Framework for a Protein Ontology

Size: px
Start display at page:

Download "Framework for a Protein Ontology"

Transcription

1 Framework for a rotein Ontology TMBIO November 2006 Darren A. Natale, h.d. rotein Science Team Lead, IR Research Assistant rofessor, GUMC

2 GO: ontologies that pertain, in part, to the locations, the processes, and the functions of proteins SI-MOD: ontology that describe the possible modifications to protein amino acid residues SO: ontology that can describe the possible causes of protein sequence, expression, or structure changes DO: ontology that can describe the possible effects of protein sequence, expression, or structure changes

3 Mothers against decapentaplegic homolog 2 GO annotation of SMAD2_HUMAN: Cellular Component: - nucleus Molecular Function: - protein binding Biological rocess: - signal transduction - regulation of transcription, DNA-dependent

4 TGF-β II I TGF-beta receptor 1 phosphorylation Smad 4 2 complex formation Smad 4 3 nuclear translocation Nucleus Smad 4 4 DNA binding Transcription Regulation

5 TGF-β II I TGF-beta receptor 1 phosphorylation Smad 4 ERK1 2 complex formation Smad 4 3 nuclear translocation Nucleus Smad 4 4 DNA binding Transcription Regulation ++

6 CAMK2 TGF-β II I TGF-beta receptor 1 phosphorylation Smad 4 2 complex formation Smad 4 3 nuclear translocation Cytoplasm Nucleus Transcription Regulation

7 normal Cytoplasmic RO: SMAD2_HUMAN TGF-β receptor phosphorylated Forms complex Nuclear Txn upregulation RO: SMAD2_HUMAN ERK1 phosphorylated Forms complex Nuclear Txn upregulation++ RO: SMAD2_HUMAN CAMK2 phosphorylated Forms complex Cytoplasmic No Txn upregulation RO: SMAD2_HUMAN alternatively spliced short form Cytoplasmic RO: SMAD2_HUMAN phosphorylated short form Nuclear Txn upregulation RO: SMAD2_HUMAN x point mutation (causative agent: large intestine carcinoma) Doesn t form complex Cytoplasmic No Txn upregulation RO: SMAD2_HUMAN

8 Important Considerations Need to consider the various forms a protein might take Need to provide connections to established ontologies Need to account for the possibility that a protein might not share the traits of its parent or siblings

9 %RO: Smad2 <RO: Smad2 sequence 1 (long form) >RO: Smad2 sequence 1 phosphorylated form %RO: Smad2 sequence 1, TGF-β receptor I-phosphorylated %RO: Smad2 sequence 1, TGF-β receptor I and ERK1-phosphorylated has_modification MOD:O-phosphorylated L-serine has_modification MOD:O-phosphorylated L-threonine has_function GO: TGF-β receptor, pathway-specific cytoplasmic mediator activity has_function GO:SMAD binding has_function GO:transcription coactivator activity participates_in GO:signal transduction participates_in GO:SMAD protein heteromerization participates_in GO:regulation of transcription, DNA-dependent located_in GO:nucleus part_of GO:transcription factor complex %RO: Smad2 sequence 1, TGF-β receptor I and CAMK2-phosphorylated <RO: Smad2 sequence 2 (short form) - splice variant >RO: Smad2 sequence 2 phosphorylated form %RO: Smad2 sequence 2, TGF-β receptor I-phosphorylated <RO: Smad2 sequence 3 - genetic variant related to colorectal carcinoma has_agent SO: amino_acid_substitution lacks_modification MOD: phosphorylated residue lacks_function GO: transcription coactivator activity agent_of DO: carcinoma of the large intestine % is_a < variant_of > derives_from

10 Important Considerations Need to consider the various forms a protein might take Need to provide connections to established ontologies Need to account for the possibility that a protein might not share the traits of its parent or siblings Need to take advantage of model organism data to generate hypotheses about human biology

11 Implications of rotein Evolution Human Chimp Mouse Rat Fly Worm Yeast E.coli B.subtilis Conclusions from experiments performed on proteins from one organism are often applicable to the homologous protein from another organism. Information learned about existing proteins allows us to infer the properties of ancestral proteins.

12 rotein Evolution Sequence changes Domain shuffling With enough similarity, one can trace back to a common origin What about these?

13 Levels of rotein Classification Evolutionary Divergence End-to-End Alignment Example Conservation Database Very Ancient Domain structure Very general biochemical activity SCO Superfamily Ancient Domain sequence CVSGSGNNTSITATGGVVDLQSSSAVKVRSTK CYKSG---IQVRLGEDNINVVEGNEQFISASK General biochemical activity fam *....:. :::... : ::* Recent rotein sequence Specific biochemical activity IRSF Domain architecture Functionally Specialized rotein sequence Domain CYKSRIQVRLGEHNIDVLEGNEQFINAAKIIT CYKSGIQVRLGEDNINVVEGNEQFISASKSIV **** *******.**:*:*******.*:* *. Specific biological function ANTHER architecture

14 TGM3 & EB42 TGM3 = rotein-glutamine gamma-glutamyltransferase (Transglutaminase; involved in protein modification) EB42 = Erythrocyte membrane protein band 4.2 (Constituent of cytoskeleton; involved in cell shape) Q: Are these related? Q: What is known? Q: How to capture?

