StableLift: Optimized Germline and Somatic Variant Detection Across Genome Builds
Wang, N. K.; Wiltsie, N.; Winata, H. K.; Fitz-Gibbon, S.; Gonzalez, A. E.; Zeltser, N.; Agrawal, R.; Oh, J.; Arbet, J.; Patel, Y.; Yamaguchi, T. N.; Boutros, P. C.
Show abstract
Reference genomes are foundational to modern genomics. Our growing understanding of genome structure leads to continual improvements in reference genomes and new genome "builds" with incompatible coordinate systems. We quantified the impact of genome build on germline and somatic variant calling by analyzing tumour-normal whole-genome pairs against the two most widely used human genome builds. The average individual had a build-discordance of 3.8% for germline SNPs, 8.6% for germline SVs, 25.9% for somatic SNVs and 49.6% for somatic SVs. Build-discordant variants are not simply false-positives: 47% were verified by targeted resequencing. Build-discordant variants were associated with specific genomic and technical features in variant- and algorithm-specific patterns. We leveraged these patterns to create StableLift, an algorithm that predicts cross-build stability with AUROCs of 0.934 {+/-} 0.029. These results call for significant caution in cross-build analyses and for use of StableLift as a computationally efficient solution to mitigate inter-build artifacts.
Matching journals
The top 5 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Genotyping sequence-resolved copy number variationusing pangenomes reveals paralog-specific global diversityand expression divergence of duplicated genes 97%
- Synchronized long-read genome, methylome, epigenome, and transcriptome for resolving a Mendelian condition 96%
- Biallelic mutations in cancer genomes reveal local mutational determinants 96%
Similar papers in this journal
- Long-read sequencing and structural variant characterization in 1,019 samples from the 1000 Genomes Project 97%
- A familial, telomere-to-telomere reference for human de novo mutation and recombination from a four-generation pedigree 97%
- An open resource of structural variation for medical and population genetics 97%
Similar papers in this journal
Similar papers in this journal
- Meta-analysis fine-mapping is often miscalibrated at single-variant resolution 96%
- Long-read sequencing of diagnosis and post-therapy medulloblastoma reveals complex rearrangement patterns and epigenetic signatures 96%
- Variant-resolved prediction of context-specific isoform variation with a graph-based attention model 95%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.