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Complex systems and computational bi...

An, Gary.

Complex systems and computational biology approaches to acute inflammationa framework for model-based precision medicine /

紀錄類型:	書目-電子資源 : Monograph/item
正題名/作者:	Complex systems and computational biology approaches to acute inflammationedited by Yoram Vodovotz, Gary An.
其他題名:	a framework for model-based precision medicine /
其他作者:	Vodovotz, Yoram.
出版者:	Cham :Springer International Publishing :2021.
面頁冊數:	ix, 312 p. :ill. (some col.), digital ;25 cm.
Contained By:	Springer Nature eBook
標題:	InflammationMathematical models.
電子資源:	https://doi.org/10.1007/978-3-030-56510-7
ISBN:	9783030565107$q(electronic bk.)

Complex systems and computational biology approaches to acute inflammationa framework for model-based precision medicine /
Complex systems and computational biology approaches to acute inflammationa framework for model-based precision medicine /[electronic resource] :edited by Yoram Vodovotz, Gary An. - Second edition. - Cham :Springer International Publishing :2021. - ix, 312 p. :ill. (some col.), digital ;25 cm.

1. An Overview of the Translational Dilemma and the Need for Model-based Precision Medicine -- 2 Translational Equation-based Modeling -- 3. Agent-based Modeling in Translational Systems Biology -- 4. Integrating Data-driven and Mechanistic Modeling in Sepsis and Trauma -- 5. Therapeutics as Control: Model-based approaches for control discovery -- 6. Disorder of Systemic Inflammation in Sepsis and Trauma: A Systems Perspective -- 7. Multi-scale equation-based models: Insights for Inflammation and Physiological Variability -- 8. In silico Trials and Personalized Therapy for Sepsis and Trauma -- 9. Computational Modeling of the Coagulation Response -- 10. Disorder of Localized Inflammation in Wound Healing -- 11. Equation-based Models of Wound Healing and Collective Cell Migration -- 12. Agent-based Models of Wound Healing -- 13. Tissue realistic translational modeling of gut inflammation -- 14. Data-Driven Modeling of Liver Injury, Inflammation, and Fibrosis -- 15. Computational Modeling of Tuberculosis -- 16. The Rationale and Implementation of Model-based Precision Medicine for Inflammatory Diseases -- Index.

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: 9783030565107$q(electronic bk.)

Standard No.: 10.1007/978-3-030-56510-7doiSubjects--Topical Terms:

888174
Inflammation
--Mathematical models.

LC Class. No.: RB131 / .C65 2021

Dewey Class. No.: 616.0473

National Library of Medicine Call No.: QW 700

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520 $a 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.
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