification tools (CIRI, circRNA_finder, KNIFE are supported) to specify the circular RNA transcripts.
We also provide a small utility to convert those outputs to a BED-format file.usage as follows:
For CIRI, this will create a .bed file in the same folder. the 'name' (4th) column follows this 'circular_transcript@host_gene' pattern.For KNIFE, this will create a 'summarized_knife_junction.bed' under your KNIFE output folder.circRNA_finder output is actually BED-format.
If you want to quantify circRNA from multiple circRNA detection results, convert those output files into BED format and merge them into a single .bed file, then use '--bed' option.
Release v0.11
Release v0.10
Example files are available in MEGA
Human gene Annotation file: hg19 gtf fileOR binary database file by gffutils
Genome sequence file: hg19 fasta file
Sailfish (ver 0.9.0): Sailfish Linux binary
RNA-seq simulation scripts simulation
Simulated RNA-seq datasets11 simulated datasets (uniform expresion distribution)
uniform sequencing error with error rate 0.01, script and other files
uniform sequencing error with error rate 0.02, script and other files
empirical error model: illumina 4, script and other files
empirical error model: illumina 5, script and other files
simulation size two fold, script and other files
simulation size 4 fold, script and other files
simulation using whole genome, script and other files
Musheng Li, Xueying Xie, Jing Zhou, Mengying Sheng, Xiaofeng Yin, Eun-A Ko, Tong Zhou* and Wanjun Gu*. Quantifying circular RNA expression from RNA-seq data using model-based framework. Bioinformatics, 2017, in press.
Musheng Li (zerodel@126.com)