iROAR
iROAR evaluates and corrects multiplex PCR amplification bias in high-throughput sequencing of T-cell receptor (TCR) and B-cell receptor (BCR) repertoires.
Key Features:
- Bias Evaluation: Identifies discrepancies between read count and clone count-based frequencies of non-functional clonotypes to detect multiplex PCR-specific biases.
- Quantitative Measure - Over Amplification Rate (OAR): Calculates the Over Amplification Rate (OAR) to quantify V- and J-gene frequency bias induced by multiplex PCR during library preparation.
- Bias Correction: Applies an algorithmic correction to adjust clonal counts in immune repertoire output tables, including tables produced for VDJtools.
- Validation and Testing: Validated on previously published TCR repertoires obtained via 5' RACE-based and multiplex PCR-based approaches and benchmarked against a biological spike-in method for PCR bias evaluation.
Scientific Applications:
- Comparative Analysis: Enables more accurate comparison of immune repertoires reconstructed by different experimental methods by correcting amplification bias.
- Adaptive Immunity Studies: Provides corrected clonal frequency data for investigations of adaptive immune responses using TCR and BCR sequencing.
- Clinical Research: Improves the precision of repertoire-based analyses relevant to disease monitoring and diagnostics, including cancer and autoimmune disorders.
Methodology:
iROAR detects anomalies in the ratio between read count and clone count-based frequencies of non-functional clonotypes, calculates OAR for V- and J-genes, and applies an algorithmic correction to adjust clonal counts in repertoire output tables (e.g., VDJtools).
Topics
Details
- Tool Type:
- command-line tool
- Programming Languages:
- Python
- Added:
- 10/4/2021
- Last Updated:
- 10/4/2021
Operations
Publications
Smirnova A, Miroshnichenkova A, Olshanskaya Y, Maschan M, Lebedev Y, Chudakov D, Mamedov I, Komkov A. The use of non-functional clonotypes as a natural calibrator for quantitative bias correction in adaptive immune receptor repertoire profiling. Unknown Journal. 2021. doi:10.1101/2021.03.24.436794.