Biology Tutorial. Aarti Balasubramani Anusha Bharadwaj Massa Shoura Stefan Giovan

Size: px
Start display at page:

Download "Biology Tutorial. Aarti Balasubramani Anusha Bharadwaj Massa Shoura Stefan Giovan"

Transcription

1 Biology Tutorial Aarti Balasubramani Anusha Bharadwaj Massa Shoura Stefan Giovan

2 Viruses A T4 bacteriophage injecting DNA into a cell. Influenza A virus Electron micrograph of HIV. Cone-shaped cores are sectioned in various orientations. Viral genomic RNA is located in the electron-dense wide end of core.

3 Life Begins with Cells

4 All cells are Prokaryotic or Eukaryotic

5 Eukaryotic Cell Endothelial cells under the microscope. Nuclei are stained blue with DAPI, microtubules are marked green by an antibody bound to FITC and actin filaments are labeled red with phalloidin bound to TRITC. Bovine pulmonary artery endothelial cells

6 Cell Organelles Nucleus= contains the genetic material Mitochondrion= produces energy

7 Golgi complex=protein distribution Endoplasmic Reticulum and Ribosomes=protein factory Lysosome=degradation

8 Plasma Membrane

9 DNA Replication Base Pairing A=T C G

10 Life Cycle of a Cell Cell division RNA and protein synthesis RNA and protein synthesis Resting cells DNA Replication

11 The Central Dogma of Biology Replication

12 Transcription

13 Translation

14 Cellular Biology Outline Organelle Structure/Function Central Dogma Biochemistry Energy Storage/Utilization Macromolecules Bioinformatics Sequences and Databases Alignments, Tree Building, Modeling

15 Cells are Composed of a Molecular Hierarchy } } } Small molecules Macromolecules Supramolecular complexes

16 BONDS, JUST BONDS Covalent nuclei share common electrons STRONG!! Non-Covalent No common electrons WEAK!! Ionic Non-Ionic

17 Macromolecular Structures are Stabilized by Weak Forces Force Strength, kj mol -1 Distance Dependence Effective Range, nm Van der Waals interactions r Hydrogen bonds 4-48 r Electrostatic interactions (unscreened) r Hydrophobic interactions <40??

18 Hydrophobic Interactions Structures formed by amphipathic molecules in H 2 O Vibrational frequencies of O-H bond of H 2 O in ice, liquid H 2 O and CCl 4 van Holde, Johnson & Ho Principles of Physical Biochemistry Prentice Hall, Upper Saddle River, NJ (1998)

19 What Is DNA Made of? 5 3

20 DNA The Double Helix

21 Levels of Chromatin Packing

22 The Human Genome

23 DNA to Amino Acids

24 Amino Acids Proteins Building Blocks

25 The Making of a Polypeptide Chain

26 The Four Levels of Protein Structure 3-dimensional folding of molecule Linear arrangement of monomeric unit Local regular structure Spatial arrangement of multiple subunits

27 Single Nucleotide Mutations

28 DNA Mutations

29 Experimental Techniques

30 Restriction Digestion

31 Use of Restriction Digestion to Identify Mutations (a) Wild-type and mutant DNA sequences

32 Gel Electrophoresis

33 Gel Electrophoresis-Visualizing DNA

34 The Polymerase Chain Reaction (PCR)

35 Cloning a human gene in a bacterial plasmid

36 Cellular Biology Outline Organelle Structure/Function Central Dogma Biochemistry Energy Storage/Utilization Macromolecules Bioinformatics Sequences and Databases Alignments, Tree Building, Modeling

37 Phenotype Tree Building How Related are Organisms? What do they eat? Where do they live? How do they divide? Move? Etc. Qualitative

38 Genotype Tree Building How Related are Organisms? How similar is their genome? Proteome? MOLECULAR EVOLUTION Quantitative

39 Comparison of Genomes Φ-X174 genome sequenced Only about 5.4 kbp E. coli K-12 genome sequenced About 4.6x10 3 kbp Watson s Genome sequenced! About 3x10 6 kbp! About 0.1% difference between human genomes and 1% difference between humans and chimps!

40 Bioinformatics is Highly Interdisciplinary Proteomics and Genomics Structural and Computational Biology Systems Biology Computer Science, Probabilistic Modeling Computational Sequence Analysis What s in a sequence?

41 Power of Prediction Can we predict structural and functional properties of proteins given its sequence? predict the consequences of a mutation? design proteins or drugs with specific functions? Every thing we need to know is at our fingertips, just need a better understanding of the natural world

42 Protein Structure F U TS G H TS

43 Secondary Structure Prediction 2 o structures form beneficial H-bonds (lower E) -helices, -sheets Dihedral angles (, ) Source: Wikipedia

44 Tertiary Structure Prediction Homology/Comparative Modeling BEST Structure of very related protein is known Fold Recognition/Threading OFTEN IS ENOUGH Similar folds available but no close relative Knowledge Based or A Priori Predictions ONLY POSSIBLE FOR VERY SHORT PROTEINS Fold prediction but without experimental quality

45 Sequence Alignments FASTA Text Format >header my sequence >header my thesis THISISMYSEQ THESISTHYSTING Alignment T H I S I S M Y S E Q T H E S I S T H Y S T I N G What can we learn from this?

