SPEAQeasy
SPEAQeasy performs end-to-end processing of RNA sequencing (RNA-seq) data to produce quality-controlled reads, alignments, quantified counts, and inputs for differential gene expression and Bioconductor-based downstream analysis.
Key Features:
- Comprehensive workflow: Processes raw RNA-seq FASTQ files through quality control, alignment, quantification, and differential gene expression preparation in a single pipeline.
- Analytical steps: Includes explicit stages for quality control, alignment, quantification, and differential expression analysis.
- Workflow orchestration: Implemented using Nextflow for pipeline management.
- Containerization: Supports Docker containerization for software environment consistency.
- Resource manager compatibility: Compatible with SLURM and SGE resource managers for scalable execution.
- Reproducibility and configuration: Uses configuration files to accommodate different computational setups and promote consistent results.
- Modularity: Designed as a modular pipeline allowing customization of specific processing steps.
- Integration with R/Bioconductor: Produces outputs formatted for downstream analysis with R and Bioconductor tools.
Scientific Applications:
- Differential gene expression studies: Generates quantified counts and inputs suitable for differential expression analysis.
- RNA-seq data processing: Provides end-to-end preprocessing and quantification of RNA-seq datasets from FASTQ reads.
- Downstream statistical analysis and visualization: Supplies outputs compatible with R/Bioconductor for statistical testing and visualization of biological processes and disease mechanisms.
Methodology:
Processes raw RNA-seq reads through quality control, alignment, quantification, and differential expression analysis; implemented in Nextflow with Docker support, compatible with SLURM and SGE, and configurable via pipeline configuration files in a modular design.
Topics
Details
- Programming Languages:
- Shell, R
- Added:
- 1/18/2021
- Last Updated:
- 2/20/2021
Operations
Publications
Eagles NJ, Burke EE, Leonard J, Barry BK, Stolz JM, Huuki L, Phan BN, Serrato VL, Gutiérrez-Millán E, Aguilar-Ordoñez I, Jaffe AE, Collado-Torres L. SPEAQeasy: a Scalable Pipeline for Expression Analysis and Quantification for R/Bioconductor-powered RNA-seq analyses. Unknown Journal. 2020. doi:10.1101/2020.12.11.386789.