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Small RNAseq pipeline for paired-end reads

Project description

XICRA: Small RNAseq pipeline for paired-end reads

Description

XICRA is a python pipeline developed in multiple separated modules that it is designed to take paired end fastq reads, trim adapters and low-quality base pairs positions, and merge reads (R1 & R2) that overlap. Using joined reads it describes all major RNA biotypes present in the samples including miRNA and isomiRs, tRNA fragments (tRFs) and piwi associated RNAs (piRNAs).

So far, XICRA produces a miRNA analysis at the isomiR level using joined reads, multiple software at the user selection and following a standardization procedure. Results are generated for each sample analyzed and summarized for all samples in a single expression matrix. This information can be processed at the miRNA or isomiR level (single sequence) but also summarizing for each isomiR variant type. This information can be easily accessed using the accompanied R package XICRA.stats. Although the pipeline is designed to take paired-end reads, it also accepts single-end reads.

Installation

XICRA is available in the Python Package Index (pip).

To install type:

pip install XICRA

Dependencies

XICRA will install it along some python modules dependencies available (pandas, multiqc, pybedtools, mirtop, etc.). XICRA requires python v3.6 and java (we tested in openjdk 14 2020-03-17) to execute additional software for some of analysis.

Although not all of the software listed here is required for all users, we encourage you to install them and make them available within your $PATH enviroment. See details in the following table.

Python environment

We encourage you to create a python environment containing all python modules required for XICRA.

See as an example this code:

## create enviroment
python3 -m venv XICRA_env

## activate it
source XICRA_env/bin/activate

## install XICRA and dependencies
pip install XICRA

## execute XICRA
XICRA -h

Documentation

See a full documentation, user guide and manual in here

Example

Here we include a brief example on how to use XICRA.

First, we create a python environment and will install XICRA and dependencies. See example details shown before. Then, we can test XICRA by using an example of 100 miRNA simulated and provideded within the repository as an example of simulation.

## run XICRA example
ln -s ~/BMC_bioinformatics_paper/simulation/example/reads/

## prepare reads
XICRA prep --input reads/ --output_folder test_XICRA

## join reads
XICRA join --input test_XICRA --noTrim

## create miRNA analysis
XICRA miRNA --input test_XICRA --software miraligner sRNAbench

## explore results
ls test_XICRA/report/

License

MIT License Copyright (c) 2020 HCGB-IGTP

See additional details here

Citation

Sanchez-Herrero et. al .... 2020

Authors

Antonio Luna de Haro (v0.1)

Jose F Sanchez-Herrero (v1.0)

Project details


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