46 Beta Chain Alignments Pairwise Dot Plot Global(N-W) or Local(S-W) Simple Database Searches FASTA/BLAST Multiple Alignments CLUSTAL Advanced Strategies PSI/PHI-BLAST, HMM s Dot plot of two subunits in Human Hemoglobin Alpha Chain

47 Databases Nucleotide Sequence Database Collaboration DDBJ, EMBL, GenBank at NCBI Amino Acid Databases UniProt, SWISS-PROT, TrEMBL Structural PDB, MMDB, MSD Very Many Derivations!

48 Scoring Matrices PAM Matrix : Point Accepted Mutation PAM1 estimates substitution rate if 1% of AA had changed. Standards: PAM30 and PAM60 BLOSUM : BLOcks of Amino Acid SUbstitution Matrix BLOSUM80 blocks together sequences with greater then 80% similarity. PAM1 BLOSUM80 Less Divergent More Divergent PAM250 BLOSUM45

49 FASTA and BLAST FASTA - FAST All, Rapid AA or NT Alignments BLAST Basic Local Alignment Search Tool Scoring Alignments S ln K Raw and Bit Scores; S ' ln 2 Significance of Local Alignment; E mn x u Significance of Global Alignment; Z 2 S '

50 Nucleotide Sequence Distances Jukes-Cantor, single parameter 3 4 d ln 1 p 4 3 Kimura, 2 parameter A G d ln ln p q 4 1 2q C T A G C T

51 Distance Based Tree Building Tree Building => UPGMA Smallest distance element -> nearest neighbors t t 0.5d

52 Distance Based Tree Building Tree Building => UPGMA Smallest distance element -> nearest neighbors t t 0.5d (1,2)

53 Distance Based Tree Building Tree Building => UPGMA Smallest distance element -> nearest neighbors t 0.5d (1,2) (4,5)

54 Distance Based Tree Building Tree Building => UPGMA Smallest distance element -> nearest neighbors t 0.5d (1,2) (3,4,5)

55 Distance Based Tree Building UPGMA is efficient but makes non-biological assumption that rate of substitution is constant for all branches Useful in a variety of applications such as microarray data processing Neighbor-Joining does not make this assumption and is still efficient More accurate for use in phylogenetic analyses Also -> Maximum Parsimony, Maximum Likelihood, Minimum Evolution, and Bayesian methods

56 Energy Calculations

57 Molecular Mechanics E K V V V V i i, bonding i, nonbond E : Total energy K : Kinetic energy V : Potential energy Sum of covalent and noncovalent interactions K miv i i 2 2 i p 2 i m i v : Velocity of particle i i p : Momentum of particle i i F V V x V i i y i i V z i F i : Force acting on particle i (gradient of potential energy)

58 Fold It!! FOLD IT

59 Beta Chain Pairwise Alignment Dot Plot Visual and Qualitative Needleman-Wunsch Global Alignment Alignment over entire sequence Smith-Waterman Local Alignment Alignment over subsequences Dot plot of two subunits in Human Hemoglobin Alpha Chain

60 N-W Alignment Produces Optimal Global Alignment Without exhaustive pairwise comparison Scoring Matrix, S F M D T P L N E F 1 K H M 1 E 1 D 1 P 1 L 1 E 1 Simple scoring matrix for these sequences Matches get a score of +1 Mismatches (blank) get a score of -2 One could also use BLOSUM or PAM scoring matrix for example

61 N-W Alignment Produces Optimal Global Alignment Without exhaustive pairwise comparison Alignment Matrix, F F M D T P L N E F K -4 H -6 M -8 E -10 D -12 P -14 L -16 E -18 Fi 1, j 1 S kl Fij max Fi 1, j gap Fi, j 1 gap

62 N-W Alignment Produces Optimal Global Alignment Without exhaustive pairwise comparison Build Scoring Matrix, F F M D T P L N E F K H -6 M -8 E -10 D -12 P -14 L -16 E -18 Fi 1, j 1 S kl Fij max Fi 1, j gap Fi, j 1 gap

63 N-W Alignment Produces Optimal Global Alignment Without exhaustive pairwise comparison Build Scoring Matrix, F F M D T P L N E F K H M E D P L E Fi 1, j 1 S kl Fij max Fi 1, j gap Fi, j 1 gap Overall alignment score

64 N-W Alignment Produces Optimal Global Alignment Without exhaustive pairwise comparison Trace Back to Determine Optimum Alignment F M D T P L N E F K H M E D P L E Match or Mismatch Gap in Sequence 1 Gap in Sequence 2 Seq1: F K HME D- P L - E Seq2: F - - M- DT P L NE

65 Smith-Waterman Alignment Local alignment, Similar in Nature to N-W S takes only non-negative values Highest value in matrix corresponds to end of alignment, need not be in corner No penalty for gaps at ends Most rigorous method of aligning nucleotide or protein sequence domains

66 Database Searches Optimal pairwise alignment produced by S-W, but insufficient in scanning databases Scan for likely matches before performing more rigorous alignments FASTA, BLAST Scan for words scoring higher than some threshold, extend alignment until score drops

67 Advanced Database Searches When BLAST falls short Detecting homology between distantly related proteins Very long (>20kbp) genome sequences with highly conserved regions and highly variable regions PSI-BLAST (Position-Specific Iterated) BLAST generates Position Specific Scoring Matrix PSSM used as query to re-search database Also, PHI-BLAST, HMMs

