MBASED
MBASED detects allele-specific gene expression (ASE) from RNA sequencing (RNA-seq) data by integrating allele counts across single nucleotide variant (SNV) loci into gene-level ASE measures without requiring prior phasing.
Key Features:
- SNV aggregation: Aggregates allele counts from multiple SNVs associated with a gene to produce a gene-level ASE measure.
- Phasing independence: Operates without requiring prior phasing information for input data.
- Analytical modes: Supports both one-sample and two-sample analyses.
- Power enhancement: Aggregation across SNVs increases statistical power and reliability for detecting ASE signals.
- Simulation validation: Demonstrates robust ASE identification in simulation studies.
- Cancer applications: Has been applied to cancer cell lines and paired tumor-normal samples, revealing extensive ASE in cancer samples.
- Copy number association: Attributes much of the observed differential ASE to genomic copy number alterations.
Scientific Applications:
- ASE detection from RNA-seq: Identification of allele-specific expression at the gene level using RNA-seq allele counts.
- Cancer genomics: Analysis of allele-specific expression in cancer cell lines and paired tumor-normal tissue comparisons.
- Regulatory mechanism investigation: Linking allele-specific expression to genomic copy number alterations to study gene regulation in disease contexts.
- Unphased dataset analysis: Enabling ASE studies on datasets that lack prior phasing information.
Methodology:
Aggregates allele counts from multiple SNVs per gene into a gene-level ASE measure, performs one-sample and two-sample analyses, operates without prior phasing, and evaluates performance using simulations.
Topics
Collections
Details
- License:
- Artistic-2.0
- Tool Type:
- command-line tool, library
- Operating Systems:
- Linux, Windows, Mac
- Programming Languages:
- R
- Added:
- 1/17/2017
- Last Updated:
- 11/25/2024
Operations
Publications
Mayba O, Gilbert HN, Liu J, Haverty PM, Jhunjhunwala S, Jiang Z, Watanabe C, Zhang Z. MBASED: allele-specific expression detection in cancer tissues and cell lines. Genome Biology. 2014;15(8). doi:10.1186/s13059-014-0405-3. PMID:25315065. PMCID:PMC4165366.