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Analysis of codon usage patterns of bacterial genomes using the self-organizing map
H C Wang1, J Badger, P Kearney
1Department of Computer Science, University of Waterloo, Waterloo, Ontario, Canada. wanghc@nic.bmi.ac.cn
Molecular Biology and Evolution
|April 25, 2001
Summary
This study analyzed codon usage patterns across seven microbial genomes using self-organizing maps. It identified horizontally transferred and highly expressed genes, revealing insights into microbial evolution and adaptation strategies.
Area of Science:
- Genomics
- Bioinformatics
- Microbial Evolution
Background:
- Codon usage patterns exhibit significant variation across species and within individual genomes.
- Previous research utilized codon usage to identify highly expressed and horizontally transferred genes in Escherichia coli.
- Understanding these patterns is crucial for deciphering gene function and evolutionary history.
Purpose of the Study:
- To analyze codon usage patterns in seven microbial genomes (Escherichia coli, Aquifex aeolicus, Archaeoglobus fulgidus, Haemophilus influenzae RD:, Methanococcus jannaschii, Methanobacterium thermoautotrophicum, and Pyrococcus horikoshii).
- To identify highly expressed genes and horizontally transferred genes using Kohonen's self-organizing map.
- To investigate the origins of horizontally transferred genes and environmental adaptations in thermophilic organisms.
Main Methods:
- Application of Kohonen's self-organizing map algorithm.
- Analysis of codon usage patterns across seven diverse microbial genomes.
- Clustering of average codon usage for main gene categories and functional classification of genes.
Main Results:
- All analyzed genomes showed a distinct category of horizontally transferred genes, ranging from 7.7% to 21.4%.
- The proportion of highly expressed genes varied from 0% to 11.8% across the genomes.
- A notable mixing of gene classes in thermophilic organisms suggests shared origins for horizontally transferred genes and environmental adaptation.
Conclusions:
- Horizontally transferred genes are prevalent across the studied microbial genomes.
- Genes involved in communication and structure are more frequently horizontally transferred than those related to information processing or energy metabolism.
- Codon usage analysis provides valuable insights into gene transfer events and adaptive strategies in microbial evolution.