Evidence map›Paper›PMID 42779594›Full record

ArticlebioRxiv : the preprint server for biology2026

LRP2: A proteogenomics pipeline for long-read informed protein isoform analysis and discovery.

Megan D Schertzer, Julia T Lewandowski, Emily F Watts, Will Rosenow, Madison M Mehlferber, Erin D Jeffery, Scott I Adamson, Jocelyne Bruand, Elizabeth Tseng, Yaseswini Neelamraju and 4 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

14 authors.

Megan D SchertzerDepartment of Molecular Physiology and Biological Physics, UVA, Charlottesville, VA, USA.ORCID 0000-0003-4997-8221
Julia T LewandowskiNew York Genome Center, New York, NY, USA.ORCID 0009-0001-1711-5248
Emily F WattsDepartment of Molecular Physiology and Biological Physics, UVA, Charlottesville, VA, USA.ORCID 0000-0001-6018-4428
Will RosenowDepartment of Molecular Physiology and Biological Physics, UVA, Charlottesville, VA, USA.ORCID 0000-0002-0359-8410
Madison M MehlferberDepartment of Molecular Physiology and Biological Physics, UVA, Charlottesville, VA, USA.ORCID 0000-0001-9598-8100
Erin D JefferyDepartment of Molecular Physiology and Biological Physics, UVA, Charlottesville, VA, USA.ORCID 0000-0001-9511-7719
Scott I AdamsonNew York Genome Center, New York, NY, USA.ORCID 0000-0002-4935-5721
Jocelyne BruandPacific Biosciences, Menlo Park, CA, USA.
Elizabeth TsengPacific Biosciences, Menlo Park, CA, USA.ORCID 0000-0002-1074-5095
Yaseswini NeelamrajuDepartment of Biochemistry and Molecular Genetics, UVA, Charlottesville, VA, USA.ORCID 0000-0001-5840-652X
Francine E Garrett-BakelmanDepartment of Biochemistry and Molecular Genetics, UVA, Charlottesville, VA, USA.ORCID 0000-0002-4771-628X
Egor DolzhenkoPacific Biosciences, Menlo Park, CA, USA.ORCID 0000-0002-3296-0677
David A KnowlesNew York Genome Center, New York, NY, USA.ORCID 0000-0002-7408-146X
Gloria SheynkmanDepartment of Molecular Physiology and Biological Physics, UVA, Charlottesville, VA, USA.ORCID 0000-0002-4223-9947

Funding

Women's Oncology Program - WONP30CA044579 · NCI · UNIVERSITY OF VIRGINIA CHARLOTTESVILLE · PI Dina Gould Halme · 1987 to 2026
$72.1M
Uncovering the functional diversification mechanisms of transcription factor isoforms involved in stem cell differentiationR35GM142647 · NIGMS · UNIVERSITY OF VIRGINIA · PI SHEYNKMAN, GLORIA · 2021 to 2025
$2.1M
IMAT-ITCR Collaboration: A Cytoscape Toolkit to Model Proteoform-Resolved Cancer NetworksR33CA281919 · NCI · UNIVERSITY OF VIRGINIA · PI Gloria Sheynkman · 2024 to 2026
$1.3M
NCI NIH HHS P30 CA044579NCI NIH HHS R33 CA281919NIGMS NIH HHS R35 GM142647
6 · The paper itself

Abstract

Most human genes produce multiple RNA isoforms, yet it remains unclear which isoforms are translated into stable, functional proteins. Long-read RNA sequencing resolves full-length transcript structures and, when paired with mass spectrometry, can provide empirical evidence of isoform translation. Despite this opportunity, comprehensive workflows integrating isoform discovery, open reading frame prediction, peptide identification, and protein inference remain limited, leaving users to handle these steps piecemeal. Here, we present LRP2, a modular, end-to-end long-read proteogenomics pipeline built in Nextflow. LRP2 scales transcript discovery to hundreds of samples via PacBio's latest Isocall tool, removes technical artifacts with SQANTI QC, generates and classifies predicted proteomes via CPAT and SQANTI Protein, performs multi-group differential expression and usage analysis via edgeR, DRIMSeq, and a long-read adaptation of LeafCutter, and integrates protein-level evidence from DDA and DIA MS data through FragPipe. For cross-dataset comparison of novel isoforms, LRP2 employs deterministic splice-junction, coordinate-based isoform identifiers. Used as an integrated pipeline, LRP2 enables the detection of novel peptides and improves the protein isoform inference to confirm protein isoform translation.

Identifiers

PMID42779594
PMCPMC13596138

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.