68 Multiple Sequence Alignments Exact Approaches e.g. N-W alignments Prohibitive for many or long sequences Progressive Approaches e.g. CLUSTAL Iterative Approaches Consistency-Based Approaches Structure-Based Methods

69 Distance Between Sequences Based on theory of molecular evolution differences distances Simplest method, Hamming distance, d 100 p Multiple substitutions at single site? Poisson correction, d ln 1 p Assume: Probability of observing a change is small, but constant across all sites Rate of mutation is constant over time Mutations at different sites occur independently

70 James Watson, Francis Crick and Rosalind Franklin

THEORY. Based on sequence Length According to the length of sequence being compared it is of following two types

THEORY. Based on sequence Length According to the length of sequence being compared it is of following two types Exp 11- THEORY Sequence Alignment is a process of aligning two sequences to achieve maximum levels of identity between them. This help to derive functional, structural and evolutionary relationships between

More information

Sara C. Madeira. Universidade da Beira Interior. (Thanks to Ana Teresa Freitas, IST for useful resources on this subject)

Sara C. Madeira. Universidade da Beira Interior. (Thanks to Ana Teresa Freitas, IST for useful resources on this subject) Bioinformática Sequence Alignment Pairwise Sequence Alignment Universidade da Beira Interior (Thanks to Ana Teresa Freitas, IST for useful resources on this subject) 1 16/3/29 & 23/3/29 27/4/29 Outline

More information

What is the central dogma of biology?

What is the central dogma of biology? Bellringer What is the central dogma of biology? A. RNA DNA Protein B. DNA Protein Gene C. DNA Gene RNA D. DNA RNA Protein Review of DNA processes Replication (7.1) Transcription(7.2) Translation(7.3)

More information

CISC 889 Bioinformatics (Spring 2004) Sequence pairwise alignment (I)

CISC 889 Bioinformatics (Spring 2004) Sequence pairwise alignment (I) CISC 889 Bioinformatics (Spring 2004) Sequence pairwise alignment (I) Contents Alignment algorithms Needleman-Wunsch (global alignment) Smith-Waterman (local alignment) Heuristic algorithms FASTA BLAST

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

Introduction to Bioinformatics

Introduction to Bioinformatics Introduction to Bioinformatics Jianlin Cheng, PhD Department of Computer Science Informatics Institute 2011 Topics Introduction Biological Sequence Alignment and Database Search Analysis of gene expression

More information

Syllabus of BIOINF 528 (2017 Fall, Bioinformatics Program)

Syllabus of BIOINF 528 (2017 Fall, Bioinformatics Program) Syllabus of BIOINF 528 (2017 Fall, Bioinformatics Program) Course Name: Structural Bioinformatics Course Description: Instructor: This course introduces fundamental concepts and methods for structural

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

Chapter 1. DNA is made from the building blocks adenine, guanine, cytosine, and. Answer: d

Chapter 1. DNA is made from the building blocks adenine, guanine, cytosine, and. Answer: d Chapter 1 1. Matching Questions DNA is made from the building blocks adenine, guanine, cytosine, and. Answer: d 2. Matching Questions : Unbranched polymer that, when folded into its three-dimensional shape,

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

Tutorial 4 Substitution matrices and PSI-BLAST

Tutorial 4 Substitution matrices and PSI-BLAST Tutorial 4 Substitution matrices and PSI-BLAST 1 Agenda Substitution Matrices PAM - Point Accepted Mutations BLOSUM - Blocks Substitution Matrix PSI-BLAST Cool story of the day: Why should we care about

More information

Tools and Algorithms in Bioinformatics

Tools and Algorithms in Bioinformatics Tools and Algorithms in Bioinformatics GCBA815, Fall 2015 Week-4 BLAST Algorithm Continued Multiple Sequence Alignment Babu Guda, Ph.D. Department of Genetics, Cell Biology & Anatomy Bioinformatics and

More information

Tiffany Samaroo MB&B 452a December 8, Take Home Final. Topic 1

Tiffany Samaroo MB&B 452a December 8, Take Home Final. Topic 1 Tiffany Samaroo MB&B 452a December 8, 2003 Take Home Final Topic 1 Prior to 1970, protein and DNA sequence alignment was limited to visual comparison. This was a very tedious process; even proteins with

More information

Large-Scale Genomic Surveys

Large-Scale Genomic Surveys Bioinformatics Subtopics Fold Recognition Secondary Structure Prediction Docking & Drug Design Protein Geometry Protein Flexibility Homology Modeling Sequence Alignment Structure Classification Gene Prediction

More information

Sugars, such as glucose or fructose are the basic building blocks of more complex carbohydrates. Which of the following

Sugars, such as glucose or fructose are the basic building blocks of more complex carbohydrates. Which of the following Name: Score: / Quiz 2 on Lectures 3 &4 Part 1 Sugars, such as glucose or fructose are the basic building blocks of more complex carbohydrates. Which of the following foods is not a significant source of

More information

BIOINFORMATICS: An Introduction

BIOINFORMATICS: An Introduction BIOINFORMATICS: An Introduction What is Bioinformatics? The term was first coined in 1988 by Dr. Hwa Lim The original definition was : a collective term for data compilation, organisation, analysis and

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

Bioinformatics Chapter 1. Introduction

Bioinformatics Chapter 1. Introduction Bioinformatics Chapter 1. Introduction Outline! Biological Data in Digital Symbol Sequences! Genomes Diversity, Size, and Structure! Proteins and Proteomes! On the Information Content of Biological Sequences!

