Gene Regulation 10/19/05 Gene Prediction & Regulation 10/19/05 Mon - Overview & Gene structure review: Eukaryotes vs prokaryotes Gene Regulation Wed - Regulatory regions: Promoters & enhancers (formerly Gene Prediction - 2) - Predicting genes Fri - Predicting genes - Predicting regulatory regions • Next week: Predicting RNA structure (miRNAs, too) 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 10/19/05 1 Reading Assignment (for Wed) D Dobbs ISU - BCB 444/544X: Gene Regulation 2 Optional Reading Reviews: Mount Bioinformatics • Chp 9 Gene Prediction & Regulation 1) • pp 361-385 Predicting Promoters • Ck Errata: http://www.bioinformaticsonline.org/help/errata2.html Zhang MQ (2002) Computational prediction of eukaryotic proteincoding genes. Nat Rev Genet 3:698-709 http://proxy.lib.iastate.edu:2103/nrg/journal/v3/n9/full/nrg890_fs.html * Brown Genomes 2 (NCBI textbooks online) 2) • Sect 9 Overview: Assembly of Transcription Initiation Complex • http://www.ncbi.nlm.nih.gov/books/bv.fcgi?rid=genomes.chapter.7002 Wasserman WW & Sandelin (2004) Applied bioinformatics for the identification of regulatory elements. Nat Rev Genet 5:276-287 http://proxy.lib.iastate.edu:2103/nrg/journal/v5/n4/full/nrg1315_fs.html • Sect 9.1-9.3 DNA binding proteins, Transcription initiation • http://www.ncbi.nlm.nih.gov/books/bv.fcgi?rid=genomes.section.7016 * NOTE: Don’t worry about the details!! 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 10/19/05 3 D Dobbs ISU - BCB 444/544X: Gene Regulation 4 Eukaryotes vs Prokaryotes Review last lecture: Genes & Genomes (formerly Gene Prediction - 1) “Typical” human & bacterial cells drawn to scale. • Eukaryotes vs prokaryotes • Cells Eukaryotic cells are characterized by membrane-bound compartments, which are absent in prokaryotes. • Genome organization • Gene structure 10/19/05 Brown Fig 2.1 D Dobbs ISU - BCB 444/544X: Gene Regulation D Dobbs ISU - BCB 444/544X 5 BIOS Scientific Publishers Ltd, 1999 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 6 1 Gene Regulation 10/19/05 Summary: Genes & Genomes Comparison of Gene Structures (formerly Gene Prediction - 1) Genes in eukaryotes vs prokaryotes Have different structures and regulatory signals • Eukaryotic genomes • Are packaged in chromatin and sequestered in a nucleus • Are larger and have multiple chromosomes • Contain mostly non-protein coding DNA (98-99%) Brown Fig 2.2 BIOS Scientific Publishers Ltd, 1999 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 10/19/05 7 Summary: Genes & Genomes (formerly Gene Prediction - 1) Gene regulation in eukaryotes vs prokaryotes • Eukaryotic genes Primary level of control? • Are larger and more complex • * Contain introns that are “spliced” to generate mature mRNA Prokaryotes: Transcription • Eukaryotes: Transcription is important, but e.g., RNA processing, transport, stability, protein processing, post-translational modification, localization, stability • Are transcribed by 3 different RNA polymerases Recent discoveries: small RNAs (miRNA, siRNA) may play very important regulatory roles, often at post-transcriptional levels * In biology, statements such as this include an implicit “usually” or “often” D Dobbs ISU - BCB 444/544X: Gene Regulation • • Expression is regulated at multiple levels • * Undergo alternative splicing, giving rise to multiple RNAs 9 Summary: Genes & Genomes 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 10 DNA Interactive: "Genomes" (formerly Gene Prediction - 1) Gene prediction? A tutorial on genomic sequencing, gene structure, genes prediction • Prokaryotes: relatively “easy” • 8 Summary: Genes & Genomes (formerly Gene Prediction - 1) 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation Eukaryotes: harder Howard Hughes Medical Institute (HHMI) Cold Spring Harbor Laboratory (CSHL) • Genomic organization and gene structures differ in different organisms • Best results obtained with “customized” software for a particular species http://www.dnai.org/c/index.html • In general: • Methods are “good” at locating genes • Have trouble with “details” 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation