Chromatin Structure and Transcriptional Activity Shaping Genomic Landscapes in Eukaryotes

Size: px
Start display at page:

Download "Chromatin Structure and Transcriptional Activity Shaping Genomic Landscapes in Eukaryotes"

Transcription

1 Invisible Cities: Segregated domains in eukaryote genomes Chromatin Structure and Transcriptional Activity Shaping Genomic Landscapes in Eukaryotes Christoforos Nikolaou Computational Genomics Group Dept. of Biology, University of Crete

2 Genomes as Architectures Genomes as Architectures In Zoe the lack of Signs does not allow you to the understand the function of each building: You are lost in an indivisible environment. Italo Calvino, Invisible Cities Left: A 2D live cell DNA dstorm image, adapted from Benke A, Manley S. ChemBioChem Right: Artistic representation of Calvino s city of Zoe by Karina Puente Frantzen

3 Structural Landmarks vs a U-topian Architecture? The lack of landmarks is a characteristic of ultra-designed architectural structures, in which the sense of space is by definition arbitrary. ( ου τόπος = no place) Most urban landscapes have, in contrast, developed through gradual aggregation of distinguishable architectural elements. Top left: Plan for the Ville Radieuse by Le Corbusier, Top Right: CDG International Airport, Paris Bottom Right: Aerial view of Paris

4 The multiple levels of genome organization Gene distribution Gene Regions/Gene Deserts Regulation of gene expression Eu/Hetero-chromatin Chromatin States Topologically Associated Domains (TAD) Transcription Factories Chromosomal Territories RidGE (Caron et al, 2001); Chromatin and Transcription (Jenuwein, 2001); Chromatin States (Ernst & Kellis, 2010); TAD (Bing Ren, 2011); 3D Genome (Fraser et al 2010); Chromosomal Territories (Dekker et al)

5 Can we deduce structural/functional domains in the genome? Structural Entities in the Eukaryotic Genome We are now in the position to dissect the eukaryotic genome in structurally coherent entities (TADs, chromosomal compartments, transcription factories etc) The question: Are there structural properties that distinguish between these entities or are we lost in an indivisible environment? Our goal: To analyze the eukaryote genome in linear space and see if there are attributes that can help us define genomic landmarks and thus grasp a hidden genome architecture. Hi-C map from the data of Duan et al (2009). Adapted from Tsochatzidou et al (2017)

6 Genome Architecture in one dimension Genome segmentation based on co-expression profiles Question: Do up/down-regulated genes tend to cluster in linear dimension? Answer: Yes. Clusters of consistent expression-change under topological stress are longer than expected by chance Tsochatzidou et al, Nucleic Acids Res. 2017

7 Topo-regulated gene clusters are also co-regulated Increased gene co-expression within the topologically defined clusters SPELL Database: >10000 gene expression profiles for yeast Question: Are the defined clusters also co-regulated? Answer: Yes. Topologically defined clusters show higher expression correlation that randomly selected consecutive gene clusters of the same size. Tsochatzidou et al, Nucleic Acids Res. 2017

8 Non-random genomic distribution of gene clusters Gene clusters of different types show clear positional preferences Question: Are gene clusters randomly positioned in the genome? Answer: No. Down-regulated clusters tend to be found close to the centromeres and away from the edges of chromosomes. The opposite is true for Up-regulated gene clusters. Tsochatzidou et al, Nucleic Acids Res. 2017

9 Gene Conservation and TFBS density Down-regulated clusters are more conserved. Up-regulated clusters have more complex regulation patterns. Down-regulated gene clusters are more conserved in terms of sequence than Upregulated ones, which, on the other hand contain more transcription factor binding sites in their promoters. Tsochatzidou et al, Nucleic Acids Res. 2017

10 Spatial preferences of gene clusters Up-regulated gene clusters are more distant from each other In general, expression values under topological stress, increase with increasing distance between adjacent genes. Distance between genes in Up-regulated clusters is significantly higher than the genome average, while Downregulated genes are placed closer than the expected mean. Distance preferences are not related to length of genes. Tsochatzidou et al, Nucleic Acids Res. 2017

11 Transcriptional directionality matters Patterns of transcriptional direction differ between clusters Down-regulated clusters have more common changes in transcriptional direction compared to Up-regulated ones where genes tend to be transcribed in the same direction. Tsochatzidou et al, Nucleic Acids Res. 2017

12 Genome Architecture in one dimension Co-directional transcription is buffering topological stress Genes transcribed in the same direction (and with greater intergenic space) can dissipate (or even harness) the accumulation of topological stress. Conservation of directionality is apparent in up-regulated genes even at low sequence conservation. Tsochatzidou et al, Nucleic Acids Res. 2017

13 Genome Urbanization Genome Organization reminiscent of urban landscapes Tsochatzidou et al, Nucleic Acids Res. 2017

14 The multiple levels of genome organization How can elements from one level associate/define the next one? Gene distribution Gene Regions/Gene Deserts Regulation of gene expression Eu/Hetero-chromatin Chromatin States? Topologically Associated Domains (TAD) Transcription Factories Chromosomal Territories RidGE (Caron et al, 2001); Chromatin and Transcription (Jenuwein, 2001); Chromatin States (Ernst & Kellis, 2010); TAD (Bing Ren, 2011); 3D Genome (Fraser et al 2010); Chromosomal Territories (Dekker et al)

15 Genome Architecture three dimensions Three-dimensional preferences for gene clusters. Up-regulated clusters tend to overlap TAD insulators Overlap with Insulators TADs defined on the basis of an insulation score. Insulator regions called on the basis of TAD separation. Up-regulated gene clusters are enriched in insulating regions. No apparent tendency was observed for down-regulated ones. Tsochatzidou et al, Nucleic Acids Res. 2017

