I just attended a PhD Defense for Hyrum Carroll. He presented his work on a new alignment algorithm that uses biochemical properties instead of sequence identity to fill in the Needleman-Wunsch matrix. He found that if you use different chemical properties for each secondary structure that you get a significant increase in accuracy. Chemalign is part of the psoda package at dna.cs.byu.edu.
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