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When less is more: sketching with minimizers in genomics
Malick Ndiaye1, Silvia Prieto-Baños2,3, Lucy M Fitzgerald2
1Department of Fundamental Microbiology, UNIL, Lausanne, Switzerland.
Minimizers are a computational technique that significantly reduces large sequencing datasets. This method aids in extracting biological insights from genomic data, proving essential for modern bioinformatics.
Area of Science:
- Bioinformatics and Computational Biology
- Genomics and Molecular Biology
Background:
- The rapid growth of sequencing data necessitates efficient data processing methods.
- Minimizers offer a way to reduce data volume while preserving essential properties for analysis.
Purpose of the Study:
- To introduce the concept and applications of minimizers in genomic data analysis.
- To review recent advancements and alternative data sketching techniques.
Main Methods:
- Introduction to the minimizer technique.
- Review of methodological developments.
- Survey of applications in genomics.
Main Results:
- Minimizers effectively reduce the scale of genomic datasets.
- Demonstrated utility across various applications like genome assembly and metagenomics.
- Highlighting alternative sketching methods such as syncmers and strobemers.
Conclusions:
- Minimizers and related techniques are crucial for managing large-scale genomic data.
- These methods are indispensable tools in contemporary bioinformatics.
- Continued development of data sketching is vital for future biological insights.
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