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Date: Tue, 20 August 2019, 15:00 to
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Sequence Aligment: Hidden Markov Models, Category Theory and all that jazz
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An Overview of Sequence Alignment
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Central Dogma
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Sequences of Interest
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exon Exon
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Mutations Sequence Alterations
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What is Sequence Alignment?
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Why care about sequence alignment?
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Pairwise Sequence Alignment
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Global Alignment vs. Local Alignment
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Needleman-Wunsch Algorithm 1970
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Smith-Waterman algorithm 1981
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Pseudo-alignment for quantification
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Remarks on accuracy of kallisto
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Idealized coverage & Realistic coverage
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Blast
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Hidden Markov Models
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Multiple Sequence Alignment
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The Main Problem
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Next Steps
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Acknowledgments
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Thank You!
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Q&A
Description:
Explore the history and evolution of sequence alignment in this comprehensive colloquium talk. Delve into the fundamentals of RNA-Seq technology and its applications in biomedical research. Learn about key algorithms like BLAST, Needleman-Wunsch, and Smith-Waterman, as well as modern pseudo-alignment methods for transcript-level quantification. Discover the connections between sequence alignment and evolutionary genetics, and gain insights into hidden Markov models and their role in bioinformatics. The speaker also touches on the emerging field of applied category theory in organizing ideas within this domain. Engage with a detailed exploration of topics including central dogma, mutations, global vs. local alignment, and multiple sequence alignment, concluding with a Q&A session.

Sequence Alignment - Hidden Markov Models, Category Theory and All That Jazz by Soumyashant Nayak

International Centre for Theoretical Sciences
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