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Sommer, Björn: CELLmicrocosmos - Integrative cell modeling at the molecular, mesoscopic and functional level. 2012
Inhalt
Acknowledgments
Abstract
1 Introduction
1.1 Modeling and Visualizing the cytological Cosmos
1.2 CELLmicrocosmos: A bidirectional Approach
1.3 CELLmicrocosmos: An interdisciplinary Approach
1.4 Project and Thesis Structure
1.4.1 Mesoscopic Level [MES]
1.4.2 Molecular Level [MOL]
1.4.3 Functional Level [FUN]
1.4.4 Integrative Level [MES+MOL+FUN]
2 Biological Background
2.1 [MES] Mesoscopic Composition
2.1.1 The Cell
2.1.2 Cell Types
2.1.3 Cell Components and their Substructures
2.1.3.1 Plasma membrane
2.1.3.2 Cell Walls
2.1.3.3 Cytosol
2.1.3.4 Nucleus
2.1.3.5 Nucleolus
2.1.3.6 Endoplasmic reticulum
2.1.3.7 Ribosome
2.1.3.8 Golgi apparatus
2.1.3.9 Peroxisome
2.1.3.10 Mitochondrion
2.1.3.11 Chloroplast
2.1.3.12 Vesicle
2.1.3.13 Endosome
2.1.3.14 Lysosome
2.1.3.15 Vacuole
2.1.3.16 Extracellular matrix
2.1.3.17 Volume of Cell Components
2.2 [MOL] Molecular Composition
2.2.1 The Molecules of Cells
2.2.1.1 Carbohydrates
2.2.1.2 Nucleic Acids
2.2.1.3 Lipids, van der Waals and covalent Forces
2.2.1.4 Amino Acids and Proteins
2.2.1.5 Small Molecules
2.2.2 Membrane Model History
2.2.3 The Fluid Mosaic Model
2.2.4 Proteins in Membranes
2.2.5 Microdomains and Rafts
2.2.6 Membrane Compositions
2.3 [FUN] Metabolism
2.3.1 Enzyme, Products and Substrates
2.3.2 The Gain of Energy for Reactions
2.3.3 Biological Energy: ATP
2.3.4 Metabolic Pathways and Energy
2.3.5 The Citrate Cycle
2.4 [MES+MOL+FUN] Integrative Cytology?
