Prediction Methods For Blood Glucose Concentration

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Personalized Predictive Modeling in Type 1 Diabetes

Author : Eleni I. Georga
Publisher : Academic Press
ISBN 13 : 0128051469
Total Pages : 253 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Personalized Predictive Modeling in Type 1 Diabetes by : Eleni I. Georga

Download or read book Personalized Predictive Modeling in Type 1 Diabetes written by Eleni I. Georga and published by Academic Press. This book was released on 2017-12-11 with total page 253 pages. Available in PDF, EPUB and Kindle. Book excerpt: Personalized Predictive Modeling in Diabetes features state-of-the-art methodologies and algorithmic approaches which have been applied to predictive modeling of glucose concentration, ranging from simple autoregressive models of the CGM time series to multivariate nonlinear regression techniques of machine learning. Developments in the field have been analyzed with respect to: (i) feature set (univariate or multivariate), (ii) regression technique (linear or non-linear), (iii) learning mechanism (batch or sequential), (iv) development and testing procedure and (v) scaling properties. In addition, simulation models of meal-derived glucose absorption and insulin dynamics and kinetics are covered, as an integral part of glucose predictive models. This book will help engineers and clinicians to: select a regression technique which can capture both linear and non-linear dynamics in glucose metabolism in diabetes, and which exhibits good generalization performance under stationary and non-stationary conditions; ensure the scalability of the optimization algorithm (learning mechanism) with respect to the size of the dataset, provided that multiple days of patient monitoring are needed to obtain a reliable predictive model; select a features set which efficiently represents both spatial and temporal dependencies between the input variables and the glucose concentration; select simulation models of subcutaneous insulin absorption and meal absorption; identify an appropriate validation procedure, and identify realistic performance measures. Describes fundamentals of modeling techniques as applied to glucose control Covers model selection process and model validation Offers computer code on a companion website to show implementation of models and algorithms Features the latest developments in the field of diabetes predictive modeling

Engineering Applications of Neural Networks

Author : Lazaros S. Iliadis
Publisher : Springer Science & Business Media
ISBN 13 : 3642239560
Total Pages : 555 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Engineering Applications of Neural Networks by : Lazaros S. Iliadis

Download or read book Engineering Applications of Neural Networks written by Lazaros S. Iliadis and published by Springer Science & Business Media. This book was released on 2011-09-08 with total page 555 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two-volume set IFIP AICT 363 and 364 constitutes the refereed proceedings of the 12th International Conference on Engineering Applications of Neural Networks, EANN 2011, and the 7th IFIP WG 12.5 International Conference, AIAI 2011, held jointly in Corfu, Greece, in September 2011. The 52 revised full papers and 28 revised short papers presented together with 31 workshop papers were carefully reviewed and selected from 150 submissions. The first volume includes the papers that were accepted for presentation at the EANN 2011 conference. They are organized in topical sections on computer vision and robotics, self organizing maps, classification/pattern recognition, financial and management applications of AI, fuzzy systems, support vector machines, learning and novel algorithms, reinforcement and radial basis function ANN, machine learning, evolutionary genetic algorithms optimization, Web applications of ANN, spiking ANN, feature extraction minimization, medical applications of AI, environmental and earth applications of AI, multi layer ANN, and bioinformatics. The volume also contains the accepted papers from the Workshop on Applications of Soft Computing to Telecommunication (ASCOTE 2011), the Workshop on Computational Intelligence Applications in Bioinformatics (CIAB 2011), and the Second Workshop on Informatics and Intelligent Systems Applications for Quality of Life Information Services (ISQLIS 2011).

Handbook of Optical Sensing of Glucose in Biological Fluids and Tissues

Author : Valery V. Tuchin
Publisher : CRC Press
ISBN 13 : 9781584889755
Total Pages : 744 pages
Book Rating : 4.8/5 (897 download)

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Book Synopsis Handbook of Optical Sensing of Glucose in Biological Fluids and Tissues by : Valery V. Tuchin

