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Genomics and Personalized Care Lab Session. Leming Zhou, PhD School of Health and Rehabilitation Sciences Department of Health Information Management. Outline. Nucleotide, protein, genetic variation, gene and disease association databases NCBI GenBank; protein structure; dbSNP; OMIM
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Genomics and Personalized CareLab Session Leming Zhou, PhD School of Health and Rehabilitation Sciences Department of Health Information Management
Outline • Nucleotide, protein, genetic variation, gene and disease association databases • NCBI • GenBank; protein structure; dbSNP; OMIM • Pairwise sequence alignment • BLAST search • UCSC genome browser
NCBI • Created as a part of National Library of Medicine in 1988 • Establish public databases • Perform research in computational biology • Develop software tools for sequence analysis • Disseminate biomedical information • Databases • Sequence, such as GeneBank, RefSeq, dbSNP • Literature, such as PubMed, OMIM • Tools • Entrez. Blast, Cn3D, etc.
GenBank • Nucleotide only sequence database • GenBank Data • Direct submissions individual records (BankIt, Sequin) • Batch submissions via email (EST, GSS, STS) • ftp accounts established for sequencing centers • Data shared nightly amongst three collaborating databases: • GenBank • DNA Database of Japan (DDBJ). • European Molecular Biology Laboratory Database (EMBL)
GenBank Record (Sequence) ORIGIN 1 aaaaagagaaactgttgggagaggaatcgtatctccatatttcttctttcagccccaatc 61 caagggttgtagctggaactttccatcagttcttcctttctttttcctctctaagccttt 121 gccttgctctgtcacagtgaagtcagccagagcagggctgttaaactctgtgaaatttgt 181 cataagggtgtcaggtatttcttactggcttccaaagaaacatagataaagaaatctttc 241 ctgtggcttcccttggcaggctgcattcagaaggtctctcagttgaagaaagagcttgga 301 ggacaacagcacaacaggagagtaaaagatgccccagggctgaggcctccgctcaggcag 361 ccgcatctggggtcaatcatactcaccttgcccgggccatgctccagcaaaatcaagctg 421 ttttcttttgaaagttcaaactcatcaagattatgctgctcactcttatcattctgttgc 481 cagtagtttcaaaatttagttttgttagtctctcagcaccgcagcactggagctgtcctg 541 aaggtactctcgcaggaaatgggaattctacttgtgtgggtcctgcacccttcttaattt 601 tctcccatggaaatagtatctttaggattgacacagaaggaaccaattatgagcaattgg 661 tggtggatgctggtgtctcagtgatcatggattttcattataatgagaaaagaatctatt 721 gggtggatttagaaagacaacttttgcaaagagtttttctgaatgggtcaaggcaagaga 781 gagtatgtaatatagagaaaaatgtttctggaatggcaataaattggataaatgaagaag 841 ttatttggtcaaatcaacaggaaggaatcattacagtaacagatatgaaaggaaataatt 901 cccacattcttttaagtgctttaaaatatcctgcaaatgtagcagttgatccagtagaaa 961 ggtttatattttggtcttcagaggtggctggaagcctttatagagcagatctcgatggtg
Protein Structure Databases • Proteins take on 3D structure • 3D data for some proteins is available due to techniques such as NMR and X-Ray crystallography • PDB http://www.pdb.org/ • SCOP http://scop.mrc-lmb.cam.ac.uk/scop • MMDB http://www.ncbi.nlm.nih.gov/Structure/
Polymorphisms • Genomic sequences from two unrelated individuals are 99.9% identical. • The 0.1% difference is due to genetic variations, and mainly (~90%) one form of variation called Single Nucleotide Polymorphisms (SNPs, single-base variations).
