180 likes | 446 Views
Comparative Genomics and Phylogenetics. Chi-Cheng Lin, Ph.D., Professor Department of Computer Science Winona State University – Rochester Center clin@winona.edu. Outline. Comparative Genomics Phylogenetics Phylogenetic Tree Phylgenetics Applications Gene Tree vs. Species Tree.
E N D
Comparative Genomics and Phylogenetics Chi-Cheng Lin, Ph.D., ProfessorDepartment of Computer ScienceWinona State University – Rochester Centerclin@winona.edu
Outline • Comparative Genomics • Phylogenetics • Phylogenetic Tree • Phylgenetics Applications • Gene Tree vs. Species Tree
Comparative Genomics • Analysis and comparison of genomes from different species • Purposes • to gain a better understanding of how species have evolved • to determine the function of genes and non-coding regions of the genome • The functions of human genes and other DNA regions often are revealed by studying their parallels in nonhumans. • Researchers have learned a great deal about the function of human genes by examining their counterparts in simpler model organisms such as the mouse.
Comparative Genomics • Features looked at when comparing genomes: • sequence similarity • gene location • length and number of coding regions within genes • amount of non-coding DNA in each genome • highly conserved regions maintained in organisms • Computer programs that can line up multiple genomes and look for regions of similarity among them are used. • Many of these sequence-similarity tools, such as BLAST, are accessible to the public over the Internet.
Of Mice and Men • The full complement of human chromosomes can be cut into about 150 pieces, then reassembled into a reasonable approximation of the mouse genome. • The colors of the mouse chromosomes and the numbers alongside indicate the human chromosomes containing homologous segments. • This piecewise similarity between the mouse and human genomes means that insights into mouse genetics are likely to illuminate human genetics as well. Source: http://www.ornl.gov/sci/techresources/Human_Genome/publicat/tko/06_img.html
Phylogenetics • Phylogenetics • Study of evolutionary relationships (sequences / species) • Infer evolutionary relationship from shared features • Phylogeny • Relationship between organisms with common ancestor • Phylogenetic tree • Graph representing evolutionary history of sequences / species Source of image: http://superfrenchie.com/Pics/Blog/culture/evolution.jpg
Phylogenetics • Premise • Members sharing common evolutionary history (i.e., common ancestor) are more related to each other • Can infer evolutionary relationship from shared features • Long history of phylogenetics • Historically - based on analysis of observable features (e.g., morphology, behavior, geographical distribution) • Now - mostly analysis of DNA / RNA / amino acid sequences
Phylogenetics • Goals • Understand relationship of sequence to similar sequences • Construct phylogenetic tree representing evolutionary history • Motivation / application • Identify closely related families • Use phylogenetic relationships to predict gene function • Follow changes in rapidly evolving species (e.g., viruses) • Analysis can reveal which genes are under selection • Provide epidemiology for tracking infections & vectors • Relationship to multiple sequence alignment (MSA) • Alignment of sequences should take evolution into account • More precise phylogenetic relationships Improved MSA • CLUTALW (http://www.ebi.ac.uk/clustalw/), a popular MSA program, can produce alignment that is then used to build phylogenetic tree.
Phylogenetic Tree Terminology • Leaf / terminal node / taxon • Node with no children • Original sequence • Join / internal node • Point of joining two leaves / clusters • Inferred common ancestor • Branches • Represent change • Length represents evolutionary distance • Cluster / clade • All sequences in subtree with common ancestor (treated as single node)
Phylogenetic Tree Terminology • Binary tree • Each edge that splits must connect to two children • Rooted tree • Contains a single ancestor of all nodes • Evolution proceeds from root to leaves of tree • Unrooted tree • No single ancestor node • No direction of evolution • Molecular clock assumption (rooted tree) • Mutations occur at constant rate • Distance from root to leaves same for each leaf
Orangutan Orangutan Human Human Chimpanzee Gorilla Chimpanzee Gorilla Rooted and Unrooted Trees Rooted Tree Unrooted Tree Direction of evolution Root
Source: http://gi.cebitec.uni-bielefeld.de/people/boecker/bilder/tree_of_life_new.gif
Applications – Mammal Systematics Source: http://www.isem.univ-montp2.fr/PPP/PM/RES/Phylo/Mamm/PHYLMOL-Placentalia%7EEnglish.jpg
Application – Epidemiology (CSI!) • Which patients are more likely infected by the dentist? Source: http://trc.ucdavis.edu/djbegun/Lect_12.1.html
Application – Modern Human Evolution • Based on mtDNA genome • Example • Global mtDNA diversity analysis (Ingman et al., 2000 Nature. Volume 408:708-713) • Africans have twice as much diversity among them as do non-Africans Africans have a longer genetic history • More recent population expansion for non-Africans • Africans and non-Africans diverged recently Out of Africa Source of image: Ingman et al., 2000, Nature. Volume 408: 708-713
Gene Tree vs. Species Tree • Gene typically diverges before speciation • Phylogenetic tree based on divergence of one single homologous gene • Evolutionary history of gene • Gene tree rather than species tree • More genes are needed to build species trees Source of image: http://www.bioinf2.leeds.ac.uk/b/genomics.html