BioinformaticsBioinformaticsPeer-reviewed journal article
Accelerating whole-genome alignment in the age of complete genome assemblies
Ghanshyam ChandraiD, Vasimuddin MdiD, Sanchit MisraiD, Chirag JainiD
Abstract
Recent advancements in long-read sequencing and assembly methods have ushered in an era of high-quality genome assemblies. Modern assemblies commonly feature megabase-long sequences frequently spanning entire chromosomes. The increase in the assembly contiguity and the reduced number of assembly contigs also implies that whole-genome alignment is no longer an embarrassingly parallel problem. The conventional method of aligning sequences of the query genome in parallel is to utilize a single thread per sequence. This results in poor CPU utilization and long runtimes. In this work, we designed optimizations to accelerate whole-genome alignment on multi-core processors and implemented them in a commonly used aligner, minimap2. Our improvements include a fine-grained parallel chaining method and a fast mechanism for differentiating primary and secondary chains. Our approach accelerates alignment of human, plant, and primate genomes by 1.6x to 7.2x without compromising accuracy.
- organism: human
- organism: plant (other)
- organism: non-human primate
- assay: whole-genome sequencing
- research focus: variant calling
- approach: statistical model
- Citations
- 0
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