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AniAnn's: alignment-free annotation of tandem repeat arrays using fast average nucleotide identity estimates
Alexander Sweeten1,2, Michael C Schatz2, Adam M Phillippy1
1Genome Informatics Section, Center for Genomics and Data Science Research, National Human Genome Research Institute, Bethesda, Maryland, USA.
Bioinformatics (Oxford, England)
|August 4, 2026
Summary
AniAnn's is a new algorithm that accurately annotates satellite DNA and other tandem repeats. This method significantly improves genome analysis by quickly identifying repeat boundaries in various species.
Area of Science:
- Genomics
- Bioinformatics
- Computational Biology
Background:
- Satellite DNA, characterized by low sequence complexity and poor mappability, presents significant challenges in genome assembly and analysis.
- Large heterochromatic arrays of tandem repeats are common in eukaryotic genomes but are often understudied.
- Existing methods for annotating tandem repeat arrays struggle with divergent or novel sequences.
Purpose of the Study:
- To introduce AniAnn's, an efficient algorithm for annotating large blocks of tandemly repeating DNA.
- To address the limitations of current methods in annotating satellite DNA and other tandem repeats.
- To provide a faster and more accurate approach for repeat annotation in diverse genomes.
Main Methods:
- AniAnn's leverages the high Average Nucleotide Identity (ANI) within repeat units of the same array.
- The algorithm rapidly infers the boundaries of large tandem repeat arrays.
- The approach was tested on various plant and animal genomes.
Main Results:
- AniAnn's demonstrates improved annotation of satellite and other tandem repeats across multiple species.
- The algorithm achieves high accuracy and speed, outperforming previous methods.
- AniAnn's requires a fraction of the runtime compared to existing approaches.
Conclusions:
- AniAnn's offers a robust solution for annotating challenging repetitive DNA regions.
- The software serves as a lightweight tool for repeat masking before whole-genome alignment.
- AniAnn's facilitates de novo annotation and classification of satellite repeats, advancing genomic research.
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