15 Gene Duplication (TGM3/EB42 split) TGM3 branch EB42 branch Speciation (Human/mouse split) Human Mouse Human Mouse TGM3 (Human) TGM3 (Mouse) EB42 (Human) EB42 (Mouse) TGM3 (Human) TGM3 (Mouse) EB42 (Human) EB42 (Mouse) GO: cell shape (biological process) GO: constituent of cytoskelton (molecular function) has_ancestral_property has_ancestral_property TGM3 (Human) EB42 (Human) IRSF TGM3 (Mouse) EB42 (Mouse) THR11590:SF11 THR11590:SF5 lacks_ancestral_property lacks_ancestral_property has_ancestral_property has_ancestral_property has_part GO: rotein Modification (biological process) F00868 (domain) F01841 (domain) F00927 (domain) GO: TGase activity (molecular function)

16 RO Root level Unit Level The two types of evolutionary units Not substituted by any other terms Domain Family Level (structure) Related by structural similarity Source: SCO Superfamily Domain Family Level (sequence) Related by sequence similarity Source: fam domain is_a domain is_a structure domain is_a sequence domain rotein Family Level Evolutionarily-related full-length proteins May contain finer-grain sub-categories Sources: IRSF family/subfamily, anther subfamily rotein Modification Level rotein as modified after translation Source: UnirotKB evolutionary unit has_part is_a lacks rotein Sequence Level ossible sequence forms derived from genetic variation or splicing Source: UnirotKB is_a protein is_a whole protein is_a sequence form derives_from cleaved and/or modified product GO Gene Ontology molecular function has_ancestral_property has_function lacks_function biological process has_ancestral_property participates_in cellular component has_ancestral_property part_of (for complexes) located_in (for compartments) DO/UMLS SO disease agent_of SI-MOD protein modification has_modification Disease Sequence Ontology sequence changes has_agent (sequence change) agent_of (effect on function) Modification

17 RO Team (so far ) rinciple Investigators Cathy Wu Judith Blake Hongfang Liu Barry Smith Curators Darren Natale Cecilia Arighi Winona Barker Zhang-zhi Hu (IR at GUMC) (The Jackson Laboratory) (GUMC) (SUNY Buffalo) (IR at GUMC) (IR at GUMC) (IR at GUMC) (IR at GUMC)

The Protein Ontology: An Evolution

The Protein Ontology: An Evolution The rotein Ontology: An Evolution 251 st ACS National Meeting & Exposition Chemistry, Data & the Semantic Web: An Important Triple to Advance Science San Diego, CA Darren A. Natale, h.d. rotein Science

More information

Framework for a Protein Ontology

Framework for a Protein Ontology Framework for a rotein Ontology Darren A. Natale 1, Cecilia Arighi 1, Winona Barker 1, Judith Blake 2, Ti-Cheng Chang 1, Zhangzhi Hu 1, Hongfang Liu 3, Barry Smith 4, and Cathy H. Wu 1 1 Department of

More information

Protein Ontology (PRO)

Protein Ontology (PRO) Protein Ontology (PRO) for integration of knowledge on proteins, complexes and PTMs Using Ontologies for Organizing Plant and Animal Genomics Data January 14, 2012 Cathy H. Wu, Ph.D. Director, Protein

More information

S1 Gene ontology (GO) analysis of the network alignment results

S1 Gene ontology (GO) analysis of the network alignment results 1 Supplementary Material for Effective comparative analysis of protein-protein interaction networks by measuring the steady-state network flow using a Markov model Hyundoo Jeong 1, Xiaoning Qian 1 and

More information

Biol403 - Receptor Serine/Threonine Kinases

Biol403 - Receptor Serine/Threonine Kinases Biol403 - Receptor Serine/Threonine Kinases The TGFβ (transforming growth factorβ) family of growth factors TGFβ1 was first identified as a transforming factor; however, it is a member of a family of structurally

More information

Bio 1B Lecture Outline (please print and bring along) Fall, 2007

Bio 1B Lecture Outline (please print and bring along) Fall, 2007 Bio 1B Lecture Outline (please print and bring along) Fall, 2007 B.D. Mishler, Dept. of Integrative Biology 2-6810, bmishler@berkeley.edu Evolution lecture #5 -- Molecular genetics and molecular evolution

More information

Genome Annotation. Bioinformatics and Computational Biology. Genome sequencing Assembly. Gene prediction. Protein targeting.

