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ICS280 Homework 1. Due Thursday Jan 16 Read 2 of the 4 review articles Get software. DNA RNA Protein Gene Regulation (DNA). DNA (+ bound proteins). mRNA. Transcription to mRNA ; Translation to protein. Protein (MyoD). Structures, motors, sensors, effectors,
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ICS280 Homework 1 • Due Thursday Jan 16 • Read 2 of the 4 review articles • Get software
DNA RNA Protein Gene Regulation (DNA) DNA (+ bound proteins) mRNA Transcription to mRNA; Translation to protein Protein (MyoD) Structures, motors, sensors, effectors, feedback circuitry, ... Regulation of DNA transcription by proteins (transcription factors)
Gene Expression Data: Immunofluorescence hunchback and Kruppel with nuclear mask (Kosman, Reinitz, Sharp PSB 1998)
Gene Expression Data:Immunofluorescence Drosophila gap and pair-rule gene expression as protein. Green: Kruppel. Blue: giant. Red: even-skipped. Courtesy John Reinitz.
Transcriptional Gene Regulation Networks • Is oversimplified by mass-action kinetics • Gene Regulation Network (GRN) model Drosophila eve stripe expression in model (right) and data (left). Green: eve expression, red: kni expression. From [Reinitz and Sharp, Mech. of Devel., 49:133-158, 1995 ]. [Mjolsness et al. J. Theor. Biol. 152: 429-453, 1991]
WUS Fletcher et al., Science v. 283, 1999 Brand et. al., Science 289, 617-619, (2000)
Eukaryotic Cell Cycle - Schematic J. Tyson and B. Novak, J. theor. Biol. (2001) 210, 249}263
Cell CycleProtein Interactions J. Tyson and B. Novak, J. theor. Biol. (2001) 210, 249}263
annealer state parameters observed data templates SBML model SBML model LA code (C++) model parameters SOLUTION/ OPTIMIZATION ENGINE CODE WRITER SOLVER/OPTMIZER FOR THE CELL MODEL SBML CELL MODEL READER CELLERATOR interactive biological model description Systems Biology Markup Language model DIMENSION REDUCTION OTHER APPLICATIONS FOR SBML MODELS . . . Biological Hypotheses Biology User Regulations and reactions Mathematical model generation Simulation Datasets Mining Simulation results Followup experiments Optimization Cell Simulation Software
MAP Kinase Pathways in Solution INPUT OUTPUT
A B C Input Canonical Form Biochemical Notation Output Canonical Form System of ODEs Activity (e.g., Cell Division) Solver Concentrations vs. Time Model Generationand Use
E.g. MAP Kinase Cascade J. Ferrell model w/o scaffold With A. Levchenko
Elementary Reactions • Bimolecular in solution: • A, B {C} • Example: Yeast Fus3 phosphorylates Far1, arrests cell cycle. • FUS3, KSS1 also phosphorylate Ste12 TF/Dig1/Dig2, leads to mating • Binding/unbinding at a site: • A, S S-A • Example: Swi5p binds to DNA e.g. UTR for HO, responsible for mating type switch in daughter yeast cells.
SWI5 details • Dephosphorylation of Swi5 by cdc14p is instrumental in up-regulating Sic1p level which leads to M progression [MIPS, BJW notes] • Nuclear localization (NLS) sequence is normally phosphorylated in S, G2, and M when Swi5p is located in the cytoplasm, and dephosphorylated during G1 when Swi5p enters the nucleus . Phosphorylation of the NLS is catalyzed by the B cyclin kinase. Three serines phosphorylated by cdc28p in vitro [MIPS] • Pho2p-Swi5p-DNA ternary complex is significantly more stable (t[1/2] = 20 min) than either Pho2p-DNA (t[1/2] = 2 min) or Swi5p-DNA (t[1/2] = 15 sec) binary complexes [BJW notes]
Transcription Factor Binding Note: n=2 homodimer cooperativity coefficient both amplifies and suppresses signals. Heterodimers increase specificity.
Mass Action Kinetics • Law of mass action for dilute solution in equilibrium: • Applied to bimolecular “prereaction” interactions:
MAPK Pathways in Saccharomyces cerevisiae http://www.genome.ad.jp/kegg/
MAPK cascades Madhani, HD. Fink, GR. THE RIDDLE OF MAP KINASE SIGNALING SPECIFICITY [Review]. Trends in Genetics. 14(4):151-155, 1998 Apr.
GO hierarchy for Molecular Function:Transcription Factor Source: SGD
Regulatory Cell Models Cellerator, SBML Python/Java/CORBA conversion conversion MLX Analyses - Clustering - Classification - Cross-validation - Scoring - Gene list tools Bioinformatics Software Architecture GUI - Genespring - Mimir - (Genetrix, others?) Expression DB - MAGE-OM + mods - Genex - FGDB Sequence DB Image DB - MLX image classes - Diamond Eye (JPL) Reactions DB
Current Cellerator Library • Myogenesis (Chris Hart) • CMX Mitotic Oscillator (Goldbeter) • Repressilator (Elowitz & Leibler) • IP3 Calcium Channel (DeYoung & Keizer) • MAPK on Scaffold • Cell Cycle (Novak & Tyson) • Glycolysis (Sel’kov) • Ring Oscillator (enzymatic or transcriptional) • Meristem (in progress) • Hematopoietic Differentiation (in progress; includes C/EPB; PU.1; GATA-1; AML1; CBF;NFKB; CSFR)
Cellerator Canonical Forms in Everyday Language • Input: Arrows + IC + rates (Palette Driven) • Mass action • Enzymatic • Transcriptional • Cascades • Modules (e.g., MAPK) • Intermediate Output • simple chemical reactions (where appropriate) • Output - ODES • Mathematica equations, SBML, C, FORTRAN, HTML, MATHML, XML • Optional Numerical Solution + Plots