More information

2. What was the Avery-MacLeod-McCarty experiment and why was it significant? 3. What was the Hershey-Chase experiment and why was it significant?

2. What was the Avery-MacLeod-McCarty experiment and why was it significant? 3. What was the Hershey-Chase experiment and why was it significant? Name Date Period AP Exam Review Part 6: Molecular Genetics I. DNA and RNA Basics A. History of finding out what DNA really is 1. What was Griffith s experiment and why was it significant? 1 2. What was

More information

Bioinformatics (GLOBEX, Summer 2015) Pairwise sequence alignment

Bioinformatics (GLOBEX, Summer 2015) Pairwise sequence alignment Bioinformatics (GLOBEX, Summer 2015) Pairwise sequence alignment Substitution score matrices, PAM, BLOSUM Needleman-Wunsch algorithm (Global) Smith-Waterman algorithm (Local) BLAST (local, heuristic) E-value

More information

Bioinformatics for Biologists

Bioinformatics for Biologists Bioinformatics for Biologists Sequence Analysis: Part I. Pairwise alignment and database searching Fran Lewitter, Ph.D. Head, Biocomputing Whitehead Institute Bioinformatics Definitions The use of computational

More information

9/2/17. Molecular and Cellular Biology. 3. The Cell From Genes to Proteins. key processes

9/2/17. Molecular and Cellular Biology. 3. The Cell From Genes to Proteins. key processes Molecular and Cellular Biology Animal Cell ((eukaryotic cell) -----> compare with prokaryotic cell) ENDOPLASMIC RETICULUM (ER) Rough ER Smooth ER Flagellum Nuclear envelope Nucleolus NUCLEUS Chromatin

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

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

Cells and the Stuff They re Made of. Indiana University P575 1

Cells and the Stuff They re Made of. Indiana University P575 1 Cells and the Stuff They re Made of Indiana University P575 1 Goal: Establish hierarchy of spatial and temporal scales, and governing processes at each scale of cellular function: o Where does emergent

More information

Collected Works of Charles Dickens

Collected Works of Charles Dickens Collected Works of Charles Dickens A Random Dickens Quote If there were no bad people, there would be no good lawyers. Original Sentence It was a dark and stormy night; the night was dark except at sunny

More information

Pairwise & Multiple sequence alignments

Pairwise & Multiple sequence alignments Pairwise & Multiple sequence alignments Urmila Kulkarni-Kale Bioinformatics Centre 411 007 urmila@bioinfo.ernet.in Basis for Sequence comparison Theory of evolution: gene sequences have evolved/derived

More information

"Nothing in biology makes sense except in the light of evolution Theodosius Dobzhansky

Nothing in biology makes sense except in the light of evolution Theodosius Dobzhansky MOLECULAR PHYLOGENY "Nothing in biology makes sense except in the light of evolution Theodosius Dobzhansky EVOLUTION - theory that groups of organisms change over time so that descendeants differ structurally

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

9/11/18. Molecular and Cellular Biology. 3. The Cell From Genes to Proteins. key processes

9/11/18. Molecular and Cellular Biology. 3. The Cell From Genes to Proteins. key processes Molecular and Cellular Biology Animal Cell ((eukaryotic cell) -----> compare with prokaryotic cell) ENDOPLASMIC RETICULUM (ER) Rough ER Smooth ER Flagellum Nuclear envelope Nucleolus NUCLEUS Chromatin

More information

Quantifying sequence similarity

Quantifying sequence similarity Quantifying sequence similarity Bas E. Dutilh Systems Biology: Bioinformatic Data Analysis Utrecht University, February 16 th 2016 After this lecture, you can define homology, similarity, and identity

More information

CAP 5510 Lecture 3 Protein Structures

CAP 5510 Lecture 3 Protein Structures CAP 5510 Lecture 3 Protein Structures Su-Shing Chen Bioinformatics CISE 8/19/2005 Su-Shing Chen, CISE 1 Protein Conformation 8/19/2005 Su-Shing Chen, CISE 2 Protein Conformational Structures Hydrophobicity

More information

CONCEPT OF SEQUENCE COMPARISON. Natapol Pornputtapong 18 January 2018

CONCEPT OF SEQUENCE COMPARISON. Natapol Pornputtapong 18 January 2018 CONCEPT OF SEQUENCE COMPARISON Natapol Pornputtapong 18 January 2018 SEQUENCE ANALYSIS - A ROSETTA STONE OF LIFE Sequence analysis is the process of subjecting a DNA, RNA or peptide sequence to any of

More information

3. SEQUENCE ANALYSIS BIOINFORMATICS COURSE MTAT

3. SEQUENCE ANALYSIS BIOINFORMATICS COURSE MTAT 3. SEQUENCE ANALYSIS BIOINFORMATICS COURSE MTAT.03.239 25.09.2012 SEQUENCE ANALYSIS IS IMPORTANT FOR... Prediction of function Gene finding the process of identifying the regions of genomic DNA that encode

More information

Algorithms in Bioinformatics

Algorithms in Bioinformatics Algorithms in Bioinformatics Sami Khuri Department of omputer Science San José State University San José, alifornia, USA khuri@cs.sjsu.edu www.cs.sjsu.edu/faculty/khuri Pairwise Sequence Alignment Homology