3 Technical Background
3.1 [MES] Cell Microscopy and Modeling
3.1.1 Microscopy Types
3.1.1.1 Light Microscopy
3.1.1.2 Electron Microscopy
3.1.1.3 Summary
3.1.2 Microscopy Databases
3.1.2.1 CCDB
3.1.2.2 EMDB
3.1.3 Cell Modeling and Simulation
3.1.3.1 Amira
3.1.3.2 3ds Max
3.1.3.3 Blender
3.1.3.4 The VRML-Format
3.1.3.5 Cell Simulation
3.2 [MOL] Membrane Modeling
3.2.1 Spectroscopy Types
3.2.1.1 X-Ray Crystallography
3.2.1.2 Electron Crystallography
3.2.1.3 Nuclear Magnetic Resonance (NMR) Spectroscopy
3.2.1.4 Summary
3.2.2 Structure Databases
3.2.2.1 Protein Databases
3.2.2.1.1 The Protein Data Bank (PDB): Database and Format
3.2.2.1.2 DisProt
3.2.2.1.3 Protein Modal Portal
3.2.2.1.4 PDBTM
3.2.2.1.5 OPM
3.2.2.2 Lipid Databases
3.2.2.2.1 HIC-UP
3.2.2.2.2 PDB Ligand Expo
3.2.2.2.3 Avanti Lipids
3.2.2.2.4 Klotho
3.2.2.2.5 Chemistry Molecular Models
3.2.2.3 Membrane Databases
3.2.2.4 Quantitative Comparison of Databases
3.2.3 Membrane Modeling and Simulation
3.2.4 Membrane Packing Problems
3.2.5 Traditional Membrane Modeling Methods
3.2.5.1 Replacement Methods
3.2.5.2 Insertion Methods
3.2.5.3 Discussion
3.2.6 The Knapsack Problem
3.2.7 Packing Densities as a qualitative Criterion
3.3 [FUN] Network Reconstruction and Localization
3.3.1 Experimental Methods
3.3.2 Pathway and Localization Databases
3.3.2.1 Pathway Databases
3.3.2.1.1 KEGG
3.3.2.1.2 Reactome
3.3.2.2 Localization Databases
3.3.2.2.1 Reactome
3.3.2.2.2 BRENDA and the Enzyme Classification
3.3.2.2.3 UniProt
3.3.2.2.4 The Gene Ontology and the Redundancy of Terms
3.3.2.2.5 SUBA
3.3.3 Data Integration
3.3.3.1 The Data Warehouse: BioDWH and DAWIS-M.D.
3.3.3.2 ANDCell/ANDVisio
3.3.4 Network Mapping Problem
3.3.4.1 Node Distribution Problem
3.3.4.2 Network Layout Problem
3.3.4.3 Node Mapping Problem
3.4 [MES+MOL+FUN] Summary
3.4.1 Overview of Levels
3.4.2 Overview of Databases
3.4.3 Programming Tools
3.4.3.1 Java
3.4.3.2 Java 3D
4 Related Approaches
4.1 [MES] Cell Modeling Tools
4.1.1 Visual Cell Modeling
4.1.1.1 CELLmicrocosmos 1.0 DisplayCell
4.1.1.2 Meta!Blast
4.1.1.3 The Visible Cell® Project
4.1.1.4 AutoFill/AutoCell
4.1.1.5 LifeExplorer
4.1.2 Mathematical Cell Modeling and Simulation
4.1.2.1 E-Cell
4.1.2.2 The Virtual Cell (VCell)
4.1.2.3 CompuCell3D
4.1.2.4 ENVIRONMENT
4.1.3 Summary
4.2 [MOL] Membrane Modeling Tools
4.2.1 Membrane Visualization
4.2.2 Membrane Modeling
4.2.2.1 A Grid-based Method using MOE
4.2.2.2 ChemSW® Chemsite Pro®
4.2.2.3 CHARMM-GUI Membrane Builder
4.2.2.4 VMD Membrane-Plugin
4.2.2.5 Packmol
4.2.3 Summary
4.3 [FUN] Network Modeling Tools
4.3.1 2D Network Modeling Tools
4.3.1.1 Cytoscape
4.3.1.2 VANTED
4.3.1.3 VANESA
4.3.2 2.5D Network Modeling Tools
4.3.2.1 2.5D Network Comparison
4.3.2.2 Arena3D
4.3.2.3 BioCichlid
4.3.3 3D Network Modeling Tools
4.3.3.1 Metabolic Pathways in VRML
4.3.3.2 MetNetVR
4.3.3.3 GEOMI: Protein Interaction Networks in 3D
4.3.3.4 The Interactorium
4.3.3.5 Integration and Visualization of Multimodal Biological Data
4.3.3.6 3DScape
4.3.4 Summary
4.4 [MES+MOL+FUN] The missing Link
5 Methods and Implementation
5.1 [MES] Mesoscopic Modeling: Constructing a Virtual Cell Environment
5.1.1 Requirements
R1.I Realistic Cell Component Models (Abstraction Level 1)
R1.II Interpretative Cell Component Models (Abstraction Level 2)
R1.III Abstract Cell Component Models (Abstraction Level 3)
R1.IV Multiple Cell Component Types
R1.V Cell Component Layers
R1.VI Multiple Cell Compositions
R1.VII Cell Component Distribution
R1.VIII Color Schemes
R1.IX Import Capabilities
R1.X Export Capabilities
5.1.2 Methods
