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.

Documentation

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