Benchmarking Framework to Catalyze Individual Human Genome Projects
Kalpande, M.; Ganesh, A.; Srinivasan, S.
Show abstract
Individual human genome projects still aim for chromosome-level gapless assemblies, which rely on high-coverage reads from multiple long-read sequencing platforms using a multiplicity of assembly pipelines. Moreover, the dependence on DNA derived from primary cell lines for these assemblies makes such projects prohibitively expensive to scale for individual genome initiatives and to catalyze clinical applications. Over the past decades, genome assembly quality has advanced remarkably from draft assemblies in the early 2010s, to chromosome-level assemblies using error-prone long reads in the late 2010s, to the recent T2T gapless assemblies enabled by high-quality next-generation long-read technologies. That said, a systematic evaluation of trade-offs from assemblies obtained at various coverages, starting at 3x, from a single long-read sequencing platform, is critical for developing a cost-effective and practical strategy for catalyzing individual genome initiative. Here, by assembling contigs at various coverage levels through downsampling of existing PacBio HiFi reads from three individuals, we demonstrate that high-quality assemblies, as measured by standard assembly metrics and DNA-level linearity relative to a reference across most chromosomes (developed inhouse), can be achieved at approximately 12x coverage. Interestingly, starting at coverages as low as 6x, assembly metrics, including BUSCO scores and DNA-level linearity, begin to saturate, suggesting minimal trade-offs. Furthermore, we show that known structural variants (e.g., the 8p23.1 inversion) can be reliably identified even at 6x coverage. Together, these results suggest that cost-effective strategies can be developed to advance individual genome initiatives potentially from PacBio HiFi reads from a single SMRT cell per human genome.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Assessment of human diploid genome assembly with 10x Linked-Reads data 97%
- Accurate assembly of the olive baboon (Papio anubis) genome using long-read and Hi-C data 97%
- Chromosome-scale assembly comparison of the Korean Reference Genome KOREF from PromethION and PacBio with Hi-C mapping information 96%
Similar papers in this journal
Similar papers in this journal
Similar papers in this journal
- Benchmarking long-read variant calling in diploid and polyploid genomes: insights from human and plants 96%
- MicroPIPE: An end-to-end solution for high-quality complete bacterial genome construction 95%
- Fine-Tuning GBS Data with Comparison of Reference and Mock Genome Approaches for Advancing Genomic Selection in Less Studied Farmed Species 94%
"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.