D Dobbs ISU - BCB 444/544X 11 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 12 2 Gene Regulation 10/19/05 Today: Gene Regulation Thanks to Jonathan Pevsner for following Figs & Slides (formerly Gene Prediction - 2) But first: a few more words about cDNA & ESTs Slightly modified from: "Introduction to Bioinformatics" based on Chp 6 in Pevsner's text: Bioinformatics & Functional Genomics Promoters & enhancers http://pevsnerlab.kennedykrieger.org/wiley Gene prediction programs (?) J. Pevsner [email protected] 10/19/05 5’ exon 1 3’ intron D Dobbs ISU - BCB 444/544X: Gene Regulation exon 2 10/19/05 13 D Dobbs ISU - BCB 444/544X: Gene Regulation 14 exon 3 3’ 5’ intron Transcription DNA 5’ RNA protein Phenotype 3’ RNA splicing (remove introns) 3’ 5’ cDNA Capping & polyadenylation 5’ 7MeG AAAAA 3’ Export to cytoplasm Pevsner p161 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation Relationship of mRNA to genomic DNA (for 15 Pevsner p160 [1] Transcription [2] RNA processing (splicing) [3] RNA export [4] RNA surveillance 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 16 Analysis of gene expression in cDNA libraries RBP4) A fundamental approach to studying gene expression is through cDNA libraries • Isolate RNA (always from a specific organism, region, and time point) • Convert RNA to complementary DNA • (with reverse transcriptase) • Subclone into a vector • Sequence the cDNA inserts These are ESTs or Expressed Sequence Tags Pevsner p162 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation D Dobbs ISU - BCB 444/544X 17 Pevsner p162-163 10/19/05 insert vector D Dobbs ISU - BCB 444/544X: Gene Regulation 18 3 Gene Regulation 10/19/05 UniGene: unique genes via ESTs Cluster sizes in UniGene This is a gene with 1 EST associated; the cluster size is 1 • Find UniGene at NCBI: www.ncbi.nlm.nih.gov/UniGene • UniGene clusters contain many ESTs • UniGene data come from many cDNA libraries. Thus, when you look up a gene in UniGene you get information on its abundance and its regional distribution Pevsner p164 Pevsner p164 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 19 Pevsner p164 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation Cluster sizes in UniGene Cluster sizes in UniGene - (in 2002) This is a gene with 10 ESTs associated; the cluster size is 10 Cluster size Number of clusters 1 34,000 2 14,000 3-4 15,000 5-8 10,000 9-16 6,000 17-32 4,000 500-1000 500 2000-4000 50 8000-16,000 3 >16,000 1 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 21 Other Resources Pevsner p164 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 20 22 Gene Regulation Current Protocols in Bioinformatics http://www.4ulr.com/products/currentprotocols/bioinformatics.html Promoters & enhancers Finding Genes 4.1 An Overview of Gene Identification: Approaches, Strategies, and Considerations 4.2 Using MZEF To Find Internal Coding Exons 4.3 Using GENEID to Identify Genes 4.4 Using GlimmerM to Find Genes in Eukaryotic Genomes 4.5 Prokaryotic Gene Prediction Using GeneMark and GeneMark.hmm 4.6 Eukaryotic Gene Prediction Using GeneMark.hmm 4.7 Application of FirstEF to Find Promoters and First Exons in the Human Genome 4.8 Using TWINSCAN to Predict Gene Structures in Genomic DNA Sequences 4.9 GrailEXP and Genome Analysis Pipeline for Genome Annotation 4.10 Using RepeatMasker to Identify Repetitive Elements in Genomic Sequences 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation D Dobbs ISU - BCB 444/544X What does an RNA polymerase "see"? Eukaryotes vs prokaryotes • Regulatory regions • Prokaryotic operons & promoters • Eukaryotic promoters & enhancers • Eukaryotic transcription factors 23 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 24 4 Gene Regulation 10/19/05 Promoters for prokaryotic RNA polymerases (e.g., bacterium, E. coli) What does an RNA polymerase (or a transcription factor) “see” ? http://www.ncbi.nlm.nih.gov/books/bv.fcgi?rid=genomes.figgrp.5273 http://www.ncbi.nlm.nih.gov/books/bv.fcgi?rid=genomes.figgrp.5268 http://www.ncbi.nlm.nih.gov/books/bv.fcgi?rid=genomes.figgrp.7061 10/19/05 