Importance of Genetic Variations • Genetic variations underlie phenotypic differences among different individuals • Genetic variations determine our predisposition to diseases and responses to drugs, therapies, and environmental insults such as bacteria, virus, and chemicals • Genetic variations reveal clues of ancestral human migration history
Major Types of Genetic Variations • Single nucleotide mutation • Majority of SNPs do NOT directly contribute to any phenotypes • Insertion or deletion of one or more nucleotides • Tandem repeat polymorphisms (Genomic regions consisting of variable length, usually 1-100 bases long, of sequence motifs repeating in tandem with variable copy number) • Used as genetic markers for DNA finger printing (forensic, parentage testing) • Many cause genetic diseases • Insertion/Deletion polymorphisms (Often resulted from localized rearrangements between homologous tandem repeats) • Gross chromosomal aberration • Deletions, inversions, or translocation of large DNA fragments • Often causing serious genetic diseases
The Effect of SNPs • The phenotypic consequence of a SNP is significantly affected by the location where it occurs (gene or non-gene), as well as the nature of the mutation (synonymous or non-synonymous) • No consequence • Affect gene transcription quantitatively or qualitatively • Affect gene translation quantitatively or qualitatively • Change protein structure and functions • Change gene regulation at different steps
Simple/Complex Genetic Diseases and SNPs • Simple genetic diseases (Mendelian diseases) are often caused by mutations in a single gene • e.g. Huntington’s, Cystic fibrosis, etc. • Many complex diseases are the result of mutations in multiple genes, the interactions among them as well as between the environmental factors • e.g. cancers, heart diseases, Alzheimer's, diabetes, asthmas, obesity, etc.
Genetic Variations Databases • dbSNP • http://www.ncbi.nlm.nih.gov/SNP/ • Online Mendelian Inheritance in Man (OMIM) • http://www.ncbi.nlm.nih.gov/omim • International HapMap Project • http://www.hapmap.org/ • Genome Variation Server (Seattle SNPs) • http://gvs.gs.washington.edu/GVS/
dbSNP • The Single Nucleotide Polymorphism database (dbSNP) is a public- domain archive for a broad collection of simple genetic variations • This collection of polymorphisms includes: • Single-base nucleotide substitutions (or single nucleotide polymorphisms -SNPs) • Roughly 10 million in human population or on average 1 per 300 bps • Less than half of these SNPs are identified and stored in the database • Microsatellite repeat variations (or short tandem repeats - STRs) • In sillico estimation of potentially polymorphic variable number tandem repeats (VNTR) are over 100,000 across the human genome • Small-scale multi-base deletions or insertions • The short insertion/deletions are difficult to quantify and the number is likely to fall in between SNPs and VNTR
A dbSNP Record >gnl|dbSNP|ss5586300|allelePos=214|len=475|taxid=9606|alleles='A/G'|mol=Genomic ATAAACATGG ACTTTTACAA AACCCATATC GTATACCACC ACTTTTTCCC ATCAAGTCAT YTGTTAAAAC TAAATGTAAG AAAAATCTGC TAGAGGAAAA CTTTGAGGAA CATTCAATRT CACCTGAAAG AGAAATGGGA AATGAGAACA TTCCAAGTAC AGTGAGCACA ATTAGCCGTA ATAACATTAG AGAAAATGTT TTTAAAGRAG CCA R CTCAAGCAAT ATTAATGAAG TAGGTTCCAG TACTAATGAA GTGGGCTCCA GTATTAATGA AATAGGTTCC AGTGATGAAA ACATTCAAGC AGAACTAGGT AGAAACAGAG GGCCAAAATT GAATGCTATG CTTAGATTAG GGGTTTTGCA ACCTGAGGTC TATAAACAAA GTCTTCCTGG AAGTAATTGT AAGCATCCTG AAATAAAAAA GCAAGAATAT GAAGAAGTAG TTCAGACTGT TAATACAGAT TTCTCTCCAT A
Different Ways to Search SNPs in dbSNP • dbSNP web site • Direct search of SS record; batch search; allow SNP record submission; No search limit • Entrez SNP • http://www.ncbi.nlm.nih.gov/sites/entrez?db=Snp • Search limits options allows precise retrieval • Entrez Gene Record’s SNP Links Out Feature • Direct links to corresponding SNP records; access to genotype and linkage disequilibrium data • NCBI’s MapViewer • Visualize SNPs in the genomic context along with other types of genetic data
Search SNPs from dbSNP Web Page • http://www.ncbi.nlm.nih.gov/SNP/index.html
Search SNPs from Entrez SNP Web Page • http://www.ncbi.nlm.nih.gov/sites/entrez?db=Snp • The dbSNP is a part of the Entrez integrated information retrieval system and may be searched using either qualifiers or a combination search limits from 14 different categories
Disease Causing Genes Disease centric databases: • OMIM: http://www.ncbi.nlm.nih.gov/omim/ • CDC HugeNavigator: http://hugenavigator.net/ • HGMD: https://portal.biobase-international.com/hgmd/pro/start.php • A Catalog of Published Genome-Wide Association Studies: http://www.genome.gov/26525384
Online Mendelian Inheritance in Man (OMIM) • http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=OMIM • OMIM is a human genetic disorders database built and curated using results from published studies • Each OMIM record provides a summary of the current state of knowledge of the genetic basis of a disorder, which contains the following information: • description and clinical features of a disorder or a gene involved in genetic disorders; • biochemical and other features; • cytogenetics and mapping; • molecular and population genetics; • diagnosis and clinical management; • animal models for the disorder; • allelic variants. • OMIM is searchable via NCBI Entrez, and its records are cross-linked to other NCBI resources.
