Fundamentals of Systems Biology From Synthetic Circuits to Whole-cell Models
Auteur : Covert Markus W.
For decades biology has focused on decoding cellular processes one gene at a time, but many of the most pressing biological questions, as well as diseases such as cancer and heart disease, are related to complex systems involving the interaction of hundreds, or even thousands, of gene products and other factors. How do we begin to understand this complexity?
Fundamentals of Systems Biology: From Synthetic Circuits to Whole-cell Models introduces students to methods they can use to tackle complex systems head-on, carefully walking them through studies that comprise the foundation and frontier of systems biology. The first section of the book focuses on bringing students quickly up to speed with a variety of modeling methods in the context of a synthetic biological circuit. This innovative approach builds intuition about the strengths and weaknesses of each method and becomes critical in the book?s second half, where much more complicated network models are addressed?including transcriptional, signaling, metabolic, and even integrated multi-network models.
The approach makes the work much more accessible to novices (undergraduates, medical students, and biologists new to mathematical modeling) while still having much to offer experienced modelers--whether their interests are microbes, organs, whole organisms, diseases, synthetic biology, or just about any field that investigates living systems.
Introduction to Systems Biology. Biological Networks. High-throughput Data and the Omics Revolution. Biological Network Structure. From Network Diagrams to Computational Models. Studying the Dynamic Behavior of Biological Systems. Toward a Whole-Cell Model: Qualitative and Constraint-Based Approaches. How Cells Respond to Random Internal and External Fluctuations. Capturing Differences and Interactions between Cells. Systems Biology as a Community.
Date de parution : 02-2015
15.2x22.9 cm
Date de parution : 06-2017
15.6x23.4 cm
Thèmes de Fundamentals of Systems Biology :
Mots-clés :
Steady State Protein Level; Ordinary Differential Equations; systems biology; Mass Action Kinetics; computational biology; Single Input Module; mathematical modeling; DNA Protein Complex; whole cell modeling; Autoregulatory Circuit; synthetic biology; Boolean Analysis; Markus W; Covert; Free DNA; DNA Protein Interaction; Compartment Diagram; Exchange Fluxes; Steady State Protein; Steady State Expression Level; Transcriptional Regulatory Networks; Negative Autoregulation; Metabolic Network; Free mRNAs; Protein Concentration; Feed Forward Loop; Euler Method; Incoherent Feed Forward Loop; Midpoint Method; Runge Kutta Method; Flagellar Biosynthesis; Fixed Point