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Chemotaxis Modeling of Autoimmune Inflammation - PDE Computer Analysis in R (Hardcover)
Loot Price: R2,713
Discovery Miles 27 130
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Chemotaxis Modeling of Autoimmune Inflammation - PDE Computer Analysis in R (Hardcover)
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In response to an infection (e.g., from pathogens such as bacteria
and viruses), the immune system can deplete macrophages
(specialized white blood cells) and produce cytokines that are
pro-inflammatory or anti-inflammatory. This counterproductive
autoimmune response is represented mathematically as nonlinear
chemotaxis diffusion. This book is directed to the computer-based
modeling of chemotaxis inflammation. The spatiotemporal analysis is
based on a model of three partial differential equations (PDEs).
The three PDE model is coded (programmed) as a set of routines in
R, a quality, open-source, scientific programming system. The
numerical integration (solution) of the PDEs is by the method of
lines (MOL). The three PDE model can be used for computer-based
experimentation, for example, parameter variation and changes in
the model equations or alternate models, to enhance a quantitative
understanding of a postulated inflammation. This experimentation is
illustrated by chapters pertaining to: (1) the computation and
display of the PDE time derivatives, (2) the RHS terms of the PDEs
with emphasis on the chemotaxis terms, (3) parameter variations to
demonstrate parameter effects and sensitivities and (4) additonal
terms in the PDEs to include PDE coupling and extensions of the
basic PDE model.
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