Hillary Term 04: “The Human Genome” 20.1 The Human Genome – evolutionary issues (Hein) 27.1 Non-Genic Selection in the Human Genome (Lunter) 3.2 Mammalian Genes I: Conservation and slow evolution (Ponting) 10.2 Mammalian Genes II: Functional innovation and rapid change (Ponting/Goodstadt) 17.2 RNAs in Human Genome (Sam Griffiths-Jones) 24.2 Population Genetics of the Human Genome (Gil McVean ) 2.3 Association Mapping and the Human Genome (Lon Cardon) 9.3 The Human Genome and Human Evolution (Chris Tyler-Smith)
The Human Genome – key issues The Human Genome Project Few basic facts of the human genome Grammar of Genes Basic events happening to a genome per mitosis/generation Genealogical Structures: Phylogenies, Pedigrees and the ARG Long term Dynamics of the Human Genome: The comparative aspect (Genotype Phenotype) & (Population Genetics/History) => Gene Mapping History Our interests.
History of the Human Genome Project Strachan and Read, HMG3 p Physical map. 24 types and total set of 46 chromosomes 1977 Sanger publishes dideoxy sequencing method 1980 Botstein proposes human genetic map using RFLPs 1987 US DOE publishes report discussing HGP 1988 HUGO is established 1990 Official start of HGP with 3 billion $ and a 15 year horizon Genome Database GB is established 1992 Genethon publishes map based on microsatelites Lander et al. detailed map based on sequence tagged sites Comprehensive map based on gene markers Sanger Centre publishes chromosome Draft Genome published: Celera & Public 2003 Completion (almost) of Human Genome
Public effort- strategy: Celera - strategy: From Myers 99 Sequencing Strategies Celera’s view of International Consortium International Consortium’s view of Celera Unfair competition: IC delivering the same goods but with state funding. Unfair competition: Celera delivering the same goods but can use IC data, while IC cannot use Celera data.
Other Genome Projects 1976/79 First viral genome – MS2/fX Mitochondrion 1982 First shotgun sequenced genome – Bacteriophage lambda 1995 First prokaryotic genome – H. influenzae 1996 First unicellular eukaryotic genome – Yeast 1998 The first multicellular eukaryotic genome – C.elegans 2000 Drosophila melanogaster 2000 Arabidopsis thaliana 2001 Human Genome 2002 Mouse Genome The Genome OnLine Database knows of 958 genome sequencing projects, of which 169 are completed
Favourite and Model Organisms Multicellular Animals Mammals Human 3.5 Gb Mouse 3.2 Gb Cow 3.0 Gb Dog 2.8 Gb Rat 3.1 Gb Chimp 3.5 Gb Pig 3.0 Gb Fish Puffer Fish 0.4 Gb Zebra Fish 1.9 Gb Insects Drosophila 165 Mb Honey Bee 270 Mb Yellow Fever Mosquito 780 Mb Malaria Mosquito 278 Mb Strachan and Read (2004) Chapter 8 Birds Chicken 1.2 Gb Frog Xenopus Laevis 1.7 Gb Nematodes Caenorhabdites elegans 100 Mb Caenorhabdites briggsae 80 Mb Sea Urchin Strongylocentrotus purpuratus 800 Mb Multicellular Plants Arabidopsis thaliana 125 Mb Rice 430 Mb
globin Exon 2 Exon 1 Exon 3 5’ flanking 3’ flanking (chromosome 11) The Human Genome I & R.Harding & HMG (2004) p 245 *5.000 *20 6*10 4 bp 3.2*10 9 bp *10 3 3*10 3 bp ATTGCCATGTCGATAATTGGACTATTTGGA30 bp Myoglobin globin aa DNA: Protein: X Y mitochondria.016
The Human Genome II Strachan and Read (2004) Chapter 9 Nuclear Genome Mitochondria Highly conserved - coding 1.5% 93% Highly conserved - other 3.5% 5% Transposon based repeats 45 % - Heterochromatin 6.6% - Other non-conserved 44 % 2% Mendelian inheritance Maternal inheritance 1 (typically) Possibly thousands Recombination No recombination Gene Density: 1/130 kb 2 kb Pseudogenes: Processed Pseudogenes
