Vardetector: a pure Python package to detect DNA called mutations in aligned RNA reads
We develop a freely-available Python package Vardetector (https://github.com/julijselb/vardetector/tree/main/vardetector) used for detecting DNA called mutations in aligned RNA reads. We benchmark it by comparing it to industry standard variant caller (GATK HaplotypeCaller; r = 0.88896/0.88859 (supporting-reads/all-reads)) and demonstrate the functionality by comparing two RNA-seq library preparation protocols for formalin fixed paraffin embedded (FFPE) tumor samples. One protocol relies on exome-capture and the other on ribosome-depletion (ribodepletion) chemistry. We call somatic mutations from DNA of tumor/normal samples of two individuals with non-small cell lung cancer and test the difference between the two protocols by quantifying all RNA reads (all-reads) and somatic mutation supporting RNA reads (supporting-reads) over the positions of the DNA-called mutations. We show that the ribodepletion protocol produces significantly higher number of all (p < 0.001) and of supporting (p < 0.001) reads over the mutations of interest. Moreover, the ribodepletion protocol produces significantly (p < 0.001) wider breath of somatic mutation position coverage. The Vardetector software package and our results display a meaningful potential of the approach to improve neoantigen prioritisation pipelines.
Authors
- Luka Dejanović (ORCID: https://orcid.org/0009-0002-1973-1869)
- Julij Šelb (ORCID: https://orcid.org/0000-0001-9499-6504)
- Rok Sekirnik (ORCID: https://orcid.org/0000-0001-6008-9500)
- Matija Rijavec (ORCID: https://orcid.org/0000-0002-2596-4952)
- Katja Mohorčič (ORCID: https://orcid.org/0009-0008-0838-0454)
- Peter Korošec (ORCID: https://orcid.org/0000-0002-0835-1599)
- Urška Janžič (ORCID: https://orcid.org/0000-0001-9232-1431)
- Izidor Kern (ORCID: https://orcid.org/0000-0002-2418-5025)
- Mitja Rot
- Anže Smole (ORCID: https://orcid.org/0000-0001-7707-6634)
- Loredana Mrak
- Igor Požek
- Jelka Pohar (ORCID: https://orcid.org/0000-0002-7616-164X)
- Helena Jakopic
- Nina Rupar
- Mateja Marc Malovrh
- Kristina Tina Šelb
- Remig Arnak
Institutions
- University of Ljubljana (SI)
- Ljubljana University Medical Centre (SI)
- BIA Separations (Slovenia) (SI)
- Helios (Slovenia) (SI)
- University Clinic of Pulmonary and Allergic Diseases Golnik (SI)
- National Institute of Biology (SI)
- University of Amsterdam (NL)
Publication Details
- Journal
- Scientific Reports
- Published
- 2026-06-27
- DOI
- https://doi.org/10.1038/s41598-026-57695-9
- Primary Topic
- Cancer Genomics and Diagnostics
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Javna Agencija za Raziskovalno Dejavnost RS