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Protein Sequence Classification Using Neighbor-Joining Method

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Presentation on theme: "Protein Sequence Classification Using Neighbor-Joining Method"— Presentation transcript:

1 Protein Sequence Classification Using Neighbor-Joining Method
Bo Liu

2 Overview Given: A group of sequences, they have somewhat similarity between each other and same protein function. Input: One unknown function sequence Output: If this sequence belongs to this protein cluster.

3 Representation of Sequences Group
Distance Matrix Matrix Calculation Pair-Wise Alignment Multiple Sequence Alignment Alignment-Free: Relative Lempel-Ziv Complexity A B C D 7 11 6 14 9 Otu et al. Bioinformatics, 2003

4 Correlation of Input Sequence with Group
NJ method Smallest Sum of Branch Lengths A B C D -40 -34 Saitou et al. Mol. Biol. Evol., 1987

5 NJ Method Leaf Length Distance to Node New Distance Matrix AB C D 5 8
AB C D 5 8 7 Studier et al. Mol. Biol. Evol., 1988

6 Classification Criteria
Node with longest leaf length. Evolve too fast Last node joined into the tree. Cost the most to join the tree

7 Running Time Preprocessing: Query Sequence Classification:
Distance Matrix Calculation: O(n2l2) Query Sequence Classification: Distance Calculation: O(nl2) NJ Construction: O(n3)

8 Thank you


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