16 From structure to function and back to structure How is the compartmentalization linked to the finer chromatin structure? Chromatin structure is stratified in hierarchical levels from local, nucleosomal patterns to global 3D topology. How are the two levels linked? Can broader genomic domains differ in their nucleosome positioning patterns? Left: Definition of TAD-like domains in yeast chriv. Nikolaou C. Current Genetics, 2017 Right: Different nucleosomal occupancy patterns for different gene groups. Nikolaou et al, NAR 2012

17 The Plan What we did We divided the yeast genome in TAD-like domains based on an insulation analysis of Hi-C maps We obtained the average nucleosome occupancy profile for the genes in each TAD-like domain We clustered the domains according to their average nucleosome occupancy pattern We wanted to see differences in the functional and structural properties of the different TAD-like clusters, such as: Genomic localization Gene conservation Transcription factor binding enrichment Chromosomal distribution

18 Nucleosome occupancy patterns delineate gene neighborhoods Strikingly different nucleosome occupancy profiles in the yeast genome Closed-chromatin pattern: Shallow Nucleosome Free Region (NFR) upstream of the TSS. Fuzzy nucleosomes upstream and downstream Open Chromatin pattern: A clear Nucleosome Free Region (NFR) upstream of the TSS. Periodically positioned nucleosomes downstream of the TSS. Very Open Chromatin pattern: Clear and very deep Nucleosome Free Region (NFR) upstream of the TSS. Periodically positioned nucleosomes downstream of the TSS. Wellpositioned -1 nucleosome upstream of the NFR. C. Nikolaou, Current Genetics, 2017

19 Nucleosome occupancy patterns delineate gene neighborhoods Open Chromatin Clusters. Deep NFR, Nucleosome Periodicity Closed Chromatin Clusters: Shallow or no NFR, lack of periodicity C. Nikolaou, Current Genetics, 2017

20 Some classes are different than others Different nucleosome occupancy is linked to various genomic aspects Different classes of TAD-like domains based on their nucleosome occupancy patterns also differ in a number of aspects such as size, sequence conservation and chromosomal localization. C. Nikolaou, Current Genetics, 2017

21 Regulatory compartmentalization between classes Strikingly different Regulatory potential among the TAD-like Classes Open/Closed Chromatin classes are recaptured at the level of transcription factor binding enrichment (Classes 1,2,4 vs 3,5 and 6). Differences between classes of the same type are also indicative of an additional level of complexity. (e.g. Class 2 shares a few factors with Class 5) Insulating Regions have predominantly characteristics of open chromatin. Cluster 3 appears to be the more depleted in transcription factor binding despite its apparently open nucleosome occupancy profile. C. Nikolaou, Current Genetics, 2017

22 Genome Compartmentalization in structural neighborhoods Uneven chromosomal distribution of TAD-like domain structural classes Unequal distribution of the different classes along the yeast genome and among chromosomes points towards a particular compartmentalization of structurally coherent genomic domains. C. Nikolaou, Current Genetics, 2017

23 Genome Segregation in non-interacting genomic neighborhoods Lack of inter-chromosomal interactions between classes Different classes tend to be isolated in terms of inter-chromosomal interactions. (Abundance of blue boxes) Overall lack of inter-chromosomal interactions is more pronounced between different classes than within them Classes that show increased interaction tendency belong to similar categories (red boxes) Insulating regions show the greatest tendency for inter-chromosomal interactions with themselves. C. Nikolaou, Current Genetics, 2017

24 Invisible Cities: Segregated domains in the yeast genome Part #1: Conclusions The architecture of the yeast genome contains structural landmarks instead of a uniform indivisible environment. The yeast genome is compartmentalized in TAD-like domains that differ in the nucleosome occupancy patterns of their contained genes. The different structural classes of genomic domains are associated with different chromatin structure (open/closed nucleosomal patterns), linear chromosomal localization (proximity to telomeres or ARS), sequence conservation and transcription factor binding enrichments. The yeast genome appears to be not only compartmentalized but also segregated in the sense that different classes tend to be isolated, lacking interactions in 3D space. Our observations support the evolution of the genome s architecture through self-organization of chromatin structural elements.

25 End credits Our collaborators Our Group Maria Tsochatzidou Analysis of GRO seq data Roderic Guigo, (CRG, Barcelona) Maria Malliarou Genome compartmentalization Antonis Klonizakis Transcription factor enrichment analysis Antonis Papadakis Regulatory Networks Vassilis Ntassis Genome Segregation Stelios Mavropoulos, Labrina Bondi Bipartite Networks Joaquim Roca, (CSIC, Barcelona) George Kollias (BSRC Alexander Fleming, Athens) Eleni Lianoudaki Position-dependent Gene Expression Nefely Paschou Nina Koukourikou

Biology. Biology. Slide 1 of 26. End Show. Copyright Pearson Prentice Hall

Biology. Biology. Slide 1 of 26. End Show. Copyright Pearson Prentice Hall Biology Biology 1 of 26 Fruit fly chromosome 12-5 Gene Regulation Mouse chromosomes Fruit fly embryo Mouse embryo Adult fruit fly Adult mouse 2 of 26 Gene Regulation: An Example Gene Regulation: An Example

More information

Chapter 15 Active Reading Guide Regulation of Gene Expression

Chapter 15 Active Reading Guide Regulation of Gene Expression Name: AP Biology Mr. Croft Chapter 15 Active Reading Guide Regulation of Gene Expression The overview for Chapter 15 introduces the idea that while all cells of an organism have all genes in the genome,

More information

The Eukaryotic Genome and Its Expression. The Eukaryotic Genome and Its Expression. A. The Eukaryotic Genome. Lecture Series 11

The Eukaryotic Genome and Its Expression. The Eukaryotic Genome and Its Expression. A. The Eukaryotic Genome. Lecture Series 11 The Eukaryotic Genome and Its Expression Lecture Series 11 The Eukaryotic Genome and Its Expression A. The Eukaryotic Genome B. Repetitive Sequences (rem: teleomeres) C. The Structures of Protein-Coding