Genome Annotation. Bioinformatics and Computational Biology. Genome sequencing Assembly. Gene prediction. Protein targeting. Genome Annotation Bioinformatics and Computational Biology Genome Annotation Frank Oliver Glöckner 1 Genome Analysis Roadmap Genome sequencing Assembly Gene prediction Protein targeting trna prediction

More information

AP Biology Essential Knowledge Cards BIG IDEA 1

AP Biology Essential Knowledge Cards BIG IDEA 1 AP Biology Essential Knowledge Cards BIG IDEA 1 Essential knowledge 1.A.1: Natural selection is a major mechanism of evolution. Essential knowledge 1.A.4: Biological evolution is supported by scientific

More information

Supplementary Information 16

Supplementary Information 16 Supplementary Information 16 Cellular Component % of Genes 50 45 40 35 30 25 20 15 10 5 0 human mouse extracellular other membranes plasma membrane cytosol cytoskeleton mitochondrion ER/Golgi translational

More information

GENE ONTOLOGY (GO) Wilver Martínez Martínez Giovanny Silva Rincón

GENE ONTOLOGY (GO) Wilver Martínez Martínez Giovanny Silva Rincón GENE ONTOLOGY (GO) Wilver Martínez Martínez Giovanny Silva Rincón What is GO? The Gene Ontology (GO) project is a collaborative effort to address the need for consistent descriptions of gene products in

More information

Protein Architecture V: Evolution, Function & Classification. Lecture 9: Amino acid use units. Caveat: collagen is a. Margaret A. Daugherty.

Protein Architecture V: Evolution, Function & Classification. Lecture 9: Amino acid use units. Caveat: collagen is a. Margaret A. Daugherty. Lecture 9: Protein Architecture V: Evolution, Function & Classification Margaret A. Daugherty Fall 2004 Amino acid use *Proteins don t use aa s equally; eg, most proteins not repeating units. Caveat: collagen

More information

Life Sciences 1a: Section 3B. The cell division cycle Objectives Understand the challenges to producing genetically identical daughter cells

Life Sciences 1a: Section 3B. The cell division cycle Objectives Understand the challenges to producing genetically identical daughter cells Life Sciences 1a: Section 3B. The cell division cycle Objectives Understand the challenges to producing genetically identical daughter cells Understand how a simple biochemical oscillator can drive the

More information

BMD645. Integration of Omics

BMD645. Integration of Omics BMD645 Integration of Omics Shu-Jen Chen, Chang Gung University Dec. 11, 2009 1 Traditional Biology vs. Systems Biology Traditional biology : Single genes or proteins Systems biology: Simultaneously study

More information

Types of biological networks. I. Intra-cellurar networks

Types of biological networks. I. Intra-cellurar networks Types of biological networks I. Intra-cellurar networks 1 Some intra-cellular networks: 1. Metabolic networks 2. Transcriptional regulation networks 3. Cell signalling networks 4. Protein-protein interaction

More information

CSCE555 Bioinformatics. Protein Function Annotation

CSCE555 Bioinformatics. Protein Function Annotation CSCE555 Bioinformatics Protein Function Annotation Why we need to do function annotation? Fig from: Network-based prediction of protein function. Molecular Systems Biology 3:88. 2007 What s function? The

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

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

CHAPTERS 24-25: Evidence for Evolution and Phylogeny

CHAPTERS 24-25: Evidence for Evolution and Phylogeny CHAPTERS 24-25: Evidence for Evolution and Phylogeny 1. For each of the following, indicate how it is used as evidence of evolution by natural selection or shown as an evolutionary trend: a. Paleontology

More information

Chapter 26: Phylogeny and the Tree of Life Phylogenies Show Evolutionary Relationships

Chapter 26: Phylogeny and the Tree of Life Phylogenies Show Evolutionary Relationships Chapter 26: Phylogeny and the Tree of Life You Must Know The taxonomic categories and how they indicate relatedness. How systematics is used to develop phylogenetic trees. How to construct a phylogenetic

More information

Advanced Higher Biology. Unit 1- Cells and Proteins 2c) Membrane Proteins

Advanced Higher Biology. Unit 1- Cells and Proteins 2c) Membrane Proteins Advanced Higher Biology Unit 1- Cells and Proteins 2c) Membrane Proteins Membrane Structure Phospholipid bilayer Transmembrane protein Integral protein Movement of Molecules Across Membranes Phospholipid

More information

Gene Ontology. Shifra Ben-Dor. Weizmann Institute of Science

Gene Ontology. Shifra Ben-Dor. Weizmann Institute of Science Gene Ontology Shifra Ben-Dor Weizmann Institute of Science Outline of Session What is GO (Gene Ontology)? What tools do we use to work with it? Combination of GO with other analyses What is Ontology? 1700s

More information

Biology I Fall Semester Exam Review 2014

Biology I Fall Semester Exam Review 2014 Biology I Fall Semester Exam Review 2014 Biomolecules and Enzymes (Chapter 2) 8 questions Macromolecules, Biomolecules, Organic Compunds Elements *From the Periodic Table of Elements Subunits Monomers,

More information

Computational Structural Bioinformatics

Computational Structural Bioinformatics Computational Structural Bioinformatics ECS129 Instructor: Patrice Koehl http://koehllab.genomecenter.ucdavis.edu/teaching/ecs129 koehl@cs.ucdavis.edu Learning curve Math / CS Biology/ Chemistry Pre-requisite

More information

Number of questions TEK (Learning Target) Biomolecules & Enzymes

Number of questions TEK (Learning Target) Biomolecules & Enzymes Unit Biomolecules & Enzymes Number of questions TEK (Learning Target) on Exam 8 questions 9A I can compare and contrast the structure and function of biomolecules. 9C I know the role of enzymes and how

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

Chapters 12&13 Notes: DNA, RNA & Protein Synthesis

Chapters 12&13 Notes: DNA, RNA & Protein Synthesis Chapters 12&13 Notes: DNA, RNA & Protein Synthesis Name Period Words to Know: nucleotides, DNA, complementary base pairing, replication, genes, proteins, mrna, rrna, trna, transcription, translation, codon,

More information

Outline. Evolution: Speciation and More Evidence. Key Concepts: Evolution is a FACT. 1. Key concepts 2. Speciation 3. More evidence 4.

