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AltaiR: a C toolkit for alignment-free and temporal analysis of multi-FASTA data.
Jorge M Silva1,2, Armando J Pinho1,2, Diogo Pratas1,2,3
1IEETA/LASI, Institute of Electronics and Informatics Engineering of Aveiro, University of Aveiro, Aveiro, Portugal.
Gigascience
|November 26, 2024
Summary
AltaiR is a new toolkit for analyzing viral genomes using alignment-free methods. It efficiently processes millions of sequences to reveal temporal trends and characteristics in viral evolution.
Area of Science:
- Bioinformatics
- Computational Biology
- Genomics
Background:
- Analyzing large viral genome datasets presents computational challenges.
- Existing alignment-based methods struggle with multi-FASTA formats and massive data volumes.
- Current tools often require data partitioning, limiting comprehensive analysis.
Purpose of the Study:
- To introduce AltaiR, a novel toolkit for analyzing multiple sequences in multi-FASTA format.
- To enable efficient, alignment-free analysis of large-scale genomic data.
- To identify patterns, dynamics, and quality control in viral sequence datasets.
Main Methods:
- Utilizes exclusively alignment-free methodologies for sequence analysis.
- Implements C programming with multithreading and optimizations for computational efficiency.
- Automatically filters low-quality, biased, or deviant sequence data.
Main Results:
- Successfully analyzed over 1.5 million severe acute respiratory virus coronavirus 2 sequences.
- Identified temporal shifts in nucleotide composition and decreasing Kolmogorov sequence complexity.
- Observed the evolution of the smallest sequences not found in the human host.
Conclusions:
- AltaiR effectively identifies temporal trends in large sequence datasets, suitable for epidemic/endemic surveillance.
- The toolkit is computationally efficient, flexible, dependency-free, and accepts FASTA formats.
- AltaiR provides a powerful solution for large-scale viral genome analysis and discovery.
Keywords:
alignment-free toolkitdata compressionmulti-FASTArelative absent wordstemporal patternsviral genomesMore Related Videos
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