More information

The nature of genomes. Viral genomes. Prokaryotic genome. Nonliving particle. DNA or RNA. Compact genomes with little spacer DNA

The nature of genomes. Viral genomes. Prokaryotic genome. Nonliving particle. DNA or RNA. Compact genomes with little spacer DNA The nature of genomes Genomics: study of structure and function of genomes Genome size variable, by orders of magnitude number of genes roughly proportional to genome size Plasmids symbiotic DNA molecules,

More information

Introduction to Bioinformatics

Introduction to Bioinformatics CSCI8980: Applied Machine Learning in Computational Biology Introduction to Bioinformatics Rui Kuang Department of Computer Science and Engineering University of Minnesota kuang@cs.umn.edu History of Bioinformatics

More information

Encoding and Decoding 3D Genome Organization

Encoding and Decoding 3D Genome Organization Encoding and Decoding 3D Genome Organization Noam Kaplan Dekker Lab Program in Systems Biology University of Massachusetts Medical School Chromatin organization 10000nm Human genome: 2x3000 Mbp Human chromosome:

More information

Introduction. Gene expression is the combined process of :

Introduction. Gene expression is the combined process of : 1 To know and explain: Regulation of Bacterial Gene Expression Constitutive ( house keeping) vs. Controllable genes OPERON structure and its role in gene regulation Regulation of Eukaryotic Gene Expression

More information

Complete all warm up questions Focus on operon functioning we will be creating operon models on Monday

Complete all warm up questions Focus on operon functioning we will be creating operon models on Monday Complete all warm up questions Focus on operon functioning we will be creating operon models on Monday 1. What is the Central Dogma? 2. How does prokaryotic DNA compare to eukaryotic DNA? 3. How is DNA

More information

Lecture 18 June 2 nd, Gene Expression Regulation Mutations

Lecture 18 June 2 nd, Gene Expression Regulation Mutations Lecture 18 June 2 nd, 2016 Gene Expression Regulation Mutations From Gene to Protein Central Dogma Replication DNA RNA PROTEIN Transcription Translation RNA Viruses: genome is RNA Reverse Transcriptase

More information

Transcription Factor Binding Site Positioning in Yeast: Proximal Promoter Motifs Characterize TATA-Less Promoters

Transcription Factor Binding Site Positioning in Yeast: Proximal Promoter Motifs Characterize TATA-Less Promoters Transcription Factor Binding Site Positioning in Yeast: Proximal Promoter Motifs Characterize TATA-Less Promoters Ionas Erb 1, Erik van Nimwegen 2 * 1 Bioinformatics and Genomics program, Center for Genomic

More information

Computational Biology: Basics & Interesting Problems

Computational Biology: Basics & Interesting Problems Computational Biology: Basics & Interesting Problems Summary Sources of information Biological concepts: structure & terminology Sequencing Gene finding Protein structure prediction Sources of information

More information

Eukaryotic Gene Expression

Eukaryotic Gene Expression Eukaryotic Gene Expression Lectures 22-23 Several Features Distinguish Eukaryotic Processes From Mechanisms in Bacteria 123 Eukaryotic Gene Expression Several Features Distinguish Eukaryotic Processes

More information

Предсказание и анализ промотерных последовательностей. Татьяна Татаринова

Предсказание и анализ промотерных последовательностей. Татьяна Татаринова Предсказание и анализ промотерных последовательностей Татьяна Татаринова Eukaryotic Transcription 2 Initiation Promoter: the DNA sequence that initially binds the RNA polymerase The structure of promoter-polymerase

More information

Big Idea 3: Living systems store, retrieve, transmit and respond to information essential to life processes. Tuesday, December 27, 16

Big Idea 3: Living systems store, retrieve, transmit and respond to information essential to life processes. Tuesday, December 27, 16 Big Idea 3: Living systems store, retrieve, transmit and respond to information essential to life processes. Enduring understanding 3.B: Expression of genetic information involves cellular and molecular

More information

Gene Regulation and Expression

Gene Regulation and Expression THINK ABOUT IT Think of a library filled with how-to books. Would you ever need to use all of those books at the same time? Of course not. Now picture a tiny bacterium that contains more than 4000 genes.

More information

REVIEW SESSION. Wednesday, September 15 5:30 PM SHANTZ 242 E

REVIEW SESSION. Wednesday, September 15 5:30 PM SHANTZ 242 E REVIEW SESSION Wednesday, September 15 5:30 PM SHANTZ 242 E Gene Regulation Gene Regulation Gene expression can be turned on, turned off, turned up or turned down! For example, as test time approaches,

More information

Regulation of Gene Expression

Regulation of Gene Expression Chapter 18 Regulation of Gene Expression PowerPoint Lecture Presentations for Biology Eighth Edition Neil Campbell and Jane Reece Lectures by Chris Romero, updated by Erin Barley with contributions from

More information

Measuring TF-DNA interactions

Measuring TF-DNA interactions Measuring TF-DNA interactions How is Biological Complexity Achieved? Mediated by Transcription Factors (TFs) 2 Regulation of Gene Expression by Transcription Factors TF trans-acting factors TF TF TF TF

More information

Intro Gene regulation Synteny The End. Today. Gene regulation Synteny Good bye!

Intro Gene regulation Synteny The End. Today. Gene regulation Synteny Good bye! Today Gene regulation Synteny Good bye! Gene regulation What governs gene transcription? Genes active under different circumstances. Gene regulation What governs gene transcription? Genes active under

More information

Regulation of gene Expression in Prokaryotes & Eukaryotes

Regulation of gene Expression in Prokaryotes & Eukaryotes Regulation of gene Expression in Prokaryotes & Eukaryotes 1 The trp Operon Contains 5 genes coding for proteins (enzymes) required for the synthesis of the amino acid tryptophan. Also contains a promoter

More information

Whole-genome analysis of GCN4 binding in S.cerevisiae

Whole-genome analysis of GCN4 binding in S.cerevisiae Whole-genome analysis of GCN4 binding in S.cerevisiae Lillian Dai Alex Mallet Gcn4/DNA diagram (CREB symmetric site and AP-1 asymmetric site: Song Tan, 1999) removed for copyright reasons. What is GCN4?