Outline. Evolution: Speciation and More Evidence. Key Concepts: Evolution is a FACT. 1. Key concepts 2. Speciation 3. More evidence 4. Evolution: Speciation and More Evidence Evolution is a FACT 1. Key concepts 2. Speciation 3. More evidence 4. Conclusions Outline Key Concepts: A species consist of one or more populations of individuals

More information

Gene function annotation

Gene function annotation Gene function annotation Paul D. Thomas, Ph.D. University of Southern California What is function annotation? The formal answer to the question: what does this gene do? The association between: a description

More information

Molecular evolution - Part 1. Pawan Dhar BII

Molecular evolution - Part 1. Pawan Dhar BII Molecular evolution - Part 1 Pawan Dhar BII Theodosius Dobzhansky Nothing in biology makes sense except in the light of evolution Age of life on earth: 3.85 billion years Formation of planet: 4.5 billion

More information

Eukaryotic vs. Prokaryotic genes

Eukaryotic vs. Prokaryotic genes BIO 5099: Molecular Biology for Computer Scientists (et al) Lecture 18: Eukaryotic genes http://compbio.uchsc.edu/hunter/bio5099 Larry.Hunter@uchsc.edu Eukaryotic vs. Prokaryotic genes Like in prokaryotes,

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

Homology and Information Gathering and Domain Annotation for Proteins

Homology and Information Gathering and Domain Annotation for Proteins Homology and Information Gathering and Domain Annotation for Proteins Outline Homology Information Gathering for Proteins Domain Annotation for Proteins Examples and exercises The concept of homology The

More information

Reading Assignments. A. Genes and the Synthesis of Polypeptides. Lecture Series 7 From DNA to Protein: Genotype to Phenotype

Reading Assignments. A. Genes and the Synthesis of Polypeptides. Lecture Series 7 From DNA to Protein: Genotype to Phenotype Lecture Series 7 From DNA to Protein: Genotype to Phenotype Reading Assignments Read Chapter 7 From DNA to Protein A. Genes and the Synthesis of Polypeptides Genes are made up of DNA and are expressed

More information

AP Biology Gene Regulation and Development Review

AP Biology Gene Regulation and Development Review AP Biology Gene Regulation and Development Review 1. What does the regulatory gene code for? 2. Is the repressor by default active/inactive? 3. What changes the repressor activity? 4. What does repressor

More information

1

1 http://photos1.blogger.com/img/13/2627/640/screenhunter_047.jpg 1 The Nose Knows http://graphics.jsonline.com/graphics/owlive/img/mar05/sideways.one0308_big.jpg 2 http://www.stlmoviereviewweekly.com/sitebuilder/images/sideways-253x364.jpg

More information

Orthology Part I concepts and implications Toni Gabaldón Centre for Genomic Regulation (CRG), Barcelona

Orthology Part I concepts and implications Toni Gabaldón Centre for Genomic Regulation (CRG), Barcelona Orthology Part I concepts and implications Toni Gabaldón Centre for Genomic Regulation (CRG), Barcelona Toni Gabaldón Contact: tgabaldon@crg.es Group website: http://gabaldonlab.crg.es Science blog: http://treevolution.blogspot.com

More information

Valley Central School District 944 State Route 17K Montgomery, NY Telephone Number: (845) ext Fax Number: (845)

Valley Central School District 944 State Route 17K Montgomery, NY Telephone Number: (845) ext Fax Number: (845) Valley Central School District 944 State Route 17K Montgomery, NY 12549 Telephone Number: (845)457-2400 ext. 18121 Fax Number: (845)457-4254 Advance Placement Biology Presented to the Board of Education

More information

Algorithms in Bioinformatics FOUR Pairwise Sequence Alignment. Pairwise Sequence Alignment. Convention: DNA Sequences 5. Sequence Alignment

Algorithms in Bioinformatics FOUR Pairwise Sequence Alignment. Pairwise Sequence Alignment. Convention: DNA Sequences 5. Sequence Alignment Algorithms in Bioinformatics FOUR Sami Khuri Department of Computer Science San José State University Pairwise Sequence Alignment Homology Similarity Global string alignment Local string alignment Dot

More information

Signaling to the Nucleus by an L-type Calcium Channel- Calmodulin Complex Through the MAP Kinase Pathway

