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Dynamic μ-PBWT: Dynamic Run-length Compressed PBWT for Biobank Scale Data.
Pramesh Shakya1, Ahsan Sanaullah1, Degui Zhi2
1Department of Computer Science, University of Central Florida , Orlando, FL, USA.
We introduce Dynamic mu-PBWT, a memory-efficient data structure for haplotype analysis. It supports dynamic updates without decompression, improving upon existing methods for large-scale genetic data.
Area of Science:
- Bioinformatics
- Computational Biology
- Genetics
Background:
- Positional Burrows-Wheeler Transform (PBWT) is crucial for haplotype analysis but lacks dynamic update capabilities.
- Existing dynamic solutions (d-PBWT) are memory-intensive, while static compressed versions (Syllable-PBWT, mu-PBWT) lack update functionality or have limited query types.
Purpose of the Study:
- To develop a memory-efficient and dynamically updatable compressed PBWT.
- To enable efficient haplotype matching and queries on large genetic datasets.
Main Methods:
- Run-length compression of PBWT to improve compression rates.
- Utilizing self-balancing trees to store compressed runs, facilitating dynamic updates (insertions/deletions).
- Implementing a long match query algorithm compatible with dynamic updates.
Main Results:
- Dynamic mu-PBWT achieves significant memory savings compared to d-PBWT.
- Updates (insertions/deletions) are constant time per site and can be performed without decompressing the index.
- The data structure supports dynamic updates and efficient long match queries.
Conclusions:
- Dynamic mu-PBWT offers a flexible and space-efficient indexing solution for large-scale genetic data analysis.
- It addresses the limitations of previous PBWT variants, enabling dynamic operations on compressed data.
- This method is well-suited for applications like statistical phasing, imputation, and IBD detection in biobanks.
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