More information

12-5 Gene Regulation

12-5 Gene Regulation 12-5 Gene Regulation Fruit fly chromosome 12-5 Gene Regulation Mouse chromosomes Fruit fly embryo Mouse embryo Adult fruit fly Adult mouse 1 of 26 12-5 Gene Regulation Gene Regulation: An Example Gene

More information

Network Motifs of Pathogenic Genes in Human Regulatory Network

Network Motifs of Pathogenic Genes in Human Regulatory Network Network Motifs of Pathogenic Genes in Human Regulatory Network Michael Colavita Mentor: Soheil Feizi Fourth Annual MIT PRIMES Conference May 18, 2014 Topics Background Genetics Regulatory Networks The

More information

3.B.1 Gene Regulation. Gene regulation results in differential gene expression, leading to cell specialization.

3.B.1 Gene Regulation. Gene regulation results in differential gene expression, leading to cell specialization. 3.B.1 Gene Regulation Gene regulation results in differential gene expression, leading to cell specialization. We will focus on gene regulation in prokaryotes first. Gene regulation accounts for some of

More information

Self Similar (Scale Free, Power Law) Networks (I)

Self Similar (Scale Free, Power Law) Networks (I) Self Similar (Scale Free, Power Law) Networks (I) E6083: lecture 4 Prof. Predrag R. Jelenković Dept. of Electrical Engineering Columbia University, NY 10027, USA {predrag}@ee.columbia.edu February 7, 2007

More information

Bio 119 Bacterial Genomics 6/26/10

Bio 119 Bacterial Genomics 6/26/10 BACTERIAL GENOMICS Reading in BOM-12: Sec. 11.1 Genetic Map of the E. coli Chromosome p. 279 Sec. 13.2 Prokaryotic Genomes: Sizes and ORF Contents p. 344 Sec. 13.3 Prokaryotic Genomes: Bioinformatic Analysis

More information

Topic 4 - #14 The Lactose Operon

Topic 4 - #14 The Lactose Operon Topic 4 - #14 The Lactose Operon The Lactose Operon The lactose operon is an operon which is responsible for the transport and metabolism of the sugar lactose in E. coli. - Lactose is one of many organic

More information

UE Praktikum Bioinformatik

UE Praktikum Bioinformatik UE Praktikum Bioinformatik WS 08/09 University of Vienna 7SK snrna 7SK was discovered as an abundant small nuclear RNA in the mid 70s but a possible function has only recently been suggested. Two independent

More information

Prokaryotic Regulation

Prokaryotic Regulation Prokaryotic Regulation Control of transcription initiation can be: Positive control increases transcription when activators bind DNA Negative control reduces transcription when repressors bind to DNA regulatory

More information

6.047 / Computational Biology: Genomes, Networks, Evolution Fall 2008

6.047 / Computational Biology: Genomes, Networks, Evolution Fall 2008 MIT OpenCourseWare http://ocw.mit.edu 6.047 / 6.878 Computational Biology: Genomes, Networks, Evolution Fall 2008 For information about citing these materials or our Terms of Use, visit: http://ocw.mit.edu/terms.

More information

Multiple Choice Review- Eukaryotic Gene Expression

Multiple Choice Review- Eukaryotic Gene Expression Multiple Choice Review- Eukaryotic Gene Expression 1. Which of the following is the Central Dogma of cell biology? a. DNA Nucleic Acid Protein Amino Acid b. Prokaryote Bacteria - Eukaryote c. Atom Molecule

More information

Written Exam 15 December Course name: Introduction to Systems Biology Course no

Written Exam 15 December Course name: Introduction to Systems Biology Course no Technical University of Denmark Written Exam 15 December 2008 Course name: Introduction to Systems Biology Course no. 27041 Aids allowed: Open book exam Provide your answers and calculations on separate

More information

(Lys), resulting in translation of a polypeptide without the Lys amino acid. resulting in translation of a polypeptide without the Lys amino acid.

(Lys), resulting in translation of a polypeptide without the Lys amino acid. resulting in translation of a polypeptide without the Lys amino acid. 1. A change that makes a polypeptide defective has been discovered in its amino acid sequence. The normal and defective amino acid sequences are shown below. Researchers are attempting to reproduce the

More information

A sequence-dependent physical model of nucleosome occupancy along the eukaryotic chromatin fiber. Alain Arneodo

A sequence-dependent physical model of nucleosome occupancy along the eukaryotic chromatin fiber. Alain Arneodo A sequence-dependent physical model of nucleosome occupancy along the eukaryotic chromatin fiber Alain Arneodo Laboratoire de Physique, Ecole Normale Supérieure de Lyon, France Alain.Arneodo@ens-lyon.fr

More information

Mole_Oce Lecture # 24: Introduction to genomics

Mole_Oce Lecture # 24: Introduction to genomics Mole_Oce Lecture # 24: Introduction to genomics DEFINITION: Genomics: the study of genomes or he study of genes and their function. Genomics (1980s):The systematic generation of information about genes

More information

16 CONTROL OF GENE EXPRESSION

16 CONTROL OF GENE EXPRESSION 16 CONTROL OF GENE EXPRESSION Chapter Outline 16.1 REGULATION OF GENE EXPRESSION IN PROKARYOTES The operon is the unit of transcription in prokaryotes The lac operon for lactose metabolism is transcribed

More information

A DNA Sequence 2017/12/6 1

A DNA Sequence 2017/12/6 1 A DNA Sequence ccgtacgtacgtagagtgctagtctagtcgtagcgccgtagtcgatcgtgtgg gtagtagctgatatgatgcgaggtaggggataggatagcaacagatgagc ggatgctgagtgcagtggcatgcgatgtcgatgatagcggtaggtagacttc gcgcataaagctgcgcgagatgattgcaaagragttagatgagctgatgcta

