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MTRAP: pairwise sequence alignment algorithm by a new measure based on transition probability between two consecutive
Toshihide Hara1, Keiko Sato, Masanori Ohya
1Department of Information Sciences, Tokyo University of Science, 2641 Yamazaki, Noda City, Chiba, Japan. hara@is.noda.tus.ac.jp
A new sequence alignment method, MTRAP, significantly improves accuracy, especially for homologous sequences with low similarity. This method accounts for correlations between consecutive residues, outperforming existing tools in benchmark tests.
Area of Science:
- Bioinformatics
- Computational Biology
- Genomics
Background:
- Sequence alignment is crucial for analyzing biological systems.
- Current methods struggle with homologous sequences exhibiting low similarity.
- Existing alignment measures often overlook correlations between consecutive residues.
Purpose of the Study:
- To develop a more accurate sequence alignment method.
- To address limitations in aligning low-similarity homologous sequences.
- To incorporate inter-residue correlations into alignment metrics.
Main Methods:
- Introduced MTRAP, a novel pairwise alignment method.
- Developed a new metric based on compound systems of two sequences.
- Modified TCoffee to integrate the new alignment metric for progressive multiple alignment.
Main Results:
- MTRAP demonstrated higher accuracy than ClustalW2, TCoffee, and MAFFT in benchmark tests (PREFAB 4.0, HOMSTRAD).
- Significant improvements in alignment accuracy were observed for sequences with less than 15% identity.
- The MTRAP algorithm enhanced consistency-based progressive multiple alignment when integrated with TCoffee.
Conclusions:
- The MTRAP method offers a significant increase in sequence alignment accuracy.
- Improvements are particularly pronounced in the low sequence identity range.
- The source code for MTRAP is publicly available.
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