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Genomics, Cancers & Infectious Diseases Qunyuan Zhang Division of Statistical Genomics Washington University School of Medicine
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Genomes Sequenced 1995: H. influenzae, the first sequenced genome of a free-living organism 2011: 11554 bacterial genomes 41 eukaryotic genomes (19 from fungi) 2675 viral species ~ 40,000 strains of influenza virus ~ 300,000 strains of HIV 2003: the first complete human genome sequences 2008: The 1000 Genomes Project Plan: 2500 samples from about 25 human populations Hundreds have been sequenced
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Genome Projects
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Omics Genome (variation, polymorphism) Transcriptome (gene expression) Proteome Phenome (diseases) Phenotypes Traits Central dogma
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Genomic Variation SNP Insertion Deletion Duplication Inversion Translocation …GTCAGTATCAGG… (reference) …GTCAGCATCAGG… …GTCAGAATATCAGG… …GTCAGCAGG… (TAT deletion) …GTCAGCAGTATCAGG… …GTCAGCTATAGG… …GTCAGAGG… …CCGCTATCGACC… Copy number (large insertion, deletion, duplication) SNP array SNP array, SNP+CN array
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SNP Array hybridization fluorescence hybridization scanning washing image processing Intensitiesgenotypes genotype calling
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Genotyping BB AB AA
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Sequencing Aligned sequences Reference genome Assembled genome Assembled sequences Assembling Alignment
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Variant Calling
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List of Variants
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Variant visualization of a genome
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Association between genome and phenome
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A case-control design
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Mendelian Diseases Disease gene With disease Non-disease gene With no disease
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Common/Complex Diseases More risk genes Higher risk of disease Less risk genes Lower risk of disease Linkage Scan GWAS
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Cancers (germline variants) More risk genes High risk of cancer Less risk genes Low risk of cancer Linkage Scan GWAS http://www.nature.com/ng/journal/v42/n6/full/ng.586.html
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Cancers (somatic mutation) Germline risk variant inherited from parents Somatic mutation Normal genome Cancer genome Cancer
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Nature 456, 66-72 (2008) doi:10.1038/nature07485 Identifying somatic mutations in a tumour genome (After QC) 98% 50% 98% 65% 70% 96%
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DNMT3A mutation in a patient with Acute Myeloid Leukemia (AML) 116.4 billion base pairs with paired-end 99.6% coverage of the genome. 1-base-pair deletion in DNMT3A at the amino acid position 723 DNMT3A encodes DNA methylation enzymes that catalyze the addition of a methyl group to the C residue of CpG nucleotides, which is often associated with reduced expression of the downstream gene. DNA methylation has long been hypothesized to contribute to cancers, no evidence. A total of 62 of 281 patients (22%) had mutations in DNMT3A. N Engl J Med. 2010 Dec 16;363(25):2424-33
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DNMT3A Mutations in 188 AML Patients
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DNMT3A Mutations in 93 AML Patients
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DNMT3A Mutations Significantly Reduce Survival Probability
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DNMT3A Mutations Significantly Reduce Many Genes’ Methylation Level N Engl J Med. 2010 Dec 16;363(25):2424-33
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Infectious Diseases (gene identification) vaccine Medication (antibiotics) host pathogen susceptibility and resistance genes virulence genes vaccination-response genes antibiotic sensitivity genes antibiotic resistance/tolerance genes Host/pathogen genes of interest can be identified by comparing genomic differences between two groups of host/pathogen samples (case vs. control, responsive vs. non-responsive, resistant vs. sensitive ….) Pathogenesis Vaccine/Drug Discovery
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Infectious Diseases (other applications) Population Structure, Evolution, and Molecular Epidemiology Pathogen/Strain Detection and Outbreak Investigation Inverse Vaccination Microbiome Metagenome
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An outbreak of tuberculosis occurred over a 3-year period in a medium-size community in British Columbia, Canada Whole-Genome Sequencing and Transmission- Network Analysis of a Tuberculosis Outbreak N Engl J Med 2011;364:730-9.
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Genomic diversity/similarity
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Transmission Networks N Engl J Med 2011;364:730-9.
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Inverse Vaccination Serogroup B Neisseria meningitidis (MenB) the most common cause of meningococcal disease in the developed world Nearly 40 years of conventional vaccine development failed to produce a comprehensive vaccine 2000, complele genome sequences of the virulent MenB strain MC58 Induced a protective immune response against three diverse MenB strains in 89%–96% of subjects outer membrane vesicles (OMV) containing PorA Novartis Vaccines
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