A multiple alignment workflow shows the effect of repeat masking and parameter tuning on alignment in plants
Yaoyao Wu1,2, Lynn Johnson1, Baoxing Song1
1Institute for Genomic Diversity, Cornell Univ., Ithaca, NY, 14853, USA.
The Plant Genome
|April 13, 2022
Summary
We developed msa_pipeline for practical multiple genome alignment in plants. Optimizing masking and alignment parameters significantly improves the alignment of coding and noncoding regions, enhancing conservation analysis.
Area of Science:
- Comparative genomics
- Bioinformatics
- Plant science
Background:
- Multiple genome alignments are crucial for comparative genomics but are technically challenging.
- High repeat content and genomic divergence in plants complicate alignment.
Purpose of the Study:
- To develop a practical workflow (msa_pipeline) for sensitive multiple alignment of diverged plant genomes.
- To evaluate the impact of masking strategies and LAST aligner parameters on alignment efficiency.
Main Methods:
- Developed the msa_pipeline workflow for plant genome alignment.
- Compared RepeatMasker with k-mer-based masking.
- Assessed LAST aligner parameter effects on 33 grass species genome assemblies.
Main Results:
- K-mer masking improved coding and noncoding region alignment rates by 25% and 14%, respectively.
- Parameter tuning increased noncoding region alignment rates by over 52%.
- Increased alignment sensitivity boosted scorable noncoding sites by over 76%.
Conclusions:
- Optimized masking and alignment parameters enhance multiple genome alignment sensitivity and scope in plants.
- The msa_pipeline workflow facilitates practical and sensitive plant genome alignment.
- Improved alignments enable more robust biological discovery in plant comparative genomics.
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