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Phylogenetic methods

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Darwin using Linnaeus's classification hierarchy ... 0.33% sequences difference among ethic groups (5% between orangutan subspecies) ... – PowerPoint PPT presentation

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Title: Phylogenetic methods


1
Phylogenetic methods
  • Phylogeny
  • Phylogenetic analysis

2
Phylogenetics
  • Linnaeuss system systematicist not
    evolutionist
  • Darwin using Linnaeuss classification
    hierarchy
  • Phylogeny the evolutionary relationship between
    organisms
  • Character-based morphological features
    (limitation?)
  • Serological reaction (Ab cross-reactivity)
    Nuttall
  • Protein electrophoresis similarity in protein
    properties
  • DNA-DNA hybridization
  • Sequencing protein and DNA

3
Advantages of molecular phylogenetics
  • Large datasets A, T, C, G for character states,
    every position is one character
  • Unambiguous not like shape or length
    (morphology/phenotypes) (convergent evolution)
  • No suitable phenotypes to compare, e.g. compare
    among bacteria or between bacteria and flies
  • Easy to convert to numerical form for
    mathematical analysis

4
Phylogenetic trees
  • Distance-based a measure of overall, pairwise
    difference between two data sets, e. g. scores
    from alignments
  • Character-based use a well-defined feature that
    exists in a limited number or different states,
    e. g. A, T, C, G anatomical/behavioral
    phenotypes
  • character data can be converted to distance data

5
  • Pheneticist prefer mathematic-based methods,
    emphasize on relationship among data sets
  • Cladist prefer biology-based (character)
    methods, emphasize on evolutionary pathways and
    patterns
  • unequal weighted characters

6
DNA-based phylogenetics
  • Higher information content display synonymous
    substitutions
  • Variability in non-coding regions also can be
    examined
  • Easy sampling and sequencing

7
Terminology
8
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9
Information inferred from the tree horizontal
gene transfer
xenolog
10
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11
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12
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13
ingroups
Assigned by constructor, use other
information/knowledge
14
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15
Gene vs. species trees
16
Distance matrix methods
Pairwise distance
  • UPGMA

Calculate the new matrix d(AB)C1/2(dACdBC) d(AB)
D1/2(dADdBD)
cluster the smallest distance pair
17
Cluster first
18
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19
  • Topology of the tree
  • branch pattern relatedness of the taxon
  • branch length inferred time of divergence
  • cladogram

20
Estimation of branch length
x (dAB dAC - dBC )/2 y (dAC dBC - dAB
)/2 z (dBC dAB - dAC )/2
21
Tree confidence
  • How much confidence for each branch
  • How much more likely is one tree to be correct
    than a random alternative tree
  • Bootstrapping
  • What do bootstrap values mean?
  • Bootstrap values for phylogenetic trees do not
    follow standard statistical behaviour.
  • Bootstrap value of 95 is actually close to 100
    confidence in that branch.
  • Bootstrap value of 75 often close to 95
    confidence.
  • Bootstrap value of 60 is much lower confidence.
  • Less than 50 bootstrap no confidence in that
    branch over an alternative.

22
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23
Procedures of tree reconstruction
  • Sequence alignment
  • find homologs, not overrepresent or
    underrepresent the sequences
  • perform alignment parameter setting
  • make a guide tree first, align close related
    sequences first
  • place indels at correct positions
  • Convert alignment data into a phylogenetic tree
  • choose tree methods
  • Assess the accuracy of a reconstructed tree
  • bootstrap analysis
  • Estimate branch length
  • calibration with other data

clustalW
clustalW
Use TreeView to view the tree output
24
Tree of life
  • The deep evolutionary differences in archaea and
    bacteria only can be revealed from molecular data

25
Human origins
  • Data from mtDNA 0.33 sequences difference
    among ethic groups (5 between orangutan
    subspecies)
  • African populations display greatest differences
    Human originate from Africa
  • Y-chromosome data also support out-of-Africa
    theory
  • Mitochondrial Eve Y-chromosome Adam 200,000
    years ago
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