Signaling to the Nucleus by an L-type Calcium Channel- Calmodulin Complex Through the MAP Kinase Pathway Signaling to the Nucleus by an L-type Calcium Channel- Calmodulin Complex Through the MAP Kinase Pathway Ricardo E. Dolmetsch, Urvi Pajvani, Katherine Fife, James M. Spotts, Michael E. Greenberg Science

More information

Activation of a receptor. Assembly of the complex

Activation of a receptor. Assembly of the complex Activation of a receptor ligand inactive, monomeric active, dimeric When activated by growth factor binding, the growth factor receptor tyrosine kinase phosphorylates the neighboring receptor. Assembly

More information

Biological Networks: Comparison, Conservation, and Evolution via Relative Description Length By: Tamir Tuller & Benny Chor

Biological Networks: Comparison, Conservation, and Evolution via Relative Description Length By: Tamir Tuller & Benny Chor Biological Networks:,, and via Relative Description Length By: Tamir Tuller & Benny Chor Presented by: Noga Grebla Content of the presentation Presenting the goals of the research Reviewing basic terms

More information

Essential knowledge 1.A.2: Natural selection

Essential knowledge 1.A.2: Natural selection Appendix C AP Biology Concepts at a Glance Big Idea 1: The process of evolution drives the diversity and unity of life. Enduring understanding 1.A: Change in the genetic makeup of a population over time

More information

VCE BIOLOGY Relationship between the key knowledge and key skills of the Study Design and the Study Design

VCE BIOLOGY Relationship between the key knowledge and key skills of the Study Design and the Study Design VCE BIOLOGY 2006 2014 Relationship between the key knowledge and key skills of the 2000 2005 Study Design and the 2006 2014 Study Design The following table provides a comparison of the key knowledge (and

More information

Translation Part 2 of Protein Synthesis

Translation Part 2 of Protein Synthesis Translation Part 2 of Protein Synthesis IN: How is transcription like making a jello mold? (be specific) What process does this diagram represent? A. Mutation B. Replication C.Transcription D.Translation

More information

A A A A B B1

A A A A B B1 LEARNING OBJECTIVES FOR EACH BIG IDEA WITH ASSOCIATED SCIENCE PRACTICES AND ESSENTIAL KNOWLEDGE Learning Objectives will be the target for AP Biology exam questions Learning Objectives Sci Prac Es Knowl

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

Introduction to Molecular and Cell Biology

Introduction to Molecular and Cell Biology Introduction to Molecular and Cell Biology Molecular biology seeks to understand the physical and chemical basis of life. and helps us answer the following? What is the molecular basis of disease? What

More information

BME 5742 Biosystems Modeling and Control

BME 5742 Biosystems Modeling and Control BME 5742 Biosystems Modeling and Control Lecture 24 Unregulated Gene Expression Model Dr. Zvi Roth (FAU) 1 The genetic material inside a cell, encoded in its DNA, governs the response of a cell to various

More information

2012 Univ Aguilera Lecture. Introduction to Molecular and Cell Biology

2012 Univ Aguilera Lecture. Introduction to Molecular and Cell Biology 2012 Univ. 1301 Aguilera Lecture Introduction to Molecular and Cell Biology Molecular biology seeks to understand the physical and chemical basis of life. and helps us answer the following? What is the

More information

A Protein Ontology from Large-scale Textmining?

A Protein Ontology from Large-scale Textmining? A Protein Ontology from Large-scale Textmining? Protege-Workshop Manchester, 07-07-2003 Kai Kumpf, Juliane Fluck and Martin Hofmann Instructive mistakes: a narrative Aim: Protein ontology that supports

More information

Compare and contrast the cellular structures and degrees of complexity of prokaryotic and eukaryotic organisms.

Compare and contrast the cellular structures and degrees of complexity of prokaryotic and eukaryotic organisms. Subject Area - 3: Science and Technology and Engineering Education Standard Area - 3.1: Biological Sciences Organizing Category - 3.1.A: Organisms and Cells Course - 3.1.B.A: BIOLOGY Standard - 3.1.B.A1:

More information

AP Biology Curriculum Framework

AP Biology Curriculum Framework AP Biology Curriculum Framework This chart correlates the College Board s Advanced Placement Biology Curriculum Framework to the corresponding chapters and Key Concept numbers in Campbell BIOLOGY IN FOCUS,

More information

Information Extraction from Biomedical Text. BMI/CS 776 Mark Craven

Information Extraction from Biomedical Text. BMI/CS 776  Mark Craven Information Extraction from Biomedical Text BMI/CS 776 www.biostat.wisc.edu/bmi776/ Mark Craven craven@biostat.wisc.edu Spring 2012 Goals for Lecture the key concepts to understand are the following! named-entity

More information

Sequence Alignment Techniques and Their Uses

Sequence Alignment Techniques and Their Uses Sequence Alignment Techniques and Their Uses Sarah Fiorentino Since rapid sequencing technology and whole genomes sequencing, the amount of sequence information has grown exponentially. With all of this

More information

11/24/13. Science, then, and now. Computational Structural Bioinformatics. Learning curve. ECS129 Instructor: Patrice Koehl

