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Dataset Information

XSI - A genotype compression tool for compressive genomics in large biobanks.


ABSTRACT:

Motivation

Generation of genotype data has been growing exponentially over the last decade. With the large size of recent datasets comes a storage and computational burden with ever increasing costs. To reduce this burden we propose XSI, a file format with reduced storage footprint that also allows computation on the compressed data and we show how this can improve future analyses.

Results

We show that XSI allows for a file size reduction of 4-20x compared to compressed BCF and demonstrate its potential for "compressive genomics" on the UK Biobank whole genome sequencing genotypes with 8x faster loading times, 5x faster run of homozygozity computation, 30x faster dot products computation, and 280x faster allele counts.

Availability

The xSqueezeIt file format (XSI) spe

SUBMITTER: Wertenbroek R 

PROVIDER: S-EPMC9344850 | biostudies-literature | 2022 Jun

REPOSITORIES: biostudies-literature