More information

UNIT 5. Protein Synthesis 11/22/16

UNIT 5. Protein Synthesis 11/22/16 UNIT 5 Protein Synthesis IV. Transcription (8.4) A. RNA carries DNA s instruction 1. Francis Crick defined the central dogma of molecular biology a. Replication copies DNA b. Transcription converts DNA

More information

08/21/2017 BLAST. Multiple Sequence Alignments: Clustal Omega

08/21/2017 BLAST. Multiple Sequence Alignments: Clustal Omega BLAST Multiple Sequence Alignments: Clustal Omega What does basic BLAST do (e.g. what is input sequence and how does BLAST look for matches?) Susan Parrish McDaniel College Multiple Sequence Alignments

More information

Ch 3: Chemistry of Life. Chemistry Water Macromolecules Enzymes

Ch 3: Chemistry of Life. Chemistry Water Macromolecules Enzymes Ch 3: Chemistry of Life Chemistry Water Macromolecules Enzymes Chemistry Atom = smallest unit of matter that cannot be broken down by chemical means Element = substances that have similar properties and

More information

Homology Modeling. Roberto Lins EPFL - summer semester 2005

Homology Modeling. Roberto Lins EPFL - summer semester 2005 Homology Modeling Roberto Lins EPFL - summer semester 2005 Disclaimer: course material is mainly taken from: P.E. Bourne & H Weissig, Structural Bioinformatics; C.A. Orengo, D.T. Jones & J.M. Thornton,

More information

MATHEMATICAL MODELS - Vol. III - Mathematical Modeling and the Human Genome - Hilary S. Booth MATHEMATICAL MODELING AND THE HUMAN GENOME

MATHEMATICAL MODELS - Vol. III - Mathematical Modeling and the Human Genome - Hilary S. Booth MATHEMATICAL MODELING AND THE HUMAN GENOME MATHEMATICAL MODELING AND THE HUMAN GENOME Hilary S. Booth Australian National University, Australia Keywords: Human genome, DNA, bioinformatics, sequence analysis, evolution. Contents 1. Introduction:

More information

Sequence Alignment: A General Overview. COMP Fall 2010 Luay Nakhleh, Rice University

Sequence Alignment: A General Overview. COMP Fall 2010 Luay Nakhleh, Rice University Sequence Alignment: A General Overview COMP 571 - Fall 2010 Luay Nakhleh, Rice University Life through Evolution All living organisms are related to each other through evolution This means: any pair of

More information

Behavioral Science, Math, Science, and Physical Education Fall COURSE OUTLINE Critical Concepts in Biology

Behavioral Science, Math, Science, and Physical Education Fall COURSE OUTLINE Critical Concepts in Biology Butler County Community College Susan Forrest/ William Langley Behavioral Science, Math, Science, and Physical Education Fall 2003 COURSE OUTLINE Critical Concepts in Biology Course Description: BI 106.

More information

Unit 1: Chemistry - Guided Notes

Unit 1: Chemistry - Guided Notes Scientific Method Notes: Unit 1: Chemistry - Guided Notes 1 Common Elements in Biology: Atoms are made up of: 1. 2. 3. In order to be stable, an atom of an element needs a full valence shell of electrons.

More information

7-2 Eukaryotic Cell Structure

7-2 Eukaryotic Cell Structure 1 of 49 Comparing the Cell to a Factory Eukaryotic Cell Structures Structures within a eukaryotic cell that perform important cellular functions are known as organelles. Cell biologists divide the eukaryotic

More information

Berg Tymoczko Stryer Biochemistry Sixth Edition Chapter 1:

Berg Tymoczko Stryer Biochemistry Sixth Edition Chapter 1: Berg Tymoczko Stryer Biochemistry Sixth Edition Chapter 1: Biochemistry: An Evolving Science Tips on note taking... Remember copies of my lectures are available on my webpage If you forget to print them

More information

Chapter 5. Proteomics and the analysis of protein sequence Ⅱ

Chapter 5. Proteomics and the analysis of protein sequence Ⅱ Proteomics Chapter 5. Proteomics and the analysis of protein sequence Ⅱ 1 Pairwise similarity searching (1) Figure 5.5: manual alignment One of the amino acids in the top sequence has no equivalent and

More information

ALL LECTURES IN SB Introduction

ALL LECTURES IN SB Introduction 1. Introduction 2. Molecular Architecture I 3. Molecular Architecture II 4. Molecular Simulation I 5. Molecular Simulation II 6. Bioinformatics I 7. Bioinformatics II 8. Prediction I 9. Prediction II ALL

More information

Sequence and Structure Alignment Z. Luthey-Schulten, UIUC Pittsburgh, 2006 VMD 1.8.5

Sequence and Structure Alignment Z. Luthey-Schulten, UIUC Pittsburgh, 2006 VMD 1.8.5 Sequence and Structure Alignment Z. Luthey-Schulten, UIUC Pittsburgh, 2006 VMD 1.8.5 Why Look at More Than One Sequence? 1. Multiple Sequence Alignment shows patterns of conservation 2. What and how many

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

2. Draw two water molecules. Using a dotted line, show a hydrogen bond that could form between them.

2. Draw two water molecules. Using a dotted line, show a hydrogen bond that could form between them. Biology Final Review Packet Directions: Answer the questions below. You may use any notes, worksheets, or your textbook to find the answers. The questions are divided up based on the different units we

More information

Basic Biology. Content Skills Learning Targets Assessment Resources & Technology

Basic Biology. Content Skills Learning Targets Assessment Resources & Technology Teacher: Lynn Dahring Basic Biology August 2014 Basic Biology CEQ (tri 1) 1. What are the parts of the biological scientific process? 2. What are the essential molecules and elements in living organisms?

