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From protein structure to function
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The particular catalytic activity, binding properties or conformational changes of a protein. The complex, or metabolic or signal transduction pathway in which a protein participates
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Gene duplication – with two copies of a gene, one can retain its function while the other can assume a new biological role. Gene fusion – two genes are combined and activated by the same promoter One Gene – to or more functions Post translational modifications Alternate splicing
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With high throughput crystallization techniques, structure can be determined more easily than function
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Conservation of Enzyme Function in CATH Domain Families Pairwise sequence identity Structural similarity (SSAP) score same functions different functions
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Pairwise sequence identity Structural similarity (SSAP) score same functions different functions
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Build a interaction network Model response of gene to changes in promoter concentration Simulate the system to determine influence of gene product on system
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Complex systems of simple elements have functions that emerge from the properties of the networks they form. Biological systems have functions that rely on a combination of the network and the specific elements involved.
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In molecular biology, gene structure and function is studied at the molecular level. In systems biology, specific interactions of components in the biological system are studied – cells, tissues, organs, and ecological webs.
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Biological Systems are complex, thus, a combination of experimental and computational approaches are needed. Linkages need to be made between molecular characteristics and systems biology results
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Languages Systems Biology Markup Language CellML Systems Biology Workbench Databases Kyoto Encyclopedia of Genes and Genomes Alliance for Cellular Signaling Signal Transduction Knowledge Environment
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Protein 53 Guardian of the genome Detects DNA damages Halts the cell cycle if damage is detected to give DNA time to repair itself
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If (damage equals true and repairable = true) halt cell cycle else if(damage equals true and repairable = false) induce apoptosis (suicide)
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G1 - Growth and preparation of the chromosome replication S - DNA replication G2 - Preparation for Mitosis M - Chromosomes separate
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ataxia-telangiectasia mutated
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p53 activates p21 deactivates CDK No cell cycle!
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Alkylating agents - interfere with cell division and affect the cancer cells in all phases of their life cycle. They confuse the DNA by directly reacting with it. Antimetabolites - interfere with the cell's ability for normal metabolism. They either give the cells wrong information or block the formation of "building block" chemical reactions one phase of the cell's life cycle. Vinca alkaloids - (plant alkaloids) are naturally-occurring chemicals that stop cell division in a specific phase. Taxanes - are derived from natural substances in yew trees. They disrupt a network inside cancer cells that is needed for the cells to divide and grow. all inhibit the cell cycle
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Once you have simulated gene regulatory networks, build organ or organism models
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NOBLE, D (2002) Nature Reviews Molecular Cell Biology 3, 460-463. Unravelling complexity Need to work in an integrative way at all levels: organism organ tissue cellular sub-cellular pathways protein gene There are feed-downs as well as upward between all these levels higher levels control gene expression higher levels control cell function & pathways
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Heart Model Construction 2000 I Na I Cl I K1 IKIK I to I Ca Channels I Na/K I NaCa Na/H Na/HCO 3 Cl/OH Cl/HCO3 Carriers Ca pH ATP Glucose Fatty Acids Amino Acids H/Lactate Substrates Ang II 1 2 NO ß M Receptors
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Example of protein interaction in a cell model Reconstructing the heart’s pacemaker Sinus rhythm generated by ion channel interaction I Ca L I Kr EmEm I f is example of fail-safe ‘redundancy’ Rhythm abolished when interaction prevented Acceleration of sinus rhythm by adrenaline IfIf All 3 protein levels up-regulated
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Disease insight Modelling arrhythmias Mutations in various ionic channels can predispose to repolarization failure This simulation is of a sodium channel mis-sense mutation responsible for idiopathic ventricular fibrillation
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Expressed sodium channel kinetics (Chen et al, Nature, 19 March 1998)
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Computer model prediction Sodium channel missense mutation 12 and 18 mV voltage shifts Using digital cell ventricular model 12 mV shift 18 mV shift
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This approach has now been used for a substantial number of gene manipulations in heart cells and can account for genetic susceptibility to fatal cardiac arrhythmia Including interactions with drugs causing long QT and arrhythmia in clinical trials Genetic typing to screen out those susceptible to drugs causing QT problems is therefore a foreseeable possibility Noble D (2002) Unravelling the genetics and mechanisms of cardiac arrhythmia. Proc Natl Acad Sci USA 99, 5755-6 Unravelling genetics of arrhythmia
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http://thevirtualheart.org http://thevirtualheart.org http://www.math.nyu.edu/~griffith/heart_anim http://www.math.nyu.edu/~griffith/heart_anim Systems biology and the heart Systems biology and the heart Modeling the Heart--from Genes to Cells to the Whole Organ Modeling the Heart--from Genes to Cells to the Whole Organ http://domino.research.ibm.com/comm/research_ projects.nsf/pages/cancermodeling.index.html http://domino.research.ibm.com/comm/research_ projects.nsf/pages/cancermodeling.index.html
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