CRISPR-Cas9-based repeat depletion for the high-throughput genotyping of complex plant genomes.
Marzia RossatoLuca MarcolungoLuca De AntoniGiulia LopatrielloElisa BellucciGaia CortinovisGiulia FrascarelliLaura NanniElena BiotcchiValerio Di VittoriLeonardo VincenziFilippo LucchiniKirstin E BettLarissa RemsayDavid KonkinMassimo DelledonneRoberto PapaPublished in: Genome research (2023)
High-throughput genotyping enables the large-scale analysis of genetic diversity in population genomics and genome-wide association studies that combine the genotypic and phenotypic characterization of large collections of accessions. Sequencing-based approaches for genotyping are progressively replacing traditional genotyping methods due to the lower ascertainment bias. However, genome-wide genotyping based on sequencing becomes expensive in species with large genomes and a high proportion of repetitive DNA. Here we describe the use of CRISPR-Cas9 technology to deplete repetitive elements in the 3.76-Gb genome of lentil ( Lens culinaris ), 84% consisting of repeats, thus concentrating the sequencing data on coding and regulatory regions (single-copy regions). We designed a custom set of 566,766 gRNAs targeting 2.9 Gbp of repeats and excluding repetitive regions overlapping annotated genes and putative regulatory elements based on ATAC-seq data. The novel depletion method removed ~40% of reads mapping to repeats, increasing those mapping to single-copy regions by ~2.6-fold. When analyzing 25 million fragments, this repeat-to-single-copy shift in the sequencing data increased the number of genotyped bases of ~10-fold compared to nondepleted libraries. In the same condition, we were also able to identify ~12-fold more genetic variants in the single-copy regions and increased the genotyping accuracy by rescuing thousands of heterozygous variants that otherwise would be missed due to low coverage. The method performed similarly regardless of the multiplexing level, type of library or genotypes, including different cultivars and a closely-related species ( L. orientalis ). Our results demonstrated that CRISPR-Cas9-driven repeat depletion focuses sequencing data on meaningful genomic regions, thus improving high-density and genome-wide genotyping in large and repetitive genomes.
Keyphrases
- genome wide
- high throughput
- single cell
- crispr cas
- genetic diversity
- dna methylation
- copy number
- high density
- genome editing
- high frequency
- rna seq
- big data
- electronic health record
- high resolution
- genome wide association
- transcription factor
- machine learning
- healthcare
- deep learning
- data analysis
- cell free
- artificial intelligence
- mass spectrometry