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Biocomputation: Comparative Genomics Tanya Talkar Lolly Kruse Colleen O’Rourke.

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Presentation on theme: "Biocomputation: Comparative Genomics Tanya Talkar Lolly Kruse Colleen O’Rourke."— Presentation transcript:

1 Biocomputation: Comparative Genomics Tanya Talkar Lolly Kruse Colleen O’Rourke

2 DNA

3

4

5 What is Biocomputation? Statistics Computer Science Molecular Biology

6 Four Main Parts  Biomolecular computation  Biological Computation  Computational Biology  Bioinformatics

7 Bioinformatics: Biology Computer Science Information Technology

8 Sequence Analysis  Very Functional!  Compare DNA between Species  Small Fragments  Return full sequence

9 Computational Genomics  Needleman – Wunsch  Not used much  More Mapped Genomes = Computational Genomics!

10 Alignment

11 Global Alignment: Needleman - Wunsch  O(N 3 )  Fewest edit operations  Similar strings

12 Local Alignment Smith - Waterman  O(N 2 )  Dissimilar strings  Find high similarity regions

13 Comparison

14 S1PQRAXABCSTVQ S2XYAXBACSLT

15 S1AXAB_CS S2AX_BACS Score 2 2 -1 2 -1 2 2

16 Advantages: Global Alignment

17 Advantages: Local Alignment

18 BLAST Basic Local Alignment Search Tool FASTA

19 Improvements  Increased Speed  Locate initial alignment hot spots  Statistical significance

20 Terminology  Segment Pairs  Locally maximal segment pairs  Maximal segment pairs

21 How it works  Query sentence, P  Database  Must have score over C!  Multiple segment pairs combined ABCDEFG AGCBFDE BEDGAFB GFBEDCA

22 How it works  Extends each hit  Done efficiently  Truncates  Doesn’t find all pairs

23 Proteins  Fixed length, W  Words above threshold  Each hit extended

24 DNA  Word List  Exact matches  NOT dynamic programming

25 Scoring  Blosum62 Matrix  Match (+2), Mismatch (-3), Gaps penalized

26 Substitution Matrix  Represents Scoring Functions

27 Multiple Sequence Alignment

28 Methods of MSA  Progressive Alignment Construction  Iterative Methods  Hidden Markov Models  Genetic Algorithms and Simulated Annealing

29 Comparative Genomics  Compare Species  Find Evolutionary Significances!  Low Level  High Level  Importance of Non Coding DNA


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