More information

INTERACTIVE CLUSTERING FOR EXPLORATION OF GENOMIC DATA

INTERACTIVE CLUSTERING FOR EXPLORATION OF GENOMIC DATA INTERACTIVE CLUSTERING FOR EXPLORATION OF GENOMIC DATA XIUFENG WAN xw6@cs.msstate.edu Department of Computer Science Box 9637 JOHN A. BOYLE jab@ra.msstate.edu Department of Biochemistry and Molecular Biology

More information

AP Bio Module 16: Bacterial Genetics and Operons, Student Learning Guide

AP Bio Module 16: Bacterial Genetics and Operons, Student Learning Guide Name: Period: Date: AP Bio Module 6: Bacterial Genetics and Operons, Student Learning Guide Getting started. Work in pairs (share a computer). Make sure that you log in for the first quiz so that you get

More information

Evaluation of the relative contribution of each STRING feature in the overall accuracy operon classification

Evaluation of the relative contribution of each STRING feature in the overall accuracy operon classification Evaluation of the relative contribution of each STRING feature in the overall accuracy operon classification B. Taboada *, E. Merino 2, C. Verde 3 blanca.taboada@ccadet.unam.mx Centro de Ciencias Aplicadas

More information

Quantitative Test of the Barrier Nucleosome Model for Statistical Positioning of Nucleosomes Up- and Downstream of Transcription Start Sites

Quantitative Test of the Barrier Nucleosome Model for Statistical Positioning of Nucleosomes Up- and Downstream of Transcription Start Sites Quantitative Test of the Barrier Nucleosome Model for Statistical Positioning of Nucleosomes Up- and Downstream of Transcription Start Sites Wolfram Möbius, Ulrich Gerland* Arnold Sommerfeld Center for

More information

13.4 Gene Regulation and Expression

13.4 Gene Regulation and Expression 13.4 Gene Regulation and Expression Lesson Objectives Describe gene regulation in prokaryotes. Explain how most eukaryotic genes are regulated. Relate gene regulation to development in multicellular organisms.

More information

CHAPTER 12 - THE CELL CYCLE (pgs )

CHAPTER 12 - THE CELL CYCLE (pgs ) CHAPTER 12 - THE CELL CYCLE (pgs. 228-245) CHAPTER SEVEN TARGETS I. Describe the importance of mitosis in single-celled and multi-cellular organisms. II. Explain the organization of DNA molecules and their

More information

Newly made RNA is called primary transcript and is modified in three ways before leaving the nucleus:

Newly made RNA is called primary transcript and is modified in three ways before leaving the nucleus: m Eukaryotic mrna processing Newly made RNA is called primary transcript and is modified in three ways before leaving the nucleus: Cap structure a modified guanine base is added to the 5 end. Poly-A tail

More information

How much non-coding DNA do eukaryotes require?

How much non-coding DNA do eukaryotes require? How much non-coding DNA do eukaryotes require? Andrei Zinovyev UMR U900 Computational Systems Biology of Cancer Institute Curie/INSERM/Ecole de Mine Paritech Dr. Sebastian Ahnert Dr. Thomas Fink Bioinformatics

More information

networks in molecular biology Wolfgang Huber

networks in molecular biology Wolfgang Huber networks in molecular biology Wolfgang Huber networks in molecular biology Regulatory networks: components = gene products interactions = regulation of transcription, translation, phosphorylation... Metabolic

More information

Regulation of Gene Expression

Regulation of Gene Expression Chapter 18 Regulation of Gene Expression Edited by Shawn Lester PowerPoint Lecture Presentations for Biology Eighth Edition Neil Campbell and Jane Reece Lectures by Chris Romero, updated by Erin Barley

More information

GENE REGULATION AND PROBLEMS OF DEVELOPMENT

GENE REGULATION AND PROBLEMS OF DEVELOPMENT GENE REGULATION AND PROBLEMS OF DEVELOPMENT By Surinder Kaur DIET Ropar Surinder_1998@ yahoo.in Mob No 9988530775 GENE REGULATION Gene is a segment of DNA that codes for a unit of function (polypeptide,

More information

Lineage specific conserved noncoding sequences in plants

Lineage specific conserved noncoding sequences in plants Lineage specific conserved noncoding sequences in plants Nilmini Hettiarachchi Department of Genetics, SOKENDAI National Institute of Genetics, Mishima, Japan 20 th June 2014 Conserved Noncoding Sequences

More information

Genomics and bioinformatics summary. Finding genes -- computer searches

Genomics and bioinformatics summary. Finding genes -- computer searches Genomics and bioinformatics summary 1. Gene finding: computer searches, cdnas, ESTs, 2. Microarrays 3. Use BLAST to find homologous sequences 4. Multiple sequence alignments (MSAs) 5. Trees quantify sequence

More information

AS A SERVICE TO THE RESEARCH COMMUNITY, GENOME BIOLOGY PROVIDES A 'PREPRINT' DEPOSITORY

AS A SERVICE TO THE RESEARCH COMMUNITY, GENOME BIOLOGY PROVIDES A 'PREPRINT' DEPOSITORY http://genomebiology.com/2002/3/12/preprint/0011.1 This information has not been peer-reviewed. Responsibility for the findings rests solely with the author(s). Deposited research article MRD: a microsatellite

More information

Fuzzy Clustering of Gene Expression Data

Fuzzy Clustering of Gene Expression Data Fuzzy Clustering of Gene Data Matthias E. Futschik and Nikola K. Kasabov Department of Information Science, University of Otago P.O. Box 56, Dunedin, New Zealand email: mfutschik@infoscience.otago.ac.nz,