5.1.2.1 Cell Component Modeling and Abstraction Levels
5.1.2.1.1 3D-microscopy-based Modeling (Abstraction Level 1)
5.1.2.1.2 Molecular-structure-based Cell Component Modeling (Abstraction Level 1)
5.1.2.1.3 Interpretative Cell Component Modeling (Abstraction Level 2)
5.1.2.1.4 Abstract Cell Component Modeling (Abstraction Level 3)
5.1.2.2 Cell components in CellEditor and the SphereCell
5.1.2.3 Coloring Methods for Cell Components
5.1.2.3.1 Contrast Color Codes
5.1.2.3.2 Color Scales
5.1.2.3.3 The Color Codes/Scales in CellEditor
5.1.2.4 Cell Component Layers
5.1.2.5 CellEditor
5.1.2.6 Placing cell models
5.1.2.7 Import and Export Capabilities
5.1.3 Implementation Details
5.2 [MOL] Molecular Modeling: Integrating Lipids and Proteins into a Membrane
5.2.1 Requirements
R2.I Compatibility with different molecule types
R2.II Compatibility with the Fluid Mosaic Model
R2.III Membrane Composing
R2.IV Incorporation of microdomains
R2.V Performance for Desktop PCs and Laptop PCs
R2.VI Solution to Membrane Packing Problems
R2.VII Restriction to Geometrical Problem Solving
R2.VIII Semi-automatic Placement of Proteins
R2.IX Access to Databases: PDB, PDBTM and OPM
R2.X Visualization
R2.XI Packing Quality Verification
R2.XII Export capabilities for further visualizations and simulations
R2.XIII Import capabilities to analyze and visualize externally modified membranes
R2.XIV Modularity
R2.XV Reproducibility
5.2.2 Methods
5.2.2.1 PDB Integration
5.2.2.2 Lipid and Protein Packing
5.2.2.2.1 Lipid Packing
5.2.2.2.2 Protein Packing
5.2.2.2.3 Membrane Packing
5.2.2.3 Shape-based and Atomic-based Computation and Visualization
5.2.2.4 Membrane Model: Stacks and Microdomains
5.2.2.5 Lipid Packing Algorithms and the Two-and-a-half-dimensional Knapsack Problem
5.2.2.6 A high-density-generating Plugin Algorithm: The Wanderer
5.2.2.7 The Plugin-Interface
5.2.2.8 Seed-based random number generation
5.2.2.9 Reverse-Parsing
5.2.2.10 Lipid Packing Density and Statistics
5.2.3 Implementation Details
5.3 [FUN] Functional Modeling: Integrating Metabolic Networks into a Virtual Cell
5.3.1 Requirements
R3.I Import of Cell Models
R3.II Access to a Data Warehouse
R3.III Import of Network Structures
R3.IV Differentiation of Localization Terms
R3.V Import of Localization Data
R3.VI Access to Localization References
R3.VII Localization Visualization
R3.VIII Combination of different Networks
R3.IX Coloring Methods for the Network
R3.X Coloring Methods for the Localizations
R3.XI Node Distribution Algorithms
R3.XII Node Mapping Functions
R3.XIII Interactivity
R3.XIV 3D Navigation
R3.XV Shading for the Network
R3.XVI 3D Stereoscopy
R3.XVII Desktop and VR-ready
R3.XVIII Reproducibility
5.3.2 Methods
5.3.2.1 Cell Modeling as Basis
5.3.2.2 Network Reconstruction
5.3.2.2.1 Metabolic Pathways from KEGG
5.3.2.2.2 Pathway Import via SBML/AND
5.3.2.2.3 2D Viewer
5.3.2.3 Protein Localization
5.3.2.3.1 The Databases
5.3.2.3.2 Localization Import via AND
5.3.2.3.3 The Mapping Table
5.3.2.3.4 The Localization Table and Localization Referencing
5.3.2.3.5 The Localization Charts
5.3.2.4 Correlating Networks with Cell Components
5.3.2.5 Network Layouts
5.3.2.5.1 UUUSphere
5.3.2.5.2 ISOM
5.3.2.6 Node Mapping
5.3.2.7 Correlating Networks
5.3.2.8 Coloring Methods for Networks
5.3.2.9 Coloring Methods for Nodes
5.3.2.10 CELLmicrocosmos Navigation and the NodeDetails Window
5.3.2.11 3D Stereoscopy and Shading
5.3.2.12 Export Capabilities
5.3.2.12.1 XML (.Cm4)
5.3.2.12.2 SBML
5.3.2.12.3 VRML97
5.3.3 Implementation Details
5.3.3.1 Integration of DAWIS-M.D. and ANDCell
