bioRxivBioinformatics
Resolving Complex Structural Genomic Rearrangements using a Randomized Approach
Xuefang ZhaoiD, Sarah B. Emery, Bridget MyersiD, Jeffrey M. KiddiD, Ryan E. MillsiD
Abstract
Complex chromosomal rearrangements consist of structural genomic alterations involving multiple instances of deletions, duplications, inversions, or translocations that co-occur either on the same chromosome or represent different overlapping events on homologous chromosomes. We present SVelter, an algorithm that first identifies regions of the genome suspected to harbor a complex event and then iteratively rearranges the local genome structure, in a randomized fashion, with each structure scored against characteristics of the observed sequencing data. We show that SVelter is able to accurately reconstruct these regions when compared to well-characterized genomes that have been deep sequenced with both short and long read technologies.
- assay: whole-genome sequencing
- research focus: variant calling
- research focus: chromatin & epigenetic regulation
- approach: deep learning
- approach: statistical model
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