The Human Genome III Strachan and Read (2004) Chapter 9 + Lander et al.(2001) Gene families Clustered -globins (7), growth hormone (5), Class I HLA heavy chain (20),…. Dispersed Pyruvate dehydrogenase (2), Aldolase (5), PAX (>12),.. Clustered and Dispersed HOX (38 – 4), Histones (61 – 2), Olfactory receptors (>900 – 25),… Transposons
Genes and Gene Structures I Presently estimated Gene Number: (reference: ) Average Gene Size: 27 kb The largest gene: Dystrophin 2.4 Mb - 0.6% coding – 16 hours to transcribe. The shortest gene: tRNA TYR 100% coding Largest exon: ApoB exon 26 is 7.6 kb Smallest: <10bp Average exon number: 9 Largest exon number: Titin 363 Smallest: 1 Largest intron: WWOX intron 8 is 800 kb Smallest: 10s of bp Largest polypeptide: Titin smallest: tens – small hormones. Intronless Genes: mitochondrial genes, many RNA genes, Interferons, Histones,.. Jobling, Hurles & Tyler-Smith (2004) HEG p 29 + HMG chapt. 9
Genes and Gene Structures II Genes within Genes: Intron 26 of neurofibromatosis type I (NF1) contains 3 internal (2 exons) genes in the opposite direction. Overlapping Genes: Class III region of HLA Strachan and Read (2004) Chapter 9 p 258 Simple Eukaryotic
Alternative Splicing Cartegni,L. et al.(2002) “Listening to Silence and understanding nonsense: Exonic mutations that affect splicing” Nature Reviews Genetics HMG p A challenge to automated annotation. 2.How widespread is it? 3.Is it always functional? 4.How does it evolve?
RNAs in the Genome Strachan and Read (2004) p.247 F9.4 ~200 snoRNA small nucleolar, over 100 types - RNA modification and processing ~100 snRNA small nuclear - involved in splicing ~200 miRNA very small ~22bp, regulation ~175 28S,5.8S,5S large cytosolic subunit ~175 18S small mitochondrial subunit ~250 5S large mitochondrial subunit >500 tRNA transfer RNA >1500 Antisense RNA > 1500 types
Genome Annotation Ensembl Santa Cruz Genome Browser Genomes Proteins ESTs
Gene Finding and Protein (HMM) Descriptors Burge & Karlin jmb 96 A.Make gene characteristics to each nucleotide. Extract legal prediction by dynamical programming. B. Use HMM to describe biological knowledge of gene structure.
Mutations and Mutation Rates 1 mitosis or generation Average Number of Mitoses Male generation (15: :150 Female generation: ~24 Crow,JF (2000) “The Origins, Patterns and Implications of Human Spontaneous Mutation” Nature Review Genetics Strachan and Read (2004) chapter 11 +Jobling, Hurles and Tyler- Smith (2004) chapter 2 Single nucleotide substitutions: ~10 -7 Microsatellites (~ ): ~10 -2 Small insertion deletions: ~10 -8
Recombination 1 meiosis Lander et al.(2001) “Initial sequencing and analysis of the human genome” Nature Kong,E. et al.(2002) “A high resolution recombination map of the human genome” Nature Genetics Recombination: Gene Conversion: Total Haploid length males: 25.9 M - females: 44.6 M. Gene conversions 1-2 orders higher. Length pb.
Selection: Positive & Negative A A A A A A One sequence scenarioPopulation scenario A A A C C A A A C C A A A C C ThrSer ACGTCA Pro ThrPro ACGCCA ThrSer ACGCCG ArgSer AGGCCG ThrSer ACTCTG AlaSer GCTCTG AlaSer GCACTG - - One sequence scenario again Certain events have functional consequences and will be selected out. The strength and localization of this selection is of great interest. The selection criteria could in principle be anything, but the selection against amino acid changes is without comparison the most important.