11/24/13. Science, then, and now. Computational Structural Bioinformatics. Learning curve. ECS129 Instructor: Patrice Koehl Computational Structural Bioinformatics ECS129 Instructor: Patrice Koehl http://www.cs.ucdavis.edu/~koehl/teaching/ecs129/index.html koehl@cs.ucdavis.edu Learning curve Math / CS Biology/ Chemistry Pre-requisite

More information

Reproduction- passing genetic information to the next generation

Reproduction- passing genetic information to the next generation 166 166 Essential Question: How has biological evolution led to the diversity of life? B-5 Natural Selection Traits that make an organism more or less likely to survive in an environment and reproduce

More information

USING BLAST TO IDENTIFY PROTEINS THAT ARE EVOLUTIONARILY RELATED ACROSS SPECIES

USING BLAST TO IDENTIFY PROTEINS THAT ARE EVOLUTIONARILY RELATED ACROSS SPECIES USING BLAST TO IDENTIFY PROTEINS THAT ARE EVOLUTIONARILY RELATED ACROSS SPECIES HOW CAN BIOINFORMATICS BE USED AS A TOOL TO DETERMINE EVOLUTIONARY RELATIONSHPS AND TO BETTER UNDERSTAND PROTEIN HERITAGE?

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

Cladistics and Bioinformatics Questions 2013

Cladistics and Bioinformatics Questions 2013 AP Biology Name Cladistics and Bioinformatics Questions 2013 1. The following table shows the percentage similarity in sequences of nucleotides from a homologous gene derived from five different species

More information

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

Big Idea 3: Living systems store, retrieve, transmit, and respond to information essential to life processes. Big Idea 3: Living systems store, retrieve, transmit, and respond to information essential to life processes. Enduring understanding 3.A: Heritable information provides for continuity of life. Essential

More information

Text of objective. Investigate and describe the structure and functions of cells including: Cell organelles

Text of objective. Investigate and describe the structure and functions of cells including: Cell organelles This document is designed to help North Carolina educators teach the s (Standard Course of Study). NCDPI staff are continually updating and improving these tools to better serve teachers. Biology 2009-to-2004

More information

Phylogeny and systematics. Why are these disciplines important in evolutionary biology and how are they related to each other?

Phylogeny and systematics. Why are these disciplines important in evolutionary biology and how are they related to each other? Phylogeny and systematics Why are these disciplines important in evolutionary biology and how are they related to each other? Phylogeny and systematics Phylogeny: the evolutionary history of a species

More information

GENETICS - CLUTCH CH.22 EVOLUTIONARY GENETICS.

GENETICS - CLUTCH CH.22 EVOLUTIONARY GENETICS. !! www.clutchprep.com CONCEPT: OVERVIEW OF EVOLUTION Evolution is a process through which variation in individuals makes it more likely for them to survive and reproduce There are principles to the theory

More information

Module: Sequence Alignment Theory and Applications Session: Introduction to Searching and Sequence Alignment

Module: Sequence Alignment Theory and Applications Session: Introduction to Searching and Sequence Alignment Module: Sequence Alignment Theory and Applications Session: Introduction to Searching and Sequence Alignment Introduction to Bioinformatics online course : IBT Jonathan Kayondo Learning Objectives Understand

More information

AP Curriculum Framework with Learning Objectives

AP Curriculum Framework with Learning Objectives Big Ideas Big Idea 1: The process of evolution drives the diversity and unity of life. AP Curriculum Framework with Learning Objectives Understanding 1.A: Change in the genetic makeup of a population over

More information

Name: SBI 4U. Gene Expression Quiz. Overall Expectation:

Name: SBI 4U. Gene Expression Quiz. Overall Expectation: Gene Expression Quiz Overall Expectation: - Demonstrate an understanding of concepts related to molecular genetics, and how genetic modification is applied in industry and agriculture Specific Expectation(s):

More information

Cell Cell Communication in Development

Cell Cell Communication in Development Biology 4361 Developmental Biology Cell Cell Communication in Development June 25, 2008 Cell Cell Communication Concepts Cells in developing organisms develop in the context of their environment, including

More information

Analysis and visualization of protein-protein interactions. Olga Vitek Assistant Professor Statistics and Computer Science

Analysis and visualization of protein-protein interactions. Olga Vitek Assistant Professor Statistics and Computer Science 1 Analysis and visualization of protein-protein interactions Olga Vitek Assistant Professor Statistics and Computer Science 2 Outline 1. Protein-protein interactions 2. Using graph structures to study

More information

Prentice Hall. Biology: Concepts and Connections, 6th edition 2009, (Campbell, et. al) High School

Prentice Hall. Biology: Concepts and Connections, 6th edition 2009, (Campbell, et. al) High School Prentice Hall Biology: Concepts and Connections, 6th edition 2009, (Campbell, et. al) High School C O R R E L A T E D T O Correlation to the Mississippi Curriculum Frameworks - Biology II (High School)

More information

Map of AP-Aligned Bio-Rad Kits with Learning Objectives

Map of AP-Aligned Bio-Rad Kits with Learning Objectives Map of AP-Aligned Bio-Rad Kits with Learning Objectives Cover more than one AP Biology Big Idea with these AP-aligned Bio-Rad kits. Big Idea 1 Big Idea 2 Big Idea 3 Big Idea 4 ThINQ! pglo Transformation

More information

Chromosomes. Which chromosomes in a nucleus are similar? Which are identical? Which are completely different?