OMIM: Variant • The OMIM database includes genetic disorders caused by various mutation/variation, from SNPs to large-scale chromosomal abnormalities • Variants are represented by a 10-digit OMIM number, and can be searched in two ways • Search for a gene or a disease, when retrieved, view its variants
Variants in OMIM Records • For most genes, only selected mutations are included • Criteria for inclusion include: the first mutation to be discovered, high population frequency, distinctive phenotype, historic significance, unusual mechanism of mutation, unusual pathogenetic mechanism, and distinctive inheritance. • Most of the variants represent disease-producing mutations, NOT polymorphisms. • A few polymorphisms are included, many of which show a positive statistical correlation with particular common disorders. • Few neutral polymorphisms are included in OMIM • Some SNPs in the dbSNP records are not linked to the corresponding OMIM records.
Similarity Search • Find statistically significant matches to a protein or DNA sequence of interest. • Obtain information on inferred function of the gene • Sequence identity/similarity is a quantitative measurement of the number of nucleotides / amino acids which are identical /similar in two aligned sequences • Calculated from a sequence alignment • Can be expressed as a percentage • In proteins, some residues are chemically similar but not identical
Sequence Alignment • A linear, one-to-one correspondence between some of the symbols in one sequence with some of the symbols in another sequence • Four possible outcomes in aligning two sequences • Identity; mismatch; gap in one sequence; gap in the other sequence • May be DNA or protein sequences.
Alignment Algorithms • Sequences often contain highly conserved regions • These regions can be used for an initial alignment
Alignments • Two sequences Seq 1: ACGGACT Seq 2: ATCGGATCT • There may be multiple ways of creating the alignment. Which alignment is the best? A – C – G G – A C T | | | | | A T C G G A T - C T A T C G G A T C T | | | | | | A – C G G – A C T
BLAST • BLAST - Basic Local Alignment Search Tool: A sequence comparison algorithm optimized for speed used to search sequence databases for optimal local alignments to a query • Most widely used and referenced computational biology resource • The central idea of the BLAST algorithm is to confine attention to segment pairs that contain a word pair of length W with a score of at least T when compared to the query using a substitution matrix • Word hits are then extended in both directions to generate an alignment with score exceeding a given threshold S
Four Steps of a BLAST search • Enter query sequence • Select one BLAST program • Choose the database to search • Set optional parameters
Enter Query Sequence • Sequence can be pasted into a text field in FASTA format or as accession number • Sequence can also be uploaded as a file (FASTA format) • Users may indicate a sequence range of the query sequence instead of using the whole query sequence • Job title will be automatically generated from sequence header
Select one BLAST Program • BLAST Programs: • BLASTN: DNA query sequence against a DNA database • BLASTP: protein query sequence against a protein database • BLASTX: DNA query sequence, translated into all six reading frames, against a protein database • TBLASTN: protein query sequence against a DNA database, translated into all six reading frames • TBLASTX: DNA query sequence, translated into all six reading frames, against a DNA database, translated into all six reading frames • Choose the right one according to the purpose of the search
Choose the Database to Search • BLASTN
Optional Parameters • Specify the organism to search or exclude • Common name, taxonomy id, … • Exclude certain sequences • Exclude predicted sequences or sequences from metagenomics • Use Entrez query to select a subset of the blast database page 93
BLASTN Output (Graphic Summary) matches to itself probable homologs distantly related homologs distant homolog with shared domain or motif
Genome Browser • Genome Browser is a computer program which helps to display gene maps, browse the chromosomes, align genes or gene models with ESTs or contigs etc. • Big Three: • UCSC Genome Browser • NCBI Mapviewer • Ensemble
UCSC Genome Browser • http://genome.ucsc.edu
chromosome band sts sites microarray/expression data known genes Annotation Tracks predicted genes evolutionary conservation SNPs repeated regions more… Organization of Genomic Data sequence Genome backbone: base position number Links out to more data