The Genetic Code Substitutions Number Percent Total in all codons Synonymous Nonsynonymous Missense Nonsense 23 4
Examples of rates remade from Li,1997 RNA Virus Influenza A Hemagglutinin Hepatitis C E HIV 1 gag DNA virus Hepatitis B P Herpes Simplex Genome Nuclear Genes Mammals c-mos Mammals a-globin Mammals histone Organism Gene Syno/year Non-Syno/Year
Genealogical Structures Homology : The existence of a common ancestor (for instance for 2 sequences) Phylogeny Pedigree: Ancestral Recombination Graph – the ARG ccagtcg ccggtcg cagtct Only finding common ancestors. Only one ancestor. i. Finding common ancestors. ii. A sequence encounters Recombinations iii. A “point” ARG is a phylogeny
Populations Now Parents Grand parents
Genealogical approach to Population Variation Analysis Africa Non-Africa Inter.SNP Consortium (2001): A map of human genome sequence variation containing 1.42 million SNPs. Nature
Pedigrees Icelandic + Helgason, A. et al. (2003 June) “A population-wide coalescent analysis of Icelandic matrilineal and patrilineal genealogies: Evidence for a faster evolutionary rate of mtDNA lineages than Y-chromosomes” American Journal Human Genetics. Chinese Burke’s British Peerage Mormons Quebec French Heyer and Tremblay, 1998 PNAS Total Pedigree Helga son
Genealogical Questions Pedigrees Time back to first individual common ancestor to everyone ARG questions: The height of ARGs - correlation between local phylogenies Gene Phylogeny Questions Total Branch Length - Height
Long Term Evolutionary History: Myr/Gyr Origin of Life Last Universal Common Ancestor – LUCA First Eukaryotes First Chordates First Vertebrates First Mammals First Primates First Hominoids Chimp-Human Split Hedges, SB (2002) “The Origin and Evolution of Model Organisms” Nature Review Genetics Brown (2003) “Horizontal Genetic Transfers “ Nature Genetics
observable Parameters:time rates, selection Unobservable Evolutionary Path observable MRCA-Most Recent Common Ancestor ? 3 Problems: i. Test all possible relationships. ii. Examine unknown internal states. iii. Explore unknown paths between states at nodes. ATTGCGTATATAT….CAG Time Direction The Comparative Aspect.
Observable Unobservable U C G A C A U A C Goldman, Thorne & Jones, 96 RNA Structure Gene Structure One Principle of Comparative Genomics Protein Structure
Molecular Evolution and Gene Finding: Two HMMs Simple ProkaryoticSimple Eukaryotic AGTGGTACCATTTAATGCG..... P coding {ATG-->GTG} or AGTGGTACTATTTAGTGCG..... P non-coding {ATG-->GTG}
The Rise of Comparative Genomics Lander et al(2001) Figure 25A
RNA (Secondary) Structure Sequences ACTGT ACTCCT Protein Structure Cabbage Turnip Gene Order/Orientation. Gene Structure Interaction Networks Any Graph. General Theme. Formal Model of Structure Stochastic Model of Structure Evolution. Renin HIV proteinase The Domain of Comparative Genomics
Linkage Mapping r M D From McVean
A set of characters. Binary decision (0,1). Quantitative Character. Dominant/Recessive. Penetrance Spurious Occurrence Heterogeneity genotype Genotype Phenotype phenotype 2N e generations Association/Fine scale mapping
Single marker association Bayesian analysis 1000 cases and 1000 controls typed at 8 microsatellite markers BRCA2 example Rafnar et al.(2004) – Morris et al(2001) + Causative SNPs.
