MEAP
MEAP preprocesses and quantifies exon array data to estimate exon-, alternatively spliced variant-, and gene-level expression for genome-wide analysis of alternative splicing.
Key Features:
- PM-BayesBG sequence-based background estimation: Implements the PM-BayesBG algorithm to estimate sequence-based backgrounds for exon array probes.
- Robust expression estimates: Generates robust expression estimates at the exon and alternatively spliced variant levels and aggregates to gene-level expression.
- Computationally efficient pre-processing: Provides a pre-processing methodology tailored for large-scale exon array data to improve processing efficiency.
- Validation with comparisons and qPCR: Demonstrates reliability via comparisons to existing methods and qPCR validation of six exons and two alternatively spliced variants.
- Application to HNSCC and 11q13 amplification: Has been applied to head and neck squamous cell carcinoma (HNSCC) cell lines to identify transcripts associated with 11q13 amplification.
Scientific Applications:
- Alternative splicing analysis: Enables genome-wide detection and quantification of alternative splicing events at exon and variant resolution.
- Oncology research: Supports analysis of cancer-related transcriptomic alterations, exemplified by studies in HNSCC and 11q13 amplification.
- Biomarker and target discovery: Facilitates identification and characterization of alternatively spliced variants associated with disease progression and drug response.
Methodology:
Sequence-based background estimation using PM-BayesBG; exon array pre-processing, quantification at exon, alternatively spliced variant, and gene levels; visualization of expression levels; and method comparisons for validation.
Topics
Details
- Tool Type:
- command-line tool
- Operating Systems:
- Linux, Windows, Mac
- Programming Languages:
- R
- Added:
- 12/18/2017
- Last Updated:
- 11/25/2024
Operations
Publications
Chen P, Lepikhova T, Hu Y, Monni O, Hautaniemi S. Comprehensive exon array data processing method for quantitative analysis of alternative spliced variants. Nucleic Acids Research. 2011;39(18):e123-e123. doi:10.1093/nar/gkr513. PMID:21745820. PMCID:PMC3185423.