Chromosomes. Which chromosomes in a nucleus are similar? Which are identical? Which are completely different? Chromosomes The big questions: Which chromosomes in a nucleus are similar? Which are identical? Which are completely different? How do chromosomes align during mitosis? How do chromosomes align during

More information

Research Article HomoKinase: A Curated Database of Human Protein Kinases

Research Article HomoKinase: A Curated Database of Human Protein Kinases ISRN Computational Biology Volume 2013, Article ID 417634, 5 pages http://dx.doi.org/10.1155/2013/417634 Research Article HomoKinase: A Curated Database of Human Protein Kinases Suresh Subramani, Saranya

More information

COMPETENCY GOAL 1: The learner will develop abilities necessary to do and understand scientific inquiry.

COMPETENCY GOAL 1: The learner will develop abilities necessary to do and understand scientific inquiry. North Carolina Draft Standard Course of Study and Grade Level Competencies, Biology BIOLOGY COMPETENCY GOAL 1: The learner will develop abilities necessary to do and understand scientific inquiry. 1.01

More information

Full file at CHAPTER 2 Genetics

Full file at   CHAPTER 2 Genetics CHAPTER 2 Genetics MULTIPLE CHOICE 1. Chromosomes are a. small linear bodies. b. contained in cells. c. replicated during cell division. 2. A cross between true-breeding plants bearing yellow seeds produces

More information

Bioinformatics Exercises

Bioinformatics Exercises Bioinformatics Exercises AP Biology Teachers Workshop Susan Cates, Ph.D. Evolution of Species Phylogenetic Trees show the relatedness of organisms Common Ancestor (Root of the tree) 1 Rooted vs. Unrooted

More information

Gene Control Mechanisms at Transcription and Translation Levels

Gene Control Mechanisms at Transcription and Translation Levels Gene Control Mechanisms at Transcription and Translation Levels Dr. M. Vijayalakshmi School of Chemical and Biotechnology SASTRA University Joint Initiative of IITs and IISc Funded by MHRD Page 1 of 9

More information

BIOLOGY STANDARDS BASED RUBRIC

BIOLOGY STANDARDS BASED RUBRIC BIOLOGY STANDARDS BASED RUBRIC STUDENTS WILL UNDERSTAND THAT THE FUNDAMENTAL PROCESSES OF ALL LIVING THINGS DEPEND ON A VARIETY OF SPECIALIZED CELL STRUCTURES AND CHEMICAL PROCESSES. First Semester Benchmarks:

More information

Research Proposal. Title: Multiple Sequence Alignment used to investigate the co-evolving positions in OxyR Protein family.

Research Proposal. Title: Multiple Sequence Alignment used to investigate the co-evolving positions in OxyR Protein family. Research Proposal Title: Multiple Sequence Alignment used to investigate the co-evolving positions in OxyR Protein family. Name: Minjal Pancholi Howard University Washington, DC. June 19, 2009 Research

More information

Multiple Sequence Alignment. Sequences

Multiple Sequence Alignment. Sequences Multiple Sequence Alignment Sequences > YOR020c mstllksaksivplmdrvlvqrikaqaktasglylpe knveklnqaevvavgpgftdangnkvvpqvkvgdqvl ipqfggstiklgnddevilfrdaeilakiakd > crassa mattvrsvksliplldrvlvqrvkaeaktasgiflpe

More information

Introduction to Bioinformatics. Shifra Ben-Dor Irit Orr

Introduction to Bioinformatics. Shifra Ben-Dor Irit Orr Introduction to Bioinformatics Shifra Ben-Dor Irit Orr Lecture Outline: Technical Course Items Introduction to Bioinformatics Introduction to Databases This week and next week What is bioinformatics? A

More information

SPA for quantitative analysis: Lecture 6 Modelling Biological Processes

SPA for quantitative analysis: Lecture 6 Modelling Biological Processes 1/ 223 SPA for quantitative analysis: Lecture 6 Modelling Biological Processes Jane Hillston LFCS, School of Informatics The University of Edinburgh Scotland 7th March 2013 Outline 2/ 223 1 Introduction

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

Lipniacki 2004 Ground Truth

Lipniacki 2004 Ground Truth Abstract Lipniacki 2004 Ground Truth The two-feedback-loop regulatory module of nuclear factor kb (NF-kB) signaling pathway is modeled by means of ordinary differential equations. signaling pathway: https://en.wikipedia.org/wiki/signaling_pathway

More information

Mathematical Modeling and Analysis of Crosstalk between MAPK Pathway and Smad-Dependent TGF-β Signal Transduction

Mathematical Modeling and Analysis of Crosstalk between MAPK Pathway and Smad-Dependent TGF-β Signal Transduction Processes 2014, 2, 570-595; doi:10.3390/pr2030570 Article OPEN ACCESS processes ISSN 2227-9717 www.mdpi.com/journal/processes Mathematical Modeling and Analysis of Crosstalk between MAPK Pathway and Smad-Dependent

