BioinformaticsJClub
LRP2: A proteogenomics pipeline for long-read informed protein isoform analysis and discovery.
Bioinformatics · · Journal Article · Open access
Schertzer, Lewandowski + more
Abstract ↗AI summary
The abstract is read at the publisher; the summary is JClub's.
LRP2 is an end-to-end long-read proteogenomics pipeline that integrates transcript discovery and mass spectrometry to detect novel peptides and improve protein isoform inference.
- Why it matters: Although long-read RNA sequencing plus mass spectrometry can empirically support which RNA isoforms are translated, comprehensive workflows spanning isoform discovery, ORF prediction, peptide identification, and protein inference are limited.
- What they did: LRP2, implemented in Nextflow, scales transcript discovery to hundreds of samples using PacBio Isocall, applies SQANTI QC, predicts proteomes with CPAT and SQANTI Protein, performs differential expression/usage with edgeR, DRIMSeq, and a long-read LeafCutter adaptation, and integrates DDA/DIA evidence via FragPipe.
- The result: When used as an integrated pipeline, LRP2 enables detection of novel peptides and improves protein isoform inference to confirm protein isoform translation.
The findingWhy it mattersWhat they didThe result
- Open access