5.4 [MES+MOL+FUN] Integrative Modeling: Combining Mesoscopic, Molecular and Functional Modeling
5.4.1 Requirements
R4.I Combination of CellExplorer and MembraneEditor
R4.II Membrane Mapping
5.4.2 Methods
5.4.2.1 CellExplorer
5.4.2.2 CmX mRNA
5.4.2.3 Membrane Mapping
5.4.3 Implementation Details
6 Application Cases
6.1 [MES] Cm3 CellEditor
6.1.1 Construction of an Animal Cell
6.1.1.1 Construction of an Animal Comparison Cell
6.1.1.2 Construction of a regular Animal Cell
6.1.2 Construction of a Plant Cell
6.1.3 Construction of a Bacterial Cell
6.1.4 Construction of a SphereCell
6.1.5 VRML import of single cell components
6.1.6 VRML export of the whole cell environment
6.1.7 Cell Models for Exhibitions
6.1.8 Cell Models for Education
6.2 [MOL] Cm2 MembraneEditor
6.2.1 Modeling of inner and outer mitochondrial membranes
6.2.1.1 Modeling an outer mitochondrial membrane
6.2.1.2 Incorporation of cholesterol
6.2.1.3 Addition of an inner mitochondrial membrane
6.2.2 Application to the Classical 2D-Knapsack-Problem
6.2.3 Protein Placement
6.2.4 Computation of extreme densities
6.2.5 Modeling of a lipid raft-containing plasma membrane
6.3 [FUN] Cm4 PathwayIntegration
6.3.1 Localizing metabolic Pathways
6.3.1.1 Downloading the Citrate Cycle and the Glycolysis
6.3.1.2 First Localization Results
6.3.1.3 Investigating the preliminary Localizations
6.3.1.4 Examining an Outsider by direct Access to external Sources
6.3.1.5 Localization Result
6.3.1.6 3D Visualization
6.3.2 Cytological Disease Mapping
6.3.2.1 The Protein-Protein-Interaction Network Reconstruction
6.3.2.2 First Localization Results
6.3.2.3 Localization Assignment of the Pathway
6.3.2.4 Inter-species Comparison of three Pathways
6.3.2.5 Proof of Concept
6.4 [MES+MOL+FUN] Cm1 CellExplorer and CmX mRNA
6.4.1 Integrative Cell Models for Visualization
6.4.2 An interactive Journey from the Mesoscopic to the Molecular Level
6.4.3 An Animal Cell associated with publication-based Membranes
7 Conclusions and Outlook
7.1 [MES] Cell Modeling at the Mesoscopic Level
7.2 [MOL] Cell Modeling at the Molecular Level
7.3 [FUN] Cell Modeling at the Functional Level
7.4 [MES+MOL+FUN] Integrative Cell Modeling
7.5 Synthetic Cell Modeling
8 References
9 Appendix
9.1 Biological Abbreviations
9.1.1 Lipid Abbreviations [Genn89]
9.1.1.1 (Glycero-)Phospholipids
9.1.1.1.1 Cardiolipin
9.1.1.1.2 Phosphatidic Acid
9.1.1.1.3 Phosphatidylcholine
9.1.1.2 Phosphatidylethanolamine
9.1.1.2.1 Phosphatidylglycerol
9.1.1.2.2 Phosphatidylinositol
9.1.1.2.3 Phosphatidylserine
9.1.1.3 Sphingolipids
9.1.1.3.1 Sphingomyelin
9.1.1.4 Sterols
9.1.1.4.1 Cholesterol
9.1.2 Other Biological Abbreviations
9.2 Technical Abbreviations
9.3 Optimization Problem Definition
9.4 Abstraction Levels
9.5 Special Terms
9.6 The PDB Format: An Example
9.7 A Simple Membrane Packing Algorithm
9.8 The Enzyme Classification: An Example
9.9 2D Visualization of the Glycolysis in the 2D Viewer of CmPI
9.10 Coordinate Axes
9.11 Units and molecular components
9.12 Units of the cell
9.13 Common names of fatty acids
9.14 The Color Codes derived from the Color Alphabet of Green-Armytage
9.14.1 Color Codes for Eukayotic Cell Components
9.14.2 Color Codes for Prokaroytic Cell Components
9.15 Versioning Information
9.16 Projects and Participants
9.17 Implementation Work
9.17.1 Implementation Work of Björn Sommer
9.17.2 Implementation Work of Students and Colleagues
9.17.3 Cell Components and their Authors
9.18 Used Programs
9.19 Complete Comparison Tables
9.19.1 Cell Modeling Tools
9.19.2 Membrane Modeling Tools
9.19.3 Network Modeling Tools