This course gives an introduction to how to create genetic circuit models. These models leverage chemical reactions represented using the Systems Biology Markup Language (SBML). The second module introduces methods to simulate these models using ordinary differential equation (ODE) methods. The third module teach stochastic simulation methods. The fourth module introduces several variations of the stochastic simulation algorithm. Finally, the fifth module introduces genetic technology method that leverage computational analysis for selecting parts and verifying their performance.
This course can also be taken for academic credit as ECEA 5935, part of CU Boulder’s Master of Science in Electrical Engineering.
This week will describe the basics of modeling biological systems using chemical reactions, how these models can be represented using the Systems Biology Markup Language (SBML) standard, and how these models can be constructed using software tools such as iBioSim.
涵盖的内容
23个视频9篇阅读材料2个作业1次同伴评审
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23个视频•总计156分钟
Chemical Reaction Models•8分钟
Laws of Thermodynamics•9分钟
Law of Mass Action•11分钟
Genetic Circuit Models•14分钟
System Biology Markup Language•12分钟
Overview•10分钟
Project Management •5分钟
Creating a Model•4分钟
Species•7分钟
Promoters•5分钟
Compartments •1分钟
Modules•7分钟
Events•14分钟
Event Examples•15分钟
Unit Definitions •3分钟
Model Editor•3分钟
Constraints, Parameters, and Variables•2分钟
Reactions•7分钟
SBML Mathematical Formulas•7分钟
iBioSim Functions•4分钟
Rules•4分钟
Constraints •1分钟
Model Editor Preferences•3分钟
9篇阅读材料•总计141分钟
Course Updates and Accessibility Support•1分钟
Non-Credit Students: Welcome and Where to Find Help•10分钟
SBML Level 3: An Extensible Format for the Exchange and Reuse of Biological Models•25分钟
iBioSim 3: A Tool for Model-Based Genetic Circuit Design•25分钟
iBioSim Tutorial•45分钟
iBioSim Demo Video•5分钟
2个作业•总计25分钟
Chemical Reaction Model Basics•10分钟
Genetic Circuit Models Using SMBL•15分钟
1次同伴评审•总计60分钟
Genetic Toggle Switch Model•60分钟
Genetic Circuit Analysis (ODEs)
第 2 单元•小时 后完成
单元详情
This module will introduce the theory and methods for the analysis of genetic circuit models using ordinary differential equations (ODEs). In particular, it will describe the classical chemical kinetic model, numerical methods for ODE simulation of these models, and techniques to analyze these ODE models qualitatively.
Engineering Genetic Circuits Chapter 3 (Sections 3.3 and 3.4)•15分钟
3个作业•总计60分钟
Chemical Kinetic Models•15分钟
ODE Simulation Methods•30分钟
Qualitative ODE Analysis•15分钟
1次同伴评审•总计60分钟
ODE Simulation Using iBioSim•60分钟
Stochastic Analysis
第 3 单元•小时 后完成
单元详情
This module will introduce stochastic analysis methods for genetic circuits. In particular, it will introduce the stochastic chemical kinetics model, Gillespie's Stochastic Simulation Algorithm (SSA) to analyze these models, and various alternative stochastic analysis methods. Finally, the module will conclude with some additional topics: the Chemical Langevin Equation, stochastic Petri nets, the phage lambda model, and spatial Gillespie methods.
涵盖的内容
20个视频4篇阅读材料4个作业1次同伴评审
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20个视频•总计155分钟
Introduction•6分钟
Stochastic Chemical Kinetic Model•9分钟
Biomolecular Reaction Channel•14分钟
Monomolecular Reactions•1分钟
Trimolecular Reactions•6分钟
Jump Markov Processes•9分钟
Introduction•2分钟
Derivation of Gillespie's Stochastic Simulation Algorithm•9分钟
Implementation of Gillespie's SSA•3分钟
Gillespie's SSA Examples•7分钟
Gillespie's First Reaction Method•4分钟
Gibson/Bruck's Improvements•8分钟
Composition and Rejection•9分钟
Tau Leaping•18分钟
Explicit Tau-Leaping Simulation Algorithm•13分钟
The Chemical Langevin Equation•8分钟
The Reaction Rate Equation•9分钟
Stochastic Petri Nets•6分钟
Phage Lambda Model•12分钟
Spatial Gillespie•3分钟
4篇阅读材料•总计65分钟
Engineering Genetic Circuits Chapter 4 (Sections 4.1 and 4.2)•15分钟
Engineering Genetic Circuits Chapter 4 (Sections 4.4 and 4.5)•15分钟
Engineering Genetic Circuits Chapter 4 (Sections 4.6 to 4.9)•20分钟
4个作业•总计70分钟
Stochastic Chemical Kinetics•10分钟
Stochastic Simulation Methods•30分钟
Alternative Stochastic Simulation Algorithms•15分钟
Additional Stochastic Simulation Topics•15分钟
1次同伴评审•总计60分钟
Stochastic Simulation Using iBioSim•60分钟
SSA Variations
第 4 单元•小时 后完成
单元详情
This module presents several variations on the SSA algorithm to solve particular analysis problems. In particular, the hierarchical SSA (hSSA) methods enable the analysis of large models, the weighted SSA (wSSA) methods allow for the analysis of rare events, and the incremental SSA (iSSA) methods enable the determination of typical behaviors.