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

Bioinformatics. Dept. of Computational Biology & Bioinformatics

Bioinformatics. Dept. of Computational Biology & Bioinformatics Bioinformatics Dept. of Computational Biology & Bioinformatics 3 Bioinformatics - play with sequences & structures Dept. of Computational Biology & Bioinformatics 4 ORGANIZATION OF LIFE ROLE OF BIOINFORMATICS

More information

Sequence analysis and comparison

Sequence analysis and comparison The aim with sequence identification: Sequence analysis and comparison Marjolein Thunnissen Lund September 2012 Is there any known protein sequence that is homologous to mine? Are there any other species

More information

Sig2GRN: A Software Tool Linking Signaling Pathway with Gene Regulatory Network for Dynamic Simulation

Sig2GRN: A Software Tool Linking Signaling Pathway with Gene Regulatory Network for Dynamic Simulation Sig2GRN: A Software Tool Linking Signaling Pathway with Gene Regulatory Network for Dynamic Simulation Authors: Fan Zhang, Runsheng Liu and Jie Zheng Presented by: Fan Wu School of Computer Science and

More information

Cell-Cell Communication in Development

Cell-Cell Communication in Development Biology 4361 - Developmental Biology Cell-Cell Communication in Development October 2, 2007 Cell-Cell Communication - Topics Induction and competence Paracrine factors inducer molecules Signal transduction

More information

Biology 211 (2) Week 1 KEY!

Biology 211 (2) Week 1 KEY! Biology 211 (2) Week 1 KEY Chapter 1 KEY FIGURES: 1.2, 1.3, 1.4, 1.5, 1.6, 1.7 VOCABULARY: Adaptation: a trait that increases the fitness Cells: a developed, system bound with a thin outer layer made of

More information

1. In most cases, genes code for and it is that

1. In most cases, genes code for and it is that Name Chapter 10 Reading Guide From DNA to Protein: Gene Expression Concept 10.1 Genetics Shows That Genes Code for Proteins 1. In most cases, genes code for and it is that determine. 2. Describe what Garrod

More information

Richik N. Ghosh, Linnette Grove, and Oleg Lapets ASSAY and Drug Development Technologies 2004, 2:

Richik N. Ghosh, Linnette Grove, and Oleg Lapets ASSAY and Drug Development Technologies 2004, 2: 1 3/1/2005 A Quantitative Cell-Based High-Content Screening Assay for the Epidermal Growth Factor Receptor-Specific Activation of Mitogen-Activated Protein Kinase Richik N. Ghosh, Linnette Grove, and Oleg

More information

Killingly Public Schools. Grade 10 Draft: March 2004

Killingly Public Schools. Grade 10 Draft: March 2004 Killingly Public Schools Grade 10 Draft: March 2004 BIOLOGY Grade 10 Safety CONTENT STANDARD 10 B 1: The student will understand the critical role of safety in the science classroom setting. The student

More information

Understanding Science Through the Lens of Computation. Richard M. Karp Nov. 3, 2007

Understanding Science Through the Lens of Computation. Richard M. Karp Nov. 3, 2007 Understanding Science Through the Lens of Computation Richard M. Karp Nov. 3, 2007 The Computational Lens Exposes the computational nature of natural processes and provides a language for their description.

More information

Field 045: Science Life Science Assessment Blueprint

Field 045: Science Life Science Assessment Blueprint Field 045: Science Life Science Assessment Blueprint Domain I Foundations of Science 0001 The Nature and Processes of Science (Standard 1) 0002 Central Concepts and Connections in Science (Standard 2)

More information

ADVANCED PLACEMENT BIOLOGY

ADVANCED PLACEMENT BIOLOGY ADVANCED PLACEMENT BIOLOGY Description Advanced Placement Biology is designed to be the equivalent of a two-semester college introductory course for Biology majors. The course meets seven periods per week

More information

AP* Biology Prep Course

AP* Biology Prep Course AP* Biology Prep Course SYLLABUS Welcome to the FlinnPREP AP* Biology Online Prep Course! Your enrollment in this course is your first step toward a 5 on the AP* Biology exam. FlinnPREP covers fundamental

More information

Enduring understanding 1.A: Change in the genetic makeup of a population over time is evolution.

Enduring understanding 1.A: Change in the genetic makeup of a population over time is evolution. The AP Biology course is designed to enable you to develop advanced inquiry and reasoning skills, such as designing a plan for collecting data, analyzing data, applying mathematical routines, and connecting

More information

Transport between cytosol and nucleus

Transport between cytosol and nucleus of 60 3 Gated trans Lectures 9-15 MBLG 2071 The n GATED TRANSPORT transport between cytoplasm and nucleus (bidirectional) controlled by the nuclear pore complex active transport for macro molecules e.g.

More information

Evolution Unit: What is Evolution?

Evolution Unit: What is Evolution? Evolution Unit: What is Evolution? What is The Theory of Evolution? Evolution is, a change (in the genetic composition) of a population over time. on a larger scale, the entire biological history, from

More information