More information

A Study on chromatin structure via nucleosome positioning pattern classification using n-gram graphs

A Study on chromatin structure via nucleosome positioning pattern classification using n-gram graphs NATIONAL AND KAPODISTRIAN UNIVERSITY OF ATHENS SCHOOL OF SCIENCE DEPARTMENT OF INFORMATICS AND TELECOMMUNICATION BSc THESIS A Study on chromatin structure via nucleosome positioning pattern classification

More information

CS-E5880 Modeling biological networks Gene regulatory networks

CS-E5880 Modeling biological networks Gene regulatory networks CS-E5880 Modeling biological networks Gene regulatory networks Jukka Intosalmi (based on slides by Harri Lähdesmäki) Department of Computer Science Aalto University January 12, 2018 Outline Modeling gene

More information

15.2 Prokaryotic Transcription *

15.2 Prokaryotic Transcription * OpenStax-CNX module: m52697 1 15.2 Prokaryotic Transcription * Shannon McDermott Based on Prokaryotic Transcription by OpenStax This work is produced by OpenStax-CNX and licensed under the Creative Commons

More information

RNA Synthesis and Processing

RNA Synthesis and Processing RNA Synthesis and Processing Introduction Regulation of gene expression allows cells to adapt to environmental changes and is responsible for the distinct activities of the differentiated cell types that

More information

Cell Division. OpenStax College. 1 Genomic DNA

Cell Division. OpenStax College. 1 Genomic DNA OpenStax-CNX module: m44459 1 Cell Division OpenStax College This work is produced by OpenStax-CNX and licensed under the Creative Commons Attribution License 3.0 By the end of this section, you will be

More information

Cell Growth and Reproduction Module B, Anchor 1

Cell Growth and Reproduction Module B, Anchor 1 Cell Growth and Reproduction Module B, Anchor 1 Key Concepts: - The larger a cell becomes, the more demands the cell places on its DNA. In addition, a larger cell is less efficient in moving nutrients

More information

L3.1: Circuits: Introduction to Transcription Networks. Cellular Design Principles Prof. Jenna Rickus

L3.1: Circuits: Introduction to Transcription Networks. Cellular Design Principles Prof. Jenna Rickus L3.1: Circuits: Introduction to Transcription Networks Cellular Design Principles Prof. Jenna Rickus In this lecture Cognitive problem of the Cell Introduce transcription networks Key processing network

More information

Data visualization and clustering: an application to gene expression data

Data visualization and clustering: an application to gene expression data Data visualization and clustering: an application to gene expression data Francesco Napolitano Università degli Studi di Salerno Dipartimento di Matematica e Informatica DAA Erice, April 2007 Thanks to

More information

Co-ordination occurs in multiple layers Intracellular regulation: self-regulation Intercellular regulation: coordinated cell signalling e.g.

Co-ordination occurs in multiple layers Intracellular regulation: self-regulation Intercellular regulation: coordinated cell signalling e.g. Gene Expression- Overview Differentiating cells Achieved through changes in gene expression All cells contain the same whole genome A typical differentiated cell only expresses ~50% of its total gene Overview

More information

nucleus: DNA & chromosomes

nucleus: DNA & chromosomes nucleus: DNA & chromosomes chapter 5 nuclear organization nuclear structure nuclear envelope nucleoplasm nuclear matrix nucleolus nuclear envelope nucleolus nuclear matrix nucleoplasm nuclear pore nuclear

More information

Biology 105/Summer Bacterial Genetics 8/12/ Bacterial Genomes p Gene Transfer Mechanisms in Bacteria p.

Biology 105/Summer Bacterial Genetics 8/12/ Bacterial Genomes p Gene Transfer Mechanisms in Bacteria p. READING: 14.2 Bacterial Genomes p. 481 14.3 Gene Transfer Mechanisms in Bacteria p. 486 Suggested Problems: 1, 7, 13, 14, 15, 20, 22 BACTERIAL GENETICS AND GENOMICS We still consider the E. coli genome

More information

Nucleosome Switching

Nucleosome Switching Nucleosome Switching David J. Schwab, Robijn F. Bruinsma, Joseph Rudnick Department of Physics and Astronomy, University of California, Los Angeles, Los Angeles, CA, 90024 & Jonathan Widom Department of

More information

An Information-Theoretic Approach to Methylation Data Analysis

An Information-Theoretic Approach to Methylation Data Analysis An Information-Theoretic Approach to Methylation Data Analysis John Goutsias Whitaker Biomedical Engineering Institute The Johns Hopkins University Baltimore, MD 21218 Objective Present an information-theoretic

More information

Network motifs in the transcriptional regulation network (of Escherichia coli):

Network motifs in the transcriptional regulation network (of Escherichia coli): Network motifs in the transcriptional regulation network (of Escherichia coli): Janne.Ravantti@Helsinki.Fi (disclaimer: IANASB) Contents: Transcription Networks (aka. The Very Boring Biology Part ) Network

More information

Discovering MultipleLevels of Regulatory Networks

Discovering MultipleLevels of Regulatory Networks Discovering MultipleLevels of Regulatory Networks IAS EXTENDED WORKSHOP ON GENOMES, CELLS, AND MATHEMATICS Hong Kong, July 25, 2018 Gary D. Stormo Department of Genetics Outline of the talk 1. Transcriptional

More information

Organization of Genes Differs in Prokaryotic and Eukaryotic DNA Chapter 10 p

Organization of Genes Differs in Prokaryotic and Eukaryotic DNA Chapter 10 p Organization of Genes Differs in Prokaryotic and Eukaryotic DNA Chapter 10 p.110-114 Arrangement of information in DNA----- requirements for RNA Common arrangement of protein-coding genes in prokaryotes=

More information

Clustering of Pathogenic Genes in Human Co-regulatory Network. Michael Colavita Mentor: Soheil Feizi Fifth Annual MIT PRIMES Conference May 17, 2015

