RAmbler resolves complex repeats in human Chromosomes 8, 19, and X.
Sakshar Chakravarty1, Glennis Logsdon2, Stefano Lonardi3
1Department of Computer Science and Engineering, University of California, Riverside, California 92521, USA.
Genome Research
|March 4, 2025
Summary
RAmbler accurately reconstructs complex repetitive genomic regions using Pacific Biosciences HiFi reads. This novel repeat assembler outperforms existing methods in challenging genome assembly scenarios.
Area of Science:
- Genomics
- Bioinformatics
- Computational Biology
Background:
- Repetitive genomic regions are crucial for function and regulation but challenging to assemble.
- Despite advances, de novo assemblers struggle with accurate reconstruction of these complex areas.
Purpose of the Study:
- Introduce RAmbler, a specialized assembler for complex repetitive regions.
- Utilize Pacific Biosciences (PacBio) HiFi reads for high-accuracy genome assembly.
Main Methods:
- RAmbler identifies repeats via high-coverage mapping and single-copy k-mer analysis.
- Reads are barcoded using k-mer locations, then clustered based on shared barcodes.
- Contigs are generated per cluster, followed by consensus assembly.
Main Results:
- RAmbler achieves assembly quality comparable to manually curated human genome assemblies for centromeres and complex repeats.
- Outperforms hifiasm, LJA, HiCANU, and Verkko on diverse synthetic datasets.
- Demonstrates robust performance across varying repeat lengths, numbers, heterozygosity, and sequencing depths.
Conclusions:
- RAmbler offers a significant advancement in assembling challenging repetitive genomic elements.
- Provides a high-quality solution for complex repeat reconstruction using PacBio HiFi data.
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