Download or read book Handbook of Optical Sensing of Glucose in Biological Fluids and Tissues written by Valery V. Tuchin and published by CRC Press. This book was released on 2008-12-22 with total page 744 pages. Available in PDF, EPUB and Kindle. Book excerpt: Although noninvasive, continuous monitoring of glucose concentration in blood and tissues is one of the most challenging areas in medicine, a wide range of optical techniques has recently been designed to help develop robust noninvasive methods for glucose sensing. For the first time in book form, the Handbook of Optical Sensing of Glucose in Biological Fluids and Tissues analyzes trends in noninvasive optical glucose sensing and discusses its impact on tissue optical properties. This handbook presents methods that improve the accuracy in glucose prediction based on infrared absorption spectroscopy, recent studies on the influence of acute hyperglycemia on cerebral blood flow, and the correlation between diabetes and the thermo-optical response of human skin. It examines skin glucose monitoring by near-infrared spectroscopy (NIR), fluorescence-based glucose biosensors, and a photonic crystal contact lens sensor. The contributors also explore problems of polarimetric glucose sensing in transparent and turbid tissues as well as offer a high-resolution optical technique for noninvasive, continuous, and accurate blood glucose monitoring and glucose diffusion measurement. Written by world-renowned experts in biomedical optics and biophotonics, this book gives a complete, state-of-the-art treatise on the design and applications of noninvasive optical methods and instruments for glucose sensing.

Prediction Methods for Blood Glucose Concentration

Author : Harald Kirchsteiger
Publisher : Springer
ISBN 13 : 331925913X
Total Pages : 271 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Prediction Methods for Blood Glucose Concentration by : Harald Kirchsteiger

Download or read book Prediction Methods for Blood Glucose Concentration written by Harald Kirchsteiger and published by Springer. This book was released on 2015-11-24 with total page 271 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book tackles the problem of overshoot and undershoot in blood glucose levels caused by delay in the effects of carbohydrate consumption and insulin administration. The ideas presented here will be very important in maintaining the welfare of insulin-dependent diabetics and avoiding the damaging effects of unpredicted swings in blood glucose – accurate prediction enables the implementation of counter-measures. The glucose prediction algorithms described are also a key and critical ingredient of automated insulin delivery systems, the so-called “artificial pancreas”. The authors address the topic of blood-glucose prediction from medical, scientific and technological points of view. Simulation studies are utilized for complementary analysis but the primary focus of this book is on real applications, using clinical data from diabetic subjects. The text details the current state of the art by surveying prediction algorithms, and then moves beyond it with the most recent advances in data-based modeling of glucose metabolism. The topic of performance evaluation is discussed and the relationship of clinical and technological needs and goals examined with regard to their implications for medical devices employing prediction algorithms. Practical and theoretical questions associated with such devices and their solutions are highlighted. This book shows researchers interested in biomedical device technology and control researchers working with predictive algorithms how incorporation of predictive algorithms into the next generation of portable glucose measurement can make treatment of diabetes safer and more efficient.

Data-driven Modeling for Diabetes

Author : Vasilis Marmarelis
Publisher : Springer Science & Business
ISBN 13 : 3642544649
Total Pages : 241 pages
Book Rating : 4.6/5 (425 download)

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Book Synopsis Data-driven Modeling for Diabetes by : Vasilis Marmarelis

Download or read book Data-driven Modeling for Diabetes written by Vasilis Marmarelis and published by Springer Science & Business. This book was released on 2014-04-22 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: This contributed volume presents computational models of diabetes that quantify the dynamic interrelationships among key physiological variables implicated in the underlying physiology under a variety of metabolic and behavioral conditions. These variables comprise for example blood glucose concentration and various hormones such as insulin, glucagon, epinephrine, norepinephrine as well as cortisol. The presented models provide a powerful diagnostic tool but may also enable treatment via long-term glucose regulation in diabetics through closed-look model-reference control using frequent insulin infusions, which are administered by implanted programmable micro-pumps. This research volume aims at presenting state-of-the-art research on this subject and demonstrating the potential applications of modeling to the diagnosis and treatment of diabetes. The target audience primarily comprises research and experts in the field but the book may also be beneficial for graduate students.

Glucose Monitoring Devices

Author : Chiara Fabris
Publisher : Academic Press
ISBN 13 : 0128168846
Total Pages : 386 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Glucose Monitoring Devices by : Chiara Fabris

Download or read book Glucose Monitoring Devices written by Chiara Fabris and published by Academic Press. This book was released on 2020-06-02 with total page 386 pages. Available in PDF, EPUB and Kindle. Book excerpt: Glucose Monitoring Devices: Measuring Blood Glucose to Manage and Control Diabetes presents the state-of-the-art regarding glucose monitoring devices and the clinical use of monitoring data for the improvement of diabetes management and control. Chapters cover the two most common approaches to glucose monitoring–self-monitoring blood glucose and continuous