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Statistical Phylogenetics

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Title: Statistical Phylogenetics


1
Statistical Phylogenetics
  • Avian Influenza Virus
  • By Kyle Walsh, Lisa Booth, and Carley Matanin

2
DNA Background
  • Structure of DNA

Nucleotide Pairing Adenine (A)Thymine
(T) Guanine (G)Cytosine (S) Nucleotide
Groups PurinesA and G PyrimidinesT and C
www.ashingtonhigh.northumberland.sch.uk
3
DNA Background
  • Reading of DNA
  • Nucleotides read in triplets
  • Each triplet codes for an amino acid

www.genome.ou.edu
4
DNA Background
  • Mutations
  • Substitutions One nucleotide is exchanged for
    another
  • Ex. GACCTA ? GAGCTA
  • Gaps Nucleotides are either added or deleted
    from the DNA
  • Ex. GACCTA ?? GACTTCA

5
Phylogenetics Background
  • Study of evolutionary relatedness among various
    organisms based on their DNA
  • Uses variations in DNA sequences to determine the
    path of evolution

6
Phylogenetics Background
  • Maximum Parsimony Tree
  • Path of evolution which requires the fewest
    changes

http//research.amnh.org/siddall/methods/day3.htm
l
7
Phylogenetics Background
  • Maximum Likelihood tree
  • Work backwards from a given tree topology to
    determine if it is the most likely tree topology
    based on the probabilities of specific DNA
    mutations.
  • Bayesian Method
  • Find the distribution of trees that would produce
    the observed data.

8
Avian Influenza Background
www.channel4.com www.itn.co.uk www.kfyrtv.com
9
Background Info
  • Avian Influenza viruses occur naturally in wild
    birds
  • wild birds carry influenza viruses in their
    intestines (but virus usually does not make wild
    birds sick)
  • highly contagious among birds and can make
    domesticated birds (chickens, ducks, turkey)
    sick can be fatal

10
Bird Flu in Humans?
  • transmission from birds to humans is possible,
    but is not sustained
  • virus obtained from direct or close contact with
    infected poultry or surfaces (secretions and/or
    excretions)
  • can also be transmitted through an intermediate
    host (ex. Pig)

11
Human Cases
  • more than 200 human cases have been confirmed
    since 1997
  • virus first seen in Hong Kong in 1997 on farms
    and in markets
  • outbreaks began in South-East Asia in 2003 and
    have infected nine countries including Korea,
    Viet Nam, Japan, Thailand, Cambodia, Laos,
    Indonesia, China and Malaysia
  • infecting humans at a 50 mortality rate

12
Subtypes
  • humans can be infected with influenza types A, B,
    and C viruses
  • influenza A is classified into subtypes according
    to surface glycoproteins hemagglutinin (HA) and
    neuraminidase (NA)
  • highly pathogenic influenza A subtype H5N1 HA is
    what our study focused on

13
Low vs High Pathogenic Viruses
  • viruses classified based on its capability of
    causing a disease
  • Low Pathogenic Avian Influenza (LPAI) associated
    with mild disease in poultry such as ruffled
    feathers and drop in egg production
  • High Pathogenic Avian Influenza (HPAI) leads to
    severe illness and mortality in poultry H5N1 is
    a highly pathogenic virus

14
Possibility of a Pandemic
  • Influenza A viruses composed of eight separate
    gene segments
  • allows for creation of new strands of the virus
    via reassortment or adaptive mutation

15
Possibility of a Pandemic
  • Reassortment- exchange of genetic material
    between human and avian viruses during
    coinfection (infection of both human and avian
    viruses at the same time)
  • new strands could increase transmissibility among
    humans and an influenza pandemic could occur

16
Goals
  • To determine the nature of H5N1 sub-lineages by
    assessing if the phylogeny of a series of these
    viruses is ordered based on geography, time, or
    host species.
  • To determine if any of these factors are primary,
    and if so, if any act as secondary factors of the
    phylogeny of the H5N1 virus.
  • To assess host specificity of the H5N1 virus.

17
Methods
  • Clustal X software was used to do a multiple
    sequence alignment. We aligned data from 35 H5N1
    HA genes and 3 H5N2 HA genes were aligned for an
    out group comparison. (Courtesy of NCBI Gen
    Bank)
  • 38 sequences from Gen Bank were named according
    to location, ID , species, and year of
    collection.
  • Example- hk55ck03 is from Honk Kong, case ID 55,
    from a chicken in 2003.

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20
Methods continued
  • PHYLIP (the PHYLogeny Inference Package) was used
    to infer phylogenies from the data. Parsimony
    and Maximum Likelihood trees were produced using
    the PHYLIP software.
  • The MrBayes program was used for Bayesian
    estimation oh phylogeny therefore producing trees
    conditioned on the observed sequences.
  • MrBayes uses the Markov chain Monte Carlo (MCMC)
    technique to approximate the posterior
    probabilities of trees.
  • Our study used 3.5 million generations to produce
    the Bayesian tree.
  • Trees were visually interpreted to determine
    whether location, species, or time had the
    greatest impact.

21
Fig. 1. Map of eastern Asia showing Fujian,
Guangdong, Guangxi, Guizhou, Hong Kong, Hunan,
and Yunnan where influenza surveillance was
conducted and the locations of Poyang and Qinghai
Lakes
Chen, H. et al. (2006) Proc. Natl. Acad. Sci. USA
103, 2845-2850
22
Results
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.96
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Vietnam 2003-2005
26
Thailand 2004-2005
27
Hong Kong 1997-2003
28
Conclusions
  • The phylogeny of the H5N1 HA virus is primarily
    based on geography, the secondary factor being
    time.
  • The H5N1 HA virus is mainly found in birds,
    however it has been known to infect humans, pigs,
    and large cats.

29
Future Direction
  • Study economic trade routes and migratory bird
    routes to determine their effect on the spread of
    H5N1 virus
  • Study the virulence of H5N1 and see if it is
    reflected in the phylogeny
  • Study how an LPAI mutates to an HPAI virus

30
Future Direction
  • Perform another study using DNA sequences from
    countries further west, such as Iraq, Jordan, etc
    and determine where the virus originated.
  • Study June 2006 family of eight infected
    individuals to see where the virus originated and
    how it was transmitted.

31
References
  • http//www.cdc.gov/flu/avian/gen-info/facts.htm
  • http//www.who.int/mediacentre/factsheets/avian_in
    fluenza/en/index.html
  • http//www.who.int/csr/disease/avian_influenza/tim
    eline.pdf
  • Yang, Z.Y., Duckers, H.J., Sullivan, N.J., et al.
    Identification Of The Ebola Virus Glycoprotein As
    The Main Viral Determinant Of Vascular Cell
    Cytotoxicity And Injury. Nature Medicine 886-8,
    2000.
  • Chen, H., Smith, G.J.D., Li, K.S., et al.
    Establishment of multiple sublineages of H5N1
    influenza virus in Asia. PNAS 2845-2850, 2005.
  • Smith, G.J.D., Naipospos, T.S.P., Nguyen, T.D.,
    et al. Evolution of H5N1 Influenza virus in avian
    and human hosts in Indonesia and Vietnam.
    Virology 258-268, 2006.

32
  • Thank you Jeff and Dr. Pearl!!!
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