HySA: a Hybrid Structural variant Assembly approach using next-generation and single-molecule sequencing technologies
Xian Fan1,2, Mark Chaisson3, Luay Nakhleh1
1Department of Computer Science, Rice University, Houston, Texas 77005, USA.
Genome Research
|January 21, 2017
Summary
This study introduces a Hybrid Structural variant Assembly (HySA) method for accurate human genome assembly. HySA integrates multiple sequencing technologies to improve the detection of structural variants (SVs), advancing precision medicine.
Area of Science:
- Genomics
- Bioinformatics
- Computational Biology
Background:
- Accurate human genome assembly is crucial for precision medicine.
- Existing sequencing technologies face limitations with genomic repeats and variations.
- Novel assembly methods are needed to leverage complementary sequencing strengths.
Purpose of the Study:
- To develop a novel approach for accurate human genome assembly and structural variant (SV) detection.
- To integrate data from next-generation sequencing (NGS) and single-molecule sequencing (SMS) technologies.
- To enhance the assembly of complex genomic regions, including those with structural alterations.
Main Methods:
- Proposed a Hybrid Structural variant Assembly (HySA) approach.
- Integrated sequencing reads from NGS and SMS platforms.
- Utilized a bipartite-graph-based clustering algorithm to identify homologous SV-containing reads.
- Decomposed the whole genome assembly into independent SV assembly problems.
Main Results:
- HySA demonstrated a low false discovery rate in genome assembly.
- Significantly improved the detection of various structural variants (SVs).
- Enhanced identification of novel large insertions, small indels (10-50 bp), and repeat expansions/contractions.
Conclusions:
- HySA effectively integrates complementary sequencing technologies for improved SV discovery.
- The approach enhances the assembly of structurally complex regions in the human genome.
- This method provides a solution for extending the capabilities of current sequencing technologies for SV analysis.
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