More information

Flow of Genetic Information

Flow of Genetic Information presents Flow of Genetic Information A Montagud E Navarro P Fernández de Córdoba JF Urchueguía Elements Nucleic acid DNA RNA building block structure & organization genome building block types Amino acid

More information

BME Engineering Molecular Cell Biology. Structure and Dynamics of Cellular Molecules. Basics of Cell Biology Literature Reading

BME Engineering Molecular Cell Biology. Structure and Dynamics of Cellular Molecules. Basics of Cell Biology Literature Reading BME 42-620 Engineering Molecular Cell Biology Lecture 05: Structure and Dynamics of Cellular Molecules Basics of Cell Biology Literature Reading BME42-620 Lecture 05, September 13, 2011 1 Outline Review:

More information

Homology Modeling (Comparative Structure Modeling) GBCB 5874: Problem Solving in GBCB

Homology Modeling (Comparative Structure Modeling) GBCB 5874: Problem Solving in GBCB Homology Modeling (Comparative Structure Modeling) Aims of Structural Genomics High-throughput 3D structure determination and analysis To determine or predict the 3D structures of all the proteins encoded

More information

CHAPTER 3. Cell Structure and Genetic Control. Chapter 3 Outline

CHAPTER 3. Cell Structure and Genetic Control. Chapter 3 Outline CHAPTER 3 Cell Structure and Genetic Control Chapter 3 Outline Plasma Membrane Cytoplasm and Its Organelles Cell Nucleus and Gene Expression Protein Synthesis and Secretion DNA Synthesis and Cell Division

More information

Cellular Neuroanatomy I The Prototypical Neuron: Soma. Reading: BCP Chapter 2

Cellular Neuroanatomy I The Prototypical Neuron: Soma. Reading: BCP Chapter 2 Cellular Neuroanatomy I The Prototypical Neuron: Soma Reading: BCP Chapter 2 Functional Unit of the Nervous System The functional unit of the nervous system is the neuron. Neurons are cells specialized

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

Practical considerations of working with sequencing data

Practical considerations of working with sequencing data Practical considerations of working with sequencing data File Types Fastq ->aligner -> reference(genome) coordinates Coordinate files SAM/BAM most complete, contains all of the info in fastq and more!

More information

Introduction to Comparative Protein Modeling. Chapter 4 Part I

Introduction to Comparative Protein Modeling. Chapter 4 Part I Introduction to Comparative Protein Modeling Chapter 4 Part I 1 Information on Proteins Each modeling study depends on the quality of the known experimental data. Basis of the model Search in the literature

More information

Biochemistry 324 Bioinformatics. Pairwise sequence alignment

Biochemistry 324 Bioinformatics. Pairwise sequence alignment Biochemistry 324 Bioinformatics Pairwise sequence alignment How do we compare genes/proteins? When we have sequenced a genome, we try and identify the function of unknown genes by finding a similar gene

More information

InDel 3-5. InDel 8-9. InDel 3-5. InDel 8-9. InDel InDel 8-9

InDel 3-5. InDel 8-9. InDel 3-5. InDel 8-9. InDel InDel 8-9 Lecture 5 Alignment I. Introduction. For sequence data, the process of generating an alignment establishes positional homologies; that is, alignment provides the identification of homologous phylogenetic

More information

From gene to protein. Premedical biology

From gene to protein. Premedical biology From gene to protein Premedical biology Central dogma of Biology, Molecular Biology, Genetics transcription replication reverse transcription translation DNA RNA Protein RNA chemically similar to DNA,

More information

2. Macromolecule - molecules composed of repeating molecular units (biopolymers).

2. Macromolecule - molecules composed of repeating molecular units (biopolymers). Biochemistry I Biological Principles I. FUNDAMENTAL PRINCIPLES UPON WHICH BIOCHEMISTRY IS BASED A. Prerequisite Requirements Technically, you must have completed or earned credit for Organic Chemistry

More information

Dr. Amira A. AL-Hosary

Dr. Amira A. AL-Hosary Phylogenetic analysis Amira A. AL-Hosary PhD of infectious diseases Department of Animal Medicine (Infectious Diseases) Faculty of Veterinary Medicine Assiut University-Egypt Phylogenetic Basics: Biological

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

Single alignment: Substitution Matrix. 16 march 2017

Single alignment: Substitution Matrix. 16 march 2017 Single alignment: Substitution Matrix 16 march 2017 BLOSUM Matrix BLOSUM Matrix [2] (Blocks Amino Acid Substitution Matrices ) It is based on the amino acids substitutions observed in ~2000 conserved block

More information

Alignment principles and homology searching using (PSI-)BLAST. Jaap Heringa Centre for Integrative Bioinformatics VU (IBIVU)

Alignment principles and homology searching using (PSI-)BLAST. Jaap Heringa Centre for Integrative Bioinformatics VU (IBIVU) Alignment principles and homology searching using (PSI-)BLAST Jaap Heringa Centre for Integrative Bioinformatics VU (IBIVU) http://ibivu.cs.vu.nl Bioinformatics Nothing in Biology makes sense except in

