In Silico Clinical Trials for Cardiovascular Disease

A Finite Element and Machine Learning Approach

Inbunden, Engelska, 2024

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Beskrivning

This book covers in silico clinical trials of cardiovascular disease using a finite element and machine learning approach. Part I describes the fundamentals as well as the latest developments in the field: finite element modeling, system biology modeling for drug optimization, artificial intelligence approach for medical image processing, as well as pharmacokinetic and AI modeling. Part II provides use cases to describe how in silico clinical trials of cardiovascular disease are applied to specific cardiovascular diseases: carotid artery plaque modeling, aorta stenosis modeling, stent biodegradation modeling, surrogate AI model for left ventricle modeling, and more.This book is geared toward upper-level undergraduate and graduate students as well as for researchers in the domains of bioengineering, biomechanics, biomedical engineering and medicine.

Produktinformation

Utgivningsdatum:2024-07-28
Mått:155 x 235 x 29 mm
Vikt:816 g
Format:Inbunden
Språk:Engelska
Antal sidor:426
Upplaga:2024
Förlag:Springer International Publishing AG
ISBN:9783031600432

Utforska kategorier

Fysiologi inom Medicin
Biokemisk teknik inom Naturvetenskap och teknik
Hjärt- och kärlsjukdomar inom Medicin

Mer om författaren

Nenad Filipovic is a Professor within the Faculty of Engineering at the University of Kragujevac.

Innehållsförteckning

Chapter 1 - Heart physiology and heart diseases, Djordje Jakovljevic, Nenad Filipovic.- Chapter 2 - Finite element modeling, Nenad Filipovic.- Chapter 3 - System biology modeling for drug optimization, Marko Zivanovic, Nenad Filipovic.- Chapter 4 - Artificial intelligence approach for medical image processing, Tijana Sustersic, Nenad Filipovic.-Chapter 5 - Pharmacokinetic and AI modeling, Lazar Velicki, Nenad Filipovic.- Chapter 6 - Molecular micro modeling of heart muscle, Momcilo Prodanovic, Nenad Filipovic.- Chapter 7 - Use case: Risk stratification of cardiomyopathy disease, Lazar Dasic, Nenad Filipovic.- Chapter 8 - Use case: Surrogate AI model for left ventricle modeling, Bogdan Milicevic, Nenad Filipovic.- Chapter 9 - Use case: Carotid artery plaque modeling, Andjela Blagojevic, Nenad Filipovic.- Chapter 10 - Use case: Stent deployment for coronary artery, Miljan Milosevic, Nenad Filipovic.- Chapter 11 - Use case: Balloon deployment for peripheral arteries. Aleksandra Vulovic, Nenad Filipovic.- Chapter 12 - Use case: Aorta stenosis modeling, Smiljana Tomasevic, Nenad Filipovic.- Chapter 13 - Use case: Stent biodegradation modeling, Dalibor Nikolic, Nenad Filipovic.