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Complex Systems and Computational Biology Approaches to Acute Inflammation

Complex Systems and Computational Biology Approaches to Acute Inflammation

A Framework for Model-based Precision Medicine

by Yoram Vodovotz and Gary An
Hardback
Publication Date: 05/11/2020

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This second edition expands upon and updates the vital research covered in its predecessor, by presenting state-of-the-art multidisciplinary and systems-oriented approaches to complex diseases arising from and driven by the acute inflammatory response. The chapters in this volume provide an introduction to different types of computational modeling, and how these methods can be applied to specific inflammatory diseases, with a focus on providing readers a roadmap for integrating advanced mathematical and computational techniques with traditional experimental methods. In this second edition, we cover both well-established and emerging modeling methods, especially state-of-the-art machine learning approaches and the integration of data-driven and mechanistic modeling.

This volume introduces the concept of Model-based Precision Medicine as an alternative approach to the current view of Precision Medicine, based on leveraging mechanistic computational modeling to decrease cost while increasing the information value of the data being obtained.


By presenting the role of computational modeling as an integrated component of the research process, Complex Systems and Computational Biology Approaches to Acute Inflammation: A Framework for Model-based Precision Medicine offers a window into the recent past, the present, and the future of computationally-augmented biomedical research.
ISBN:
9783030565091
9783030565091
Category:
Immunology
Format:
Hardback
Publication Date:
05-11-2020
Publisher:
Springer Nature Switzerland AG
Country of origin:
Switzerland
Edition:
2nd Edition
Pages:
312
Dimensions (mm):
235x155mm
Weight:
0.65kg

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