Brown Fig 9.17 D Dobbs ISU - BCB 444/544X: Gene Regulation 25 BIOS Scientific Publishers Ltd, 1999 Prokaryotic genes & operons 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 26 Prokaryotic promoters • Genes with related functions are often clustered in operons (e.g., lac operon) • RNA polymerase complex recognizes promoter sequences located very close to & on 5’ side (“upstream”) of initiation site • Operons are transcriptionally regulated as a single unit - one promoter controls several proteins • RNA polymerase complex binds directly to these. with no requirement for “transcription factors” • mRNAs produced are “polycistronic” - one mRNA encodes several proteins; i.e., there are multiple ORFs, each with AUG (START) & STOP codons • Prokaryotic promoter sequences are highly conserved • -10 region • -35 region 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 10/19/05 27 D Dobbs ISU - BCB 444/544X: Gene Regulation 28 Eukaryotic genes have large & complex regulatory regions Eukaryotic genes • Genes with related functions are not clustered, but share common regulatory regions (promoters, enhancers, etc.) • Chromatin structure must be in “right” configuration for transcription 10/19/05 Cis-acting regulatory elements include: Promoters,enhancers, silencers Trans-acting regulatory factors include: Transcription factors, chromatin remodeling enzymes, small RNAs Brown Fig 9.26 D Dobbs ISU - BCB 444/544X: Gene Regulation D Dobbs ISU - BCB 444/544X 29 BIOS Scientific Publishers Ltd, 1999 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 30 5 Gene Regulation 10/19/05 Eukaryotic genes are transcribed by 3 different RNA polymerases Eukaryotic promoters & enhancers • Promoters located “relatively” close to initiation site (but can be located within gene, rather than upstream!) • Enhancers also required for regulated transcription (these control expression in specific cell types, developmental stages, in response to environment) • RNA polymerase complexes do not specifically recognize promoter sequences directly • Transcription factors bind first and serve as “landmarks” for recognition by RNA polymerase complexes Brown Fig 9.18 BIOS Scientific Publishers Ltd, 1999 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 10/19/05 31 D Dobbs ISU - BCB 444/544X: Gene Regulation 32 But, it’s actually more complicated: Assembly of an initiation complex for eukaryotic RNA polymerase II http://www.ncbi.nlm.nih.gov/books/bv.fcgi?rid=genomes.figgrp.7095 “Activator & Mediator protein” actually represent a large complex of transcription factors (connected via DNA-protein & protein-protein interactions) that are usually associated with clusters of TF binding sites 10/19/05 Brown Fig 9.27 D Dobbs ISU - BCB 444/544X: Gene Regulation 33 Eukaryotic transcription factors BIOS Scientific Publishers Ltd, 1999 10/19/05 • Common in eukaryotic proteins • Estimated 1% of mammalian genes encode zinc-finger proteins • TFs contain characteristic “DNA binding motifs” http://www.ncbi.nlm.nih.gov/books/bv.fcgi?rid=genomes.table.7039 • In C. elegans, there are 500! • TFs recognize specific short DNA sequence motifs “transcription factor binding sites” • Can be used as highly specific DNA binding modules • Several databases for these, e.g. TRANSFAC http://www.generegulation.com/cgibin/pub/databases/transfac • Potentially valuable tools for directed genome modification (esp. in plants) & human gene therapy Brown Fig 9.12 D Dobbs ISU - BCB 444/544X: Gene Regulation D Dobbs ISU - BCB 444/544X 34 Zinc finger-containing transcription factors • Transcription factors (TFs) are DNA binding proteins that also interact with RNA polymerase complex to activate or repress transcription 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 35 BIOS Scientific Publishers Ltd, 1999 10/19/05 D Dobbs ISU - BCB 444/544X: Gene Regulation 36 6 Gene Regulation 10/19/05 Building “Designer” Zinc Finger DNA-binding Proteins J Sander, Fengli Fu, J Townsend, R Winfrey D Wright, K Joung, D Dobbs, D Voytas (ISU) D Dobbs ISU - BCB 444/544X 7
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