Clustering of Pathogenic Genes in Human Co-regulatory Network. Michael Colavita Mentor: Soheil Feizi Fifth Annual MIT PRIMES Conference May 17, 2015 Clustering of Pathogenic Genes in Human Co-regulatory Network Michael Colavita Mentor: Soheil Feizi Fifth Annual MIT PRIMES Conference May 17, 2015 Topics Background Genetic Background Regulatory Networks

More information

Honors Biology Reading Guide Chapter 11

Honors Biology Reading Guide Chapter 11 Honors Biology Reading Guide Chapter 11 v Promoter a specific nucleotide sequence in DNA located near the start of a gene that is the binding site for RNA polymerase and the place where transcription begins

More information

Corresponding authors: Judith B Zaugg: +44 (0) Nicholas M Luscombe: +44 (0)

Corresponding authors: Judith B Zaugg: +44 (0) Nicholas M Luscombe: +44 (0) Title: A genomic model of condi-on- specific nucleosome behaviour explains transcrip-onal ac-vity in yeast Authors: Judith B Zaugg 1 and Nicholas M Luscombe 1,2 1 EMBL- European Bioinforma-cs Ins-tute,

More information

CHAPTER : Prokaryotic Genetics

CHAPTER : Prokaryotic Genetics CHAPTER 13.3 13.5: Prokaryotic Genetics 1. Most bacteria are not pathogenic. Identify several important roles they play in the ecosystem and human culture. 2. How do variations arise in bacteria considering

More information

INTEGRATING EPIGENETIC PRIORS FOR IMPROVING COMPUTATIONAL IDENTIFICATION OF TRANSCRIPTION FACTOR BINDING SITES AFFAN SHOUKAT

INTEGRATING EPIGENETIC PRIORS FOR IMPROVING COMPUTATIONAL IDENTIFICATION OF TRANSCRIPTION FACTOR BINDING SITES AFFAN SHOUKAT INTEGRATING EPIGENETIC PRIORS FOR IMPROVING COMPUTATIONAL IDENTIFICATION OF TRANSCRIPTION FACTOR BINDING SITES AFFAN SHOUKAT A THESIS SUBMITTED TO THE FACULTY OF GRADUATE STUDIES IN PARTIAL FULFILMENT

More information

Networks. Can (John) Bruce Keck Founda7on Biotechnology Lab Bioinforma7cs Resource

Networks. Can (John) Bruce Keck Founda7on Biotechnology Lab Bioinforma7cs Resource Networks Can (John) Bruce Keck Founda7on Biotechnology Lab Bioinforma7cs Resource Networks in biology Protein-Protein Interaction Network of Yeast Transcriptional regulatory network of E.coli Experimental

More information

Computational methods for the analysis of bacterial gene regulation Brouwer, Rutger Wubbe Willem

Computational methods for the analysis of bacterial gene regulation Brouwer, Rutger Wubbe Willem University of Groningen Computational methods for the analysis of bacterial gene regulation Brouwer, Rutger Wubbe Willem IMPORTANT NOTE: You are advised to consult the publisher's version (publisher's

More information

Genetic Variation: The genetic substrate for natural selection. Horizontal Gene Transfer. General Principles 10/2/17.

Genetic Variation: The genetic substrate for natural selection. Horizontal Gene Transfer. General Principles 10/2/17. Genetic Variation: The genetic substrate for natural selection What about organisms that do not have sexual reproduction? Horizontal Gene Transfer Dr. Carol E. Lee, University of Wisconsin In prokaryotes:

More information

The Role of Nucleosome Positioning in the Evolution of Gene Regulation

The Role of Nucleosome Positioning in the Evolution of Gene Regulation The Role of Nucleosome Positioning in the Evolution of Gene Regulation Alexander M. Tsankov 1,2, Dawn Anne Thompson 1, Amanda Socha 1, Aviv Regev 1,3,4 *., Oliver J. Rando 5 *. 1 Broad Institute of MIT

More information

Deciphering regulatory networks by promoter sequence analysis

Deciphering regulatory networks by promoter sequence analysis Bioinformatics Workshop 2009 Interpreting Gene Lists from -omics Studies Deciphering regulatory networks by promoter sequence analysis Elodie Portales-Casamar University of British Columbia www.cisreg.ca

More information

Genome 541! Unit 4, lecture 3! Genomics assays

Genome 541! Unit 4, lecture 3! Genomics assays Genome 541! Unit 4, lecture 3! Genomics assays Much easier to follow with slides. Good pace.! Having the slides was really helpful clearer to read and easier to follow the trajectory of the lecture.!!

More information

Supplementary Information

Supplementary Information Supplementary Information 1 List of Figures 1 Models of circular chromosomes. 2 Distribution of distances between core genes in Escherichia coli K12, arc based model. 3 Distribution of distances between

More information

Small RNA in rice genome

Small RNA in rice genome Vol. 45 No. 5 SCIENCE IN CHINA (Series C) October 2002 Small RNA in rice genome WANG Kai ( 1, ZHU Xiaopeng ( 2, ZHONG Lan ( 1,3 & CHEN Runsheng ( 1,2 1. Beijing Genomics Institute/Center of Genomics and

More information

Graph Alignment and Biological Networks

Graph Alignment and Biological Networks Graph Alignment and Biological Networks Johannes Berg http://www.uni-koeln.de/ berg Institute for Theoretical Physics University of Cologne Germany p.1/12 Networks in molecular biology New large-scale

More information

Chapter 18 Lecture. Concepts of Genetics. Tenth Edition. Developmental Genetics

Chapter 18 Lecture. Concepts of Genetics. Tenth Edition. Developmental Genetics Chapter 18 Lecture Concepts of Genetics Tenth Edition Developmental Genetics Chapter Contents 18.1 Differentiated States Develop from Coordinated Programs of Gene Expression 18.2 Evolutionary Conservation

More information

Lesson Overview. Gene Regulation and Expression. Lesson Overview Gene Regulation and Expression

Lesson Overview. Gene Regulation and Expression. Lesson Overview Gene Regulation and Expression 13.4 Gene Regulation and Expression THINK ABOUT IT Think of a library filled with how-to books. Would you ever need to use all of those books at the same time? Of course not. Now picture a tiny bacterium

More information

Nucleus. The nucleus is a membrane bound organelle that store, protect and express most of the genetic information(dna) found in the cell.