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

2011 The Simple Homeschool Simple Days Unit Studies Cells

2011 The Simple Homeschool Simple Days Unit Studies Cells 1 We have a full line of high school biology units and courses at CurrClick and as online courses! Subscribe to our interactive unit study classroom and make science fun and exciting! 2 A cell is a small

More information

Chapter 6: A Tour of the Cell

Chapter 6: A Tour of the Cell AP Biology Reading Guide Fred and Theresa Holtzclaw Chapter 6: A Tour of the Cell Name Period Chapter 6: A Tour of the Cell Concept 6.1 To study cells, biologists use microscopes and the tools of biochemistry

More information

Comparative genomics: Overview & Tools + MUMmer algorithm

Comparative genomics: Overview & Tools + MUMmer algorithm Comparative genomics: Overview & Tools + MUMmer algorithm Urmila Kulkarni-Kale Bioinformatics Centre University of Pune, Pune 411 007. urmila@bioinfo.ernet.in Genome sequence: Fact file 1995: The first

More information

CELL BIOLOGY. Which of the following cell structures does not have membranes? A. Ribosomes B. Mitochondria C. Chloroplasts D.

CELL BIOLOGY. Which of the following cell structures does not have membranes? A. Ribosomes B. Mitochondria C. Chloroplasts D. 1 CELL BIOLOGY PROKARYOTIC and EUKARYOTIC SP/1. SP/2. SP/4. Plant and animal cells both have A. ribosomes, cell walls and mitochondria. B. Golgi apparatus, chromosomes and mitochondria. C. Golgi apparatus,

More information

Week 10: Homology Modelling (II) - HHpred

Week 10: Homology Modelling (II) - HHpred Week 10: Homology Modelling (II) - HHpred Course: Tools for Structural Biology Fabian Glaser BKU - Technion 1 2 Identify and align related structures by sequence methods is not an easy task All comparative

More information

Study Guide: Fall Final Exam H O N O R S B I O L O G Y : U N I T S 1-5

Study Guide: Fall Final Exam H O N O R S B I O L O G Y : U N I T S 1-5 Study Guide: Fall Final Exam H O N O R S B I O L O G Y : U N I T S 1-5 Directions: The list below identifies topics, terms, and concepts that will be addressed on your Fall Final Exam. This list should

More information

The diagram below represents levels of organization within a cell of a multicellular organism.

The diagram below represents levels of organization within a cell of a multicellular organism. STATION 1 1. Unlike prokaryotic cells, eukaryotic cells have the capacity to a. assemble into multicellular organisms b. establish symbiotic relationships with other organisms c. obtain energy from the

More information

Moreover, the circular logic

Moreover, the circular logic Moreover, the circular logic How do we know what is the right distance without a good alignment? And how do we construct a good alignment without knowing what substitutions were made previously? ATGCGT--GCAAGT

More information

Sequence analysis and Genomics

Sequence analysis and Genomics Sequence analysis and Genomics October 12 th November 23 rd 2 PM 5 PM Prof. Peter Stadler Dr. Katja Nowick Katja: group leader TFome and Transcriptome Evolution Bioinformatics group Paul-Flechsig-Institute

More information

Honors Biology Fall Final Exam Study Guide

Honors Biology Fall Final Exam Study Guide Honors Biology Fall Final Exam Study Guide Helpful Information: Exam has 100 multiple choice questions. Be ready with pencils and a four-function calculator on the day of the test. Review ALL vocabulary,

More information

Overview of Cells. Prokaryotes vs Eukaryotes The Cell Organelles The Endosymbiotic Theory

Overview of Cells. Prokaryotes vs Eukaryotes The Cell Organelles The Endosymbiotic Theory Overview of Cells Prokaryotes vs Eukaryotes The Cell Organelles The Endosymbiotic Theory Prokaryotic Cells Archaea Bacteria Come in many different shapes and sizes.5 µm 2 µm, up to 60 µm long Have large

More information

Bioinformatics and BLAST

Bioinformatics and BLAST Bioinformatics and BLAST Overview Recap of last time Similarity discussion Algorithms: Needleman-Wunsch Smith-Waterman BLAST Implementation issues and current research Recap from Last Time Genome consists

More information

First generation sequencing and pairwise alignment (High-tech, not high throughput) Analysis of Biological Sequences

First generation sequencing and pairwise alignment (High-tech, not high throughput) Analysis of Biological Sequences First generation sequencing and pairwise alignment (High-tech, not high throughput) Analysis of Biological Sequences 140.638 where do sequences come from? DNA is not hard to extract (getting DNA from a

More information

Tools and Algorithms in Bioinformatics

Tools and Algorithms in Bioinformatics Tools and Algorithms in Bioinformatics GCBA815, Fall 2013 Week3: Blast Algorithm, theory and practice Babu Guda, Ph.D. Department of Genetics, Cell Biology & Anatomy Bioinformatics and Systems Biology

More information

BCMP 201 Protein biochemistry

BCMP 201 Protein biochemistry BCMP 201 Protein biochemistry BCMP 201 Protein biochemistry with emphasis on the interrelated roles of protein structure, catalytic activity, and macromolecular interactions in biological processes. The

More information

Midterm Review Guide. Unit 1 : Biochemistry: 1. Give the ph values for an acid and a base. 2. What do buffers do? 3. Define monomer and polymer.

