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.

Documentation

Links