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This introduction to bioinformatics explores the intersection of molecular biology and computer science, focusing on computational techniques for managing and analyzing biological data. Learn about data representation, sequence similarity, and the data-driven nature of bioinformatics.
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Introduction to Bioinformatics Fall Semester 2005 CSC 487/687 Computing for Bioinformatics
What is Bioinformatics Easy Answer Using computers to solve molecular biology problems; Intersection of molecular biology and computer science Hard Answer Computational techniques (e.g. algorithms, artificial intelligence, databases) for management and analysis of biological data and knowledge
Bioinformatics • Bioinformatics = Biology + Information • Biology is becoming an information science • Computation methods are necessary to analyze the massive amount of information that coming out of the genome projects
Three concepts, which remain central to Bioinformatics • Data representation A complex, dynamic, three-dimensional molecule a simple string of characters
Three concepts, which remain central to Bioinformatics • The concept of similarity • Evolution has operated on every sequence • In biomolecular sequences (DNA, RNA or amino acid sequences). High sequence similarity usually implies significant functional or structural similarity. • The opposite is not true • Algorithms for comparing sequences and finding similar regions are at the heart of bioinformatics
Three concepts, which remain central to Bioinformatics • Bioinformatics is not a theoretical science; it is driven by the data, which in turn is driven by the needs of biology. • Sequences • Microarray technologies • …
What do you need to know? • It all depends on your background Are you a …? Biologist with some computer knowledge, or Computer scientist with some biology background Few do both well
Background • Biology for Computer Scientists • Computer Science for Biologists
Biological Information Flow Genome Introns/Exons Gene Sequence Protein Sequence Bioinformatics attempts to model this pathway Protein Structure Protein Functions Cellular Pathways
Living Things • Entropy (the tendency to disorder) always increase • Living organisms have low entropy compared with things like soil • They are relatively orderly… • The most critical task is to maintain the distinction between inside and outside
Living Things • In order to maintain low entropy, living organisms must expend energy to keep things orderly. • They figured out how to do this 4 billion years ago • The functions of life, therefore, are meant to facilitate the acquisition and orderly expenditure of energy
Living Things • The compartments with low entropy are separated from “the world.” • Cells are the smallest unit of such compartments. • Bacteria are single-cell organisms • Humans are multi-cell organisms
The “living things” have the following tasks: • Gather energy from environment • Use energy to maintain inside/outside distinction • Use extra energy to reproduce • Develop strategies for being successful and efficient at the above tasks • Develop ways to move around • Develop signal transduction capabilities (e.g. vision) • Develop methods for efficient energy capture (e.g. digestion) • Develop ways to reproduce effectively
How to accomplish…? • Living compartments on earth have developed three basic technologies • Ability to separate inside from outside (lipids) • Ability to build three-dimensional molecules that assist in the critical functions of life (Protein, RNA) • Ability to compress the information about how (and when) to build these molecules in linear code (DNA)
Lipids • Made of hydrophilic (water loving) molecular fragment connected to hydrophobic fragments • Spontaneously form sheets (lipid membranes) in which all the hydrophilic ends align on the outside, and hydrophobic ends align on the inside • Creates a very stable separation, not easy to pass through except for water and a few other small atoms/molecules
What is Nucleotide? • Pentose, base, phosphate group
Base • Adenine (A), Cytosine (C), Guanine (G), Thymine (T), Uracil (U).
Condensation reaction Orientation From 5’ to 3’ In DNA or RNA, a nucleic acid chain is called “Strand” DNA: double-stranded RNA: a single strand The number of bases Base pair (bp) in DNA Nucleic Acid Chain
RNA Structure and Function • The major role of RNA is to participate in protein synthesis • Messenger RNA (mRNA) • Transfer RNA (tRNA) • Ribosomal RNA (rRNA)
What is gene? • A gene includes the entire nucleic acid sequence necessary for the expression of its product. • Such sequence may be divided into • Regulatory region • Transcriptional region: exons and introns • Exons encode a peptide or functional RNA • Introns will be removed after transcription
Genome • The total genetic information of an organism. • For most organisms, it is the complete DNA sequence • For RNA viruses, the genome is the complete RNA sequence
Genes and Control • Human genome has 3,000,000,000 bps divided into 23 liner segments (chromosome) • A gene has an average 1340 DNA bps, thus specifying a protein of about ? (how many) amino acids • Humans have about 35,000 genes = 40,000,000 DNA bps = 3% of total DNA in genome • Human have another 2,960,000,000 bps for control information. (e.g. when, where, how long, etc…)
Gene Expression • An organism may contain many types of cells, each with distinct shape and function • However, they all have the same genome • The genes in a genome do not have any effect on cellular functions until they are “expressed” • Different types of cells express different sets of genes, thereby exhibiting various shapes and functions
Gene Expression • The production of a protein or a functional RNA from its gene • Several steps are required • Transcription • RNA processing • Nuclear transport • Protein synthesis
Central Dogma DNA RNA Protein Next … Protein Structure and Function
An Amino Acid • An amino acid is defined as the molecule containing an amino group (NH2), a carboxyl group (COOH) and an R group. R-CH(NH2)-COOH • The R group differs among various amino acids. • In a protein, the R group is also call a sidechain.
Protein • Peptide ― a chain of amino acids linked together by peptide bonds. • Polypeptides ― long peptides • Oligopeptides ― short peptides (< 10 amino acids) • Protein are made up of one or more polypeptides with more than 50 amino acids
Protein Structure • Primary Structure • Refers to its amino acid sequence
Secondary structure • Regular, repeated patterns of folding of the protein backbone. • Two most common folding patterns • Alpha helix • Beta sheet
Tertiary Structure • The overall folding of the entire polypeptide chain into a specific 3D shape
Quaternary Structure • Many proteins are formed more than one polypeptide chain • Describe the way in which the different subunits are packed together to form the overall structure of the protein • Hemoglobin molecule
Evolution • Mutation ― rare events, sometimes single base changes, sometimes larger events • Recombination ― how your genome was constructed as a mixture of your two parents • Through Natural Selection • Homology (similarity): different species are assumed to have common ancestors • The genetic variation between different people is …(surprisingly ..)
References • http://www.biology.arizona.edu/biochemistry/problem_sets/large_molecules/ • http://helix-web.stanford.edu/bmi214/index2004.html • http://www.web-books.com/MoBio/ • http://www.cs.sunysb.edu/~skiena/549/