Version
Pipeline Version
PhIP-Seq Analysis Pipeline Version: 0.5.0
Adapted from: phip-flow by the Matsen Group
Software Dependencies
Core Pipeline
Tool |
Purpose |
|---|---|
Workflow orchestration |
|
PhIP-Seq data structures, normalization, and Z-score modeling |
|
Short/long read alignment against peptide library |
|
BAM processing, sorting, indexing, and counting |
Statistical Analysis (Python)
Library |
Purpose |
|---|---|
pandas |
Data manipulation |
numpy |
Numerical computation |
scipy |
Statistical distributions (Z-score to p-value conversion) |
statsmodels |
Multiple testing correction (Benjamini-Hochberg FDR) |
plotly |
Interactive heatmap visualizations |
Statistical Analysis (R, Optional)
Library |
Purpose |
|---|---|
Bioconductor PhIP-Seq data class |
|
Bayesian Enrichment Estimation in R |
|
Empirical Bayes differential enrichment |
Visualization
Library |
Purpose |
|---|---|
Interactive web dashboard |
|
3D protein structure viewer (PDBe Web Component) |
|
Interactive heatmaps |
Reference Data
IEDB Database
Source: Immune Epitope Database (IEDB)
Description: Curated database of experimentally characterized immune epitopes.
PDB Structures
Source: RCSB Protein Data Bank
Description: 3D protein structure files (PDB/CIF format) used for mapping enriched epitopes onto protein structures in the Streamlit dashboard.
References
Mohan, D., et al. (2018). PhIP-seq characterization of serum antibodies using oligonucleotide-encoded peptidomes. Nature Protocols.
Larman, H. B., et al. (2011). Autoantigen discovery with a synthetic human peptidome. Nature Biotechnology.
Xu, G. J., et al. (2015). Comprehensive serological profiling of human populations using a synthetic human virome. Science.
Galloway, J. G., et al. (2023) phippery: a software suite for PhIP-Seq data analysis. Bioinformatics.
Di Tommaso, P., et al. (2017). Nextflow enables reproducible computational workflows. Nature Biotechnology.