Midterm Review Guide. Unit 1 : Biochemistry: 1. Give the ph values for an acid and a base. 2. What do buffers do? 3. Define monomer and polymer. Midterm Review Guide Name: Unit 1 : Biochemistry: 1. Give the ph values for an acid and a base. 2. What do buffers do? 3. Define monomer and polymer. 4. Fill in the Organic Compounds chart : Elements Monomer

More information

Sequence Alignments. Dynamic programming approaches, scoring, and significance. Lucy Skrabanek ICB, WMC January 31, 2013

Sequence Alignments. Dynamic programming approaches, scoring, and significance. Lucy Skrabanek ICB, WMC January 31, 2013 Sequence Alignments Dynamic programming approaches, scoring, and significance Lucy Skrabanek ICB, WMC January 31, 213 Sequence alignment Compare two (or more) sequences to: Find regions of conservation

More information

SPRINGFIELD TECHNICAL COMMUNITY COLLEGE ACADEMIC AFFAIRS

SPRINGFIELD TECHNICAL COMMUNITY COLLEGE ACADEMIC AFFAIRS SPRINGFIELD TECHNICAL COMMUNITY COLLEGE ACADEMIC AFFAIRS Course Number: BIOL 102 Department: Biological Sciences Course Title: Principles of Biology 1 Semester: Spring Year: 1997 Objectives/ 1. Summarize

More information

Similarity searching summary (2)

Similarity searching summary (2) Similarity searching / sequence alignment summary Biol4230 Thurs, February 22, 2016 Bill Pearson wrp@virginia.edu 4-2818 Pinn 6-057 What have we covered? Homology excess similiarity but no excess similarity

More information

In-Depth Assessment of Local Sequence Alignment

In-Depth Assessment of Local Sequence Alignment 2012 International Conference on Environment Science and Engieering IPCBEE vol.3 2(2012) (2012)IACSIT Press, Singapoore In-Depth Assessment of Local Sequence Alignment Atoosa Ghahremani and Mahmood A.

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

From DNA to protein, i.e. the central dogma

From DNA to protein, i.e. the central dogma From DNA to protein, i.e. the central dogma DNA RNA Protein Biochemistry, chapters1 5 and Chapters 29 31. Chapters 2 5 and 29 31 will be covered more in detail in other lectures. ph, chapter 1, will be

More information

Basics of protein structure

Basics of protein structure Today: 1. Projects a. Requirements: i. Critical review of one paper ii. At least one computational result b. Noon, Dec. 3 rd written report and oral presentation are due; submit via email to bphys101@fas.harvard.edu

More information

Algorithmics and Bioinformatics

Algorithmics and Bioinformatics Algorithmics and Bioinformatics Gregory Kucherov and Philippe Gambette LIGM/CNRS Université Paris-Est Marne-la-Vallée, France Schedule Course webpage: https://wikimpri.dptinfo.ens-cachan.fr/doku.php?id=cours:c-1-32

More information

Biology. 7-2 Eukaryotic Cell Structure 10/29/2013. Eukaryotic Cell Structures

Biology. 7-2 Eukaryotic Cell Structure 10/29/2013. Eukaryotic Cell Structures Biology Biology 1of 49 2of 49 Eukaryotic Cell Structures Eukaryotic Cell Structures Structures within a eukaryotic cell that perform important cellular functions are known as organelles. Cell biologists

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

Biology Midterm Review

Biology Midterm Review Biology Midterm Review Unit 1 Keystone Objectives: A.1.1, A.1.2, B.4.1.1 1.1 Biology explores life from the global to the microscopic level. Put the levels of organization in order, starting with subatomic

More information

Examples of Protein Modeling. Protein Modeling. Primary Structure. Protein Structure Description. Protein Sequence Sources. Importing Sequences to MOE

Examples of Protein Modeling. Protein Modeling. Primary Structure. Protein Structure Description. Protein Sequence Sources. Importing Sequences to MOE Examples of Protein Modeling Protein Modeling Visualization Examination of an experimental structure to gain insight about a research question Dynamics To examine the dynamics of protein structures To

More information

Cell. A Montagud E Navarro P Fernández de Córdoba JF Urchueguía

Cell. A Montagud E Navarro P Fernández de Córdoba JF Urchueguía presents A Montagud E Navarro P Fernández de Córdoba JF Urchueguía definition causes classical cell theory modern cell theory Basic elements life chemistry lipids nucleic acids amino acids carbohydrates

More information

MEDICAL UNIVERSITY OF VARNA

MEDICAL UNIVERSITY OF VARNA Section A. Multiple choice questions 1. Which of the following is not a polymer? a. glucose b. starch 2. Polypeptides are assembled from: a. hexoses b. glycerol c. cellulose d. DNA c. nucleotides d. amino

More information

Short Answers Worksheet Grade 6

Short Answers Worksheet Grade 6 Short Answers Worksheet Grade 6 Short Answer 1. What is the role of the nucleolus? 2. What are the two different kinds of endoplasmic reticulum? 3. Name three cell parts that help defend the cell against

More information

Amira A. AL-Hosary PhD of infectious diseases Department of Animal Medicine (Infectious Diseases) Faculty of Veterinary Medicine Assiut

Amira A. AL-Hosary PhD of infectious diseases Department of Animal Medicine (Infectious Diseases) Faculty of Veterinary Medicine Assiut Amira A. AL-Hosary PhD of infectious diseases Department of Animal Medicine (Infectious Diseases) Faculty of Veterinary Medicine Assiut University-Egypt Phylogenetic analysis Phylogenetic Basics: Biological

More information