ffpe
ffpe provides quality control and analysis methods for gene expression data derived from formalin-fixed, paraffin-embedded (FFPE) tissue samples to enable reliable transcriptional profiling.
Key Features:
- Quality Control Metrics: Novel QC metrics tailored to FFPE-derived expression data quantify noise and variability arising from RNA degradation in archival samples.
- Concordance At the Top Plots (CAT-plots): CAT-plots visualize concordance at the top of gene expression rankings to identify low-quality or discordant samples.
- Dynamic Range and Median Profile Analysis: Sample dynamic range calculations and per-study median profile analysis assess transcriptional signal quality across studies of archival tissues.
Scientific Applications:
- Cancer Research: Applied to large-scale FFPE expression studies including 1,003 colorectal cancer (CRC) and 168 breast cancer cases to identify gene signatures such as those associated with microsatellite instability.
- Biomarker Discovery: Enhances recovery of associations between gene expression and protein abundance for biomarkers MLH1, FASN, CDX2, MGMT, and SIRT1 in CRC tumors.
Methodology:
Generation of CAT-plots, calculation of sample dynamic range, per-study median profile analysis, technical replication analysis, independent sample analysis, and comparison with fresh-frozen tissue results.
Topics
Collections
Details
- License:
- GPL-2.0
- Tool Type:
- command-line tool, library
- Operating Systems:
- Linux, Windows, Mac
- Programming Languages:
- R
- Added:
- 1/17/2017
- Last Updated:
- 1/9/2019
Operations
Publications
Waldron L, Ogino S, Hoshida Y, Shima K, McCart Reed AE, Simpson PT, Baba Y, Nosho K, Segata N, Vargas AC, Cummings MC, Lakhani SR, Kirkner GJ, Giovannucci E, Quackenbush J, Golub TR, Fuchs CS, Parmigiani G, Huttenhower C. Expression Profiling of Archival Tumors for Long-term Health Studies. Clinical Cancer Research. 2012;18(22):6136-6146. doi:10.1158/1078-0432.ccr-12-1915. PMID:23136189. PMCID:PMC3500412.