Short Term Evolutionary History: Kyr/Myr Oldest Polymorphisms Neutral Human Autosomal Polymorphisms First Out-of-Africa Anatomically Modern Man Peopling of the Globe – genetic and fossil evidence. The globe & migrations: Cavalli-Sforza, HEG (2004) Supposedly well behaved populations Iceland Finland Sardinia
HapMap “The International HapMap Project “Nature 426, (18 Dec 2003) Started October 27-29, 2002
HapMap
Ontologies Gene Ontology Consortium (2001) “Creating the Gene Ontology Resource: Design and Implementation.” Genome Research Gene Ontology Consortium (2004) “The Gene Ontology (GO) database and informatics resource” Nucleic Acid Research 32.D A Structured Vocabulary – Consistent across species. Purpose: Facility communication among researchers Facility communication among computer systems 2001: Three Ontologies: Molecular Function Biological Process Cellular Component Source NAR(2004) 32.D258-
Structural Genomics: Systematic Structure Determination John Westbrook, Zukang Feng, Li Chen, Huanwang Yang and Helen M. Berman “The Protein Data Bank and structural genomics” Nucleic Acids Research, 2003, Vol. 31, No PDB Holdings List: 10-Feb-2004 Molecule Type Proteins, Peptides, and Viruses Protein/Nucleic Acid Complexes Nucleic AcidsCarbohydratestotal Exp. Tech. X-ray Diffraction and other NMR Total Examples: Center for Eukaryotic Structural Genomics Structural Genomics of Pathogenic Protozoa Consortium Berkeley Structural Genomics Center : Mycoplasma genitalium and Mycoplasma pneumoniae
Structural Genomics: Mycoplasma pneumoniae proteins
Proteomics Hanash,S.(2003) “Disease Proteomics” Nature Aebersold,R. and M.Mann (2003) “Mass spectrometry-based proteomics” Nature Gavin et al. (2002) “Functional Organisation of the Yeast Proteome by systematic analysis of protein complexes” Nature D PAGE gels (polyacryl gel electrophoresis ) MALDI Protein Micro-arrays Source: Hanash (2003) Source Gavin et al.(2002)
The Genome Genomes: Variation and long term evolution. Genealogical Structures: Phylogenies, Pedigrees and the ARG Long term Dynamics of the Human Genome: The comparative aspect (Genotype Phenotype) & (Population Genetics/History) => Gene Mapping Summary
Our Genomically Motivated Projects 1.Comparative gene annotation (Meyer, Skou Pedersen) 2.Superimposed selective constraints (Forsberg, Meyer, Skou Pedersen) * 3.Haplotype Blocks (Song) * 4.Genome transformations (Miklos) 5.Ancestral Blocks* 6.Statistical Sequence Comparison (Drummond, Lunter, Miklos) 7.Substitutions and insertion-deletions at the Genome Level (Lunter) Next week
a: (3,4) b: (3,4) c: (15,16) d: (16,17) e: (35,36) f: (35,36) g: (36,37) Minimal ARGs and Haplotype Blocks (Song)
Combining Levels of Selection. Forsberg, Meyer, Pedersen Protein-Protein Hein & Støvlbæk, 1995 Codon Nucleotide Independence Heuristic Jensen & Pedersen, 2001 Contagious Dependence Assume multiplicativity: f A,B = f A *f B Protein-RNA DoubletsSinglet Contagious Dependence
A randomly picked ancestor: (ancestral material comes in batteries!) Mb Mb * kb *250 Parameters used 4N e Chromos. 1: 263 Mb. 263 cM Chromosome 1: Segments Ancestors All chromosomes Ancestors Physical Population Mill. Applications to Human Genome (Wiuf and Hein,97)
References: Books & www-pages. Books: Strachan and Read (2004) “Human Molecular Genetics” (3 rd Ed.) Bioscience Jobling, Hurles and Tyler-Smith (2004) “Human Evolutionary Genetics” Bioscience Sulston, J.(2002) “Our Common Thread” Corgi Books Ridley, Matt (2001) “Genome” “Encyclopedia of the Human Genome” (2003) Nature Publishing Group Cavalli-Sforza,L. (2001) “Genes, People and Language” Penguin Key articles: Lander et al.(2001) “Initial Sequencing and Analysis of the Human Genome” Nature Venter et al.(2001)”The Sequence of the Human Genome” Science
References: www-pages. Major sequencing centers: Baylor College of Medicine Genome Sequencing Center hgsc.bcm.tcm.edu/hgsc.bcm.tcm.edu/ Celera DoE Joint Genome Institute Genoscope TIGR Washington University Genome Sequencing Center Wellcome Trust Sanger Institute Whitehead Institute/MIT Center for Genome Research Ensembl genome annotator - European Bionformatics Institute - NCBI - Nature Genome Gateway Integrated Genomics Ebi genome databases Primate Sequencing Projects European Bioinformatics Institute Proteomics National Center for Biotechnology Information HapMap Project Homepage Online Inheritance in Man