涵盖的内容
18个视频4篇阅读材料3个作业
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18个视频•总计79分钟
Population-Based Models•4分钟
The Hierarchical Stochastic Simulation Algorithm•6分钟
Hierarchical Simulation Example•11分钟
Runtime Comparison between hSSA and SSA•3分钟
Array Package for Tracking Cellular Populations•7分钟
Population of Repressilator Circuits Using Arrays•2分钟
Population of Genetic Toggle Circuits Using Arrays•6分钟
Motivation and Background•5分钟
Important Sampling•3分钟
Underlying Mathematics of the wSSA•7分钟
The weighted stochastic simulation algorithm •3分钟
Introduction and Motivation•3分钟
Incremental Stochastic Simulation Algorithm•5分钟
Marginal Probability Density Evolution•5分钟
Mean Path•3分钟
Median Path•3分钟
Adaptive Time Step•2分钟
Multiple Paths•4分钟
4篇阅读材料•总计125分钟
Hierarchical Stochastic Simulation Algorithm for SBML Models of Genetic Circuits•35分钟
Efficient Analysis of Systems Biology Markup Language Models of Cellular Populations using Arrays•30分钟
An Efficient and Exact Stochastic Simulation Method to Analyze Rare Events in Biochemical Systems•30分钟
An Incremental Stochastic Simulation Algorithm for Genetic Circuits•30分钟
3个作业•总计35分钟
Hierarchical SSA (hSSA)•10分钟
Weighted SSA (wSSA)•15分钟
Incremental SSA (iSSA)•10分钟
Genetic Circuit Technology Mapping
第 5 单元•小时 后完成
单元详情
This module presents various ways that modeling can be utilized in genetic circuit design to select parts for optimal performance.
涵盖的内容
21个视频4篇阅读材料4个作业
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21个视频•总计103分钟
Introduction•3分钟
Crosstalk•1分钟
Signal Mismatch•4分钟
Roadblocking•8分钟
Genetic Context Effects•3分钟
Automation and Computer Aided Design•4分钟
Library Creation•12分钟
Existing Technology Mapping•2分钟
Overview of Cello•6分钟
Genetic Gate Assignment•6分钟
Impact of Gate Isolation and Gate and Gate Library•3分钟
Cello Circuit Examples•6分钟
Analysis of Circuit Failures•8分钟
Overview of iBioSim's Technology Mapping•2分钟
DAG Representation•2分钟
Partitioning and Decomposition•3分钟
Matching and Covering•8分钟
Technology Mapping's Cost•3分钟
Model Generation•4分钟
Rule 30 Example•3分钟
Sequential Genetic Circuits•10分钟
4篇阅读材料•总计120分钟
Technology Mapping of Genetic Circuits: From Optimal to Fast Solutions•30分钟
Genetic Circuit Design Automation•30分钟
Directed Acyclic Graph-Based Technology Mapping of Genetic Circuit Models•30分钟
Design of Asynchronous Genetic Circuits•30分钟
4个作业•总计50分钟
Introduction to Genetic Technology Mapping•15分钟
Cello's Technology Mapping•15分钟
iBioSim's Technology Mapping•10分钟
Verification of Genetic Circuit Designs•10分钟
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攻读学位
课程 是 University of Colorado Boulder提供的以下学位课程的一部分。如果您被录取并注册,您已完成的课程可计入您的学位学习,您的学习进度也可随之转移。
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