Genotyping sequence-resolved copy number variationusing pangenomes reveals paralog-specific global diversityand expression divergence of duplicated genes
Abstract
Copy number variant (CNV) genes are important in evolution and disease, yet sequence variation in CNV genes remains a blind spot in large-scale studies. We present ctyper, a method that leverages pangenomes to produce allele-specific copy numbers with locally phased variants from next-generation sequencing (NGS) reads. Benchmarking on 3,351 CNV genes, including HLA, SMN, and CYP2D6, and 212 challenging medically relevant (CMR) genes that are poorly mapped by NGS, ctyper captures 96.5% of phased variants with [≥]99.1% correctness of copy number on CNV genes and 94.8% of phased variants on CMR genes. Applying alignment-free algorithms, ctyper requires 1.5 hours per genome on a single CPU. The results largely improve predictions of gene expression compared to known expression quantitative trait loci (eQTL) variants. Allele-specific expression quantified divergent expression on 7.94% of paralogs and tissue-specific biases on 4.68% of paralogs. We found reduced expression of SMN2 due to SMN1 conversion, potentially affecting spinal muscular atrophy, and increased expression of translocated duplications of AMY2B. Overall, ctyper enables biobank-scale genotyping of CNV and CMR genes.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 5
- FWCI
- 2.95
- Field percentile
- top 8%
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- GeneToCN: An Alignment-Free Method for Gene Copy Number Estimation Directly from Next-Generation Sequencing Reads
Fanny‐Dhelia Pajuste, Maido Remm·Scientific ReportsPeer-reviewed·Oct 18, 2023
- CNV-PG: a machine-learning framework for accurate copy number variation predicting and genotyping
Taifu Wang, Jinghua Sun, … Qing Zhou·bioRxiv·Apr 13, 2020
- CNVmap: a method and software to detect and map copy number variants from segregation data
Matthieu Falque, Kamel Jebreen, … Olivier Martin·GeneticsPeer-reviewed·Dec 27, 2019
- Genome-wide Copy Number Variations in a Large Cohort of Bantu African Children
Feyza Yilmaz, Megan Null, … Tamim H. Shaikh·BMC Medical GenomicsPeer-reviewed·May 17, 2021
- Multilevel gene expression changes inlineages containing adaptive copy numbervariants
Pieter Spealman, Carolina de Santana, … David Gresham·Molecular Biology and EvolutionPeer-reviewed·Jan 17, 2025
- Bamgineer: Introduction of simulated allele-specific copy number variants into exome and targeted sequence data sets
Soroush Samadian, Jeff P. Bruce, Trevor J. Pugh·PLoS Computational BiologyPeer-reviewed·Mar 28, 2018