Nucleus. The nucleus is a membrane bound organelle that store, protect and express most of the genetic information(dna) found in the cell. Nucleus The nucleus is a membrane bound organelle that store, protect and express most of the genetic information(dna) found in the cell. Since regulation of gene expression takes place in the nucleus,

More information

Control of Gene Expression

Control of Gene Expression Control of Gene Expression Mechanisms of Gene Control Gene Control in Eukaryotes Master Genes Gene Control In Prokaryotes Epigenetics Gene Expression The overall process by which information flows from

More information

Stochastic simulations

Stochastic simulations Stochastic simulations Application to molecular networks Literature overview Noise in genetic networks Origins How to measure and distinguish between the two types of noise (intrinsic vs extrinsic)? What

More information

Gene expression in prokaryotic and eukaryotic cells, Plasmids: types, maintenance and functions. Mitesh Shrestha

Gene expression in prokaryotic and eukaryotic cells, Plasmids: types, maintenance and functions. Mitesh Shrestha Gene expression in prokaryotic and eukaryotic cells, Plasmids: types, maintenance and functions. Mitesh Shrestha Plasmids 1. Extrachromosomal DNA, usually circular-parasite 2. Usually encode ancillary

More information

The Amoeba-Flagellate Transformation

The Amoeba-Flagellate Transformation The Amoeba-Flagellate Transformation Camille Stephan-Otto Attolini Institute for Theoretical Chemistry and Structural Biology, Vienna University, Austria Bled, Slovenia. March, 2005 The Amoeba-Flagellate

More information

Prokaryotic Gene Expression (Learning Objectives)

Prokaryotic Gene Expression (Learning Objectives) Prokaryotic Gene Expression (Learning Objectives) 1. Learn how bacteria respond to changes of metabolites in their environment: short-term and longer-term. 2. Compare and contrast transcriptional control

More information

Clustering. Genome 559: Introduction to Statistical and Computational Genomics Elhanan Borenstein. Some slides adapted from Jacques van Helden

Clustering. Genome 559: Introduction to Statistical and Computational Genomics Elhanan Borenstein. Some slides adapted from Jacques van Helden Clustering Genome 559: Introduction to Statistical and Computational Genomics Elhanan Borenstein Some slides adapted from Jacques van Helden Gene expression profiling A quick review Which molecular processes/functions

More information

Clustering Lecture 1: Basics. Jing Gao SUNY Buffalo

Clustering Lecture 1: Basics. Jing Gao SUNY Buffalo Clustering Lecture 1: Basics Jing Gao SUNY Buffalo 1 Outline Basics Motivation, definition, evaluation Methods Partitional Hierarchical Density-based Mixture model Spectral methods Advanced topics Clustering

More information

Endless evolutionary paths to Virtual Microbes

Endless evolutionary paths to Virtual Microbes Endless evolutionary paths to Virtual Microbes Thomas Cuypers Paulien Hogeweg Theoretical Biology Utrecht University OUTLINE BACKGROUND evolution in Virtual Cells MODEL OVERVIEW OBSERVATIONS Metabolisms

More information

Chapter 20. Initiation of transcription. Eukaryotic transcription initiation

Chapter 20. Initiation of transcription. Eukaryotic transcription initiation Chapter 20. Initiation of transcription Eukaryotic transcription initiation 2003. 5.22 Prokaryotic vs eukaryotic Bacteria = one RNA polymerase Eukaryotes have three RNA polymerases (I, II, and III) in

More information

Gene Regula*on, ChIP- X and DNA Mo*fs. Statistics in Genomics Hongkai Ji

Gene Regula*on, ChIP- X and DNA Mo*fs. Statistics in Genomics Hongkai Ji Gene Regula*on, ChIP- X and DNA Mo*fs Statistics in Genomics Hongkai Ji (hji@jhsph.edu) Genetic information is stored in DNA TCAGTTGGAGCTGCTCCCCCACGGCCTCTCCTCACATTCCACGTCCTGTAGCTCTATGACCTCCACCTTTGAGTCCCTCCTC

More information

10-810: Advanced Algorithms and Models for Computational Biology. microrna and Whole Genome Comparison

10-810: Advanced Algorithms and Models for Computational Biology. microrna and Whole Genome Comparison 10-810: Advanced Algorithms and Models for Computational Biology microrna and Whole Genome Comparison Central Dogma: 90s Transcription factors DNA transcription mrna translation Proteins Central Dogma:

More information

Computational methods for predicting protein-protein interactions

Computational methods for predicting protein-protein interactions Computational methods for predicting protein-protein interactions Tomi Peltola T-61.6070 Special course in bioinformatics I 3.4.2008 Outline Biological background Protein-protein interactions Computational

More information

Meiosis produces haploid gametes.

Meiosis produces haploid gametes. Section 1: produces haploid gametes. K What I Know W What I Want to Find Out L What I Learned Essential Questions How does the reduction in chromosome number occur during meiosis? What are the stages of

More information

Computational approaches for functional genomics

Computational approaches for functional genomics Computational approaches for functional genomics Kalin Vetsigian October 31, 2001 The rapidly increasing number of completely sequenced genomes have stimulated the development of new methods for finding

More information

Name Period The Control of Gene Expression in Prokaryotes Notes

Name Period The Control of Gene Expression in Prokaryotes Notes Bacterial DNA contains genes that encode for many different proteins (enzymes) so that many processes have the ability to occur -not all processes are carried out at any one time -what allows expression

More information