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Statistical Phylogenetics: An Application to Corbiculate Bees and Geography

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Title: Statistical Phylogenetics: An Application to Corbiculate Bees and Geography


1
Statistical Phylogenetics An Application to
Corbiculate Bees and Geography
  • Amrish Deshmukh
  • Ryan Starski

2
Phylogenetics
  • Investigate evolutionary relationships using
    similarity in DNA, behavioral, or physical
    characteristics
  • Methods
  • Parsimony supports the hypothesis (tree) which
    requires the minimum number of changes and
    homoplasies
  • Likelihood supports the hypothesis which is most
    statistically likely given the assumptions of an
    evolutionary model
  • Bayesian supports the distribution of hypotheses
    which would most likely produce the data

3
Parsimony
  • Edwards and Cavalli-Sforza(1963)
  • Evaluation of parsimony via union-intersect
    method
  • Limitation long branch attraction
  • Application Morphological or behavioral
    characters

4
Likelihood Models
  • Molecular evolution is reasonably well modeled by
    finite state continuous time Markov chains.
  • The evolution of a single site is modeled over
    the state space of an n-letter alphabet.
  • Assuming independence of sites implies the
    likelihood, L, can be put in terms of the
    products of likelihoods for each site
  • Or

5
Corbiculate Bees
  • Include economically important species
  • Form complex eusocial societies
  • Family Apidae
  • Subfamily Apinae
  • Monophyletic group
  • Comprised of 4 monophyletic tribes

6
Euglossini Orchid bee
  • Pollinate orchids by collecting chemicals on
    their legs
  • Do not possess eusocial behavior
  • Most are solitary

http//en.wikipedia.org/wiki/ImageMormodes_buccin
ator_-_infl_3.jpg
7
Bombini Bumble bee
  • Important for crop and wildflower pollination
  • Form small social colonies

http//farm2.static.flickr.com/1317/531377215_44c4
001e7c.jpg?v0
8
Apini Honey bee
  • Only 6-11 species
  • Appear in the fossil record 30 million years ago
  • Highly eusocial

http//en.wikipedia.org/wiki/ImageHoneybee_therma
l_defence01.jpg
9
Meliponini Stingless bee
  • Minimal honey production
  • Are highly eusocial with large colonies
  • Bite, defend in numbers

http//www.innovations-report.com/bilder_neu/30264
_bstingless_bee2.jpg
10
Contradictory Data Sets
  • Behavioral\Morphological
  • Noll(2000) Analyzed 42 behavioral characters
  • Predicted single origin of eusocial behavior
  • Placed (Apini, Meliponini) in a monophyletic
    clade
  • Molecular
  • Cameron(2001) Analyzed 2 mitochondrial and 2
    nuclear data sets
  • Predicted a dual origin of behavior
  • Kawakita(2008) Investigated 12 nuclear genes.
    Confirmed Camerons results

11
Our Data set
  • 12 genes investigated by Kawakita
  • 15 taxa
  • Outgroup members of the genus Centris

12
Multi-gene analysis
  • Concatenation
  • Completely links all considered genes
  • Consensus
  • Completely unlinks all considered genes
  • Assumes a prior distribution of gene trees which
    is independent of the species tree, contradictory
    to the purpose of using the genes
  • Coalescence

13
Coalescence
  • A concern when molecular evolution is used to
    investigate species relationships
  • The gene tree obtained by sampling individuals
    within a species may be inconsistent with the
    species tree
  • A large ancestral population weakens the
    correspondence between gene and species
    coalescent times.

14
A three-species phylogeny
  • Gene tree predicts the
  • Incorrect species tree if
  • 1. A and B do not coalesce
  • before the common ancestor
  • with C
  • 2. A and B are not the first to
  • coalesce
  • The net probability

15
Bayesian Estimation of Species Trees
16
BEST Assumptions
  • Random mating
  • No gene transfer after species divergence
  • No recombination within a locus

17
Methods
  • Use simple parsimony analysis to investigate
    individual behavioral characters
  • Use Mr. Bayes to investigate the 12 genes
    individually
  • Concatenation
  • B.E.S.T.

18
Results Behavioral Analysis
19
Consensus
20
Partitions
  • Each star represents a taxon
  • Each row represents a partition
  • Each combination in rows a percentage of
    occurances

21
Result Kawakita Comparisons
22
Result Concatenation Analysis
23
ResultBEST Analysis
24
Limitations and Future Directions
  • Complete genome data
  • Multiple Individual data
  • Social structure may affect mating

25
Phylogeography Hepatitis
  • Complete Genome, 58 Taxa with spatiotemporal data
  • Phylogenetics with relation to geographic disease
    spread.
  • PoY and Supramap (Dr. Janies)

26
Phylogeography Variola
  • A nuclear gene coding for NTPase
  • 48 taxa, with spatiotemporal data

27
Thanks
  • The MBI
  • Dr. Pearl
  • Dr. Pan
  • Dr. Janies
  • Dr. Wenzel

28
References
  • Noll, Fernando B. "Behavioral Phylogeny of
    Corbiculate Apidae (Hymenoptera Apinae), with
    Special Reference to Social Behavior." Cladistics
    18 (2002) 137-153.
  • Winston, Mark L. and Charles D. Michener. "Dual
    origin of highly social behavior among bees."
    Proc. National Academy of Science 74.3 (Mar
    1977) 1135-1137.
  • Cameron, Sydney A. and Patrick Mardulyn.
    "Multiple Molecular Data Sets Suggest Independent
    Origins of Highly Eusocial Behavior in Bees
    (HymenopteraApinae)." Systematic Biology 50.2
    (Apr 2001) 194-214.
  • Felsenstein, Joseph. Inferring Phylogenies. 2004.
  • Kawakita, Atsushi, John Ascher, and Teiji Sota.
    "Phylogenetic analysis of the corbiculate bee
    tribes based on 12 nuclear protein-coding genes."
    Apidologie 39(2008) 163-175.
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