ODE/PDE Analysis of Multiple Myeloma: Programming in R
Autor William Schiesseren Limba Engleză Paperback – feb 2022
Mathematical models for multiple myeloma based on ordinary and partial differential equations (ODE/PDEs) are presented in this book, starting with a basic ODE model in Chapter 1, and concluding with a detailed ODE/PDE model in Chapter 4 that gives the spatiotemporal distribution of four dependent variable components in the bone marrow and peripheral blood: (1) protein produced by multiple myeloma cells, termed the M protein, (2) cytotoxic T lymphocytes (CTLs), (3) natural killer (NK) cells, and (4) regulatory T cells (Tregs).
The computer-based implementation of the example models is presented through routines coded (programmed) in R, a quality, open-source scientific computing system that is readily available from the Internet. Formal mathematics is minimized, e.g., no theorems and proofs. Rather, the presentation is through detailed examples that the reader/researcher/analyst can execute on modest computers using the R routines that are available through a download. The PDE analysis is based on the method of lines (MOL), an established general algorithm for PDEs, implemented with finite differences.
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Specificații
ISBN-13: 9780367495510
ISBN-10: 0367495511
Pagini: 148
Ilustrații: 40
Dimensiuni: 156 x 234 x 8 mm
Greutate: 0.45 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
ISBN-10: 0367495511
Pagini: 148
Ilustrații: 40
Dimensiuni: 156 x 234 x 8 mm
Greutate: 0.45 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Cuprins
1. Introductory ODE Model. 2. Basic PDE Model. 3. PDE Model with External Transfer. 4. ODE/PDE Model Parameter Analysis. 5. Detailed Analysis of PEDs in ODE/PDE Model. Appendix A1: Functions dss004, dss044
Notă biografică
William E. Schiesser is the Emeritus McCann Professor in the chemical and biomolecular engineering department at Lehigh University as well as a former professor in the mathematics department. He recently authored several books on computer-based solutions to models of living systems, such as the development of Parkinson’s disease. He holds a Ph.D. from Princeton University and an honorary Sc.D. from the University of Mons, Belgium. He is the author or co-author of a series of books in his field of research on numerical methods and associated software for ordinary, differential-algebraic and partial differential equations (ODE/DAE/PDEs) and the development of mathematical models based on ODE/DAE/PDEs.
Descriere
The intent of this book is to present a methodology for the formulation and computer implementation of mathematical models for multiple myeloma, a form of bone cancer. The models are stated as systems of ordinary and partial differential equations (ODE/PDEs).