Related Experiment Videos
Immune Repertoire Analysis on High-Performance Computing Using VDJServer V1: A Method by the AIRR Community.
Scott Christley1, Ulrik Stervbo2, Lindsay G Cowell3,4
1Department of Population and Data Sciences, UT Southwestern Medical Center, Dallas, TX, USA.
Methods in Molecular Biology (Clifton, N.J.)
|May 27, 2022
Summary
Analyzing large immune repertoire sequencing (AIRR-seq) data is computationally intensive. VDJServer offers free, cloud-based high-performance computing (HPC) to accelerate AIRR-seq analysis, making complex data processing faster and more accessible.
Area of Science:
- Immunoinformatics
- Computational Biology
- Bioinformatics
Background:
- Immune repertoire sequencing (AIRR-seq) data sets are substantial, often reaching tens of gigabytes per sequencing run.
- Standard desktop computers require days for processing AIRR-seq data, necessitating specialized computational resources.
- The computational expense is particularly high for preprocessing and gene annotation steps.
Purpose of the Study:
- To describe the workflow for performing immune repertoire analysis using VDJServer's high-performance computing (HPC) resources.
- To highlight VDJServer as a free, cloud-based solution for accelerating AIRR-seq data analysis.
- To demonstrate the efficiency gains in processing large AIRR-seq datasets.
Main Methods:
- Utilized VDJServer, a cloud-based analysis portal providing access to HPC at the Texas Advanced Computing Center (TACC).
- Employed a suite of tools within VDJServer for a complete immune repertoire analysis workflow.
- Leveraged parallelized execution of tools like IgBLAST for efficient processing of large datasets.
Main Results:
- Analysis that typically takes days on a desktop PC can be completed in hours on VDJServer.
- VDJServer provides a user-friendly graphical interface for accessing HPC resources.
- The platform supports a comprehensive analysis workflow, including read preprocessing, quality control, V(D)J gene assignment, and repertoire comparison.
Conclusions:
- VDJServer significantly reduces the computational time required for AIRR-seq data analysis.
- It offers a free, publicly available, and open-source solution for researchers needing high-performance computing for immune repertoire studies.
- The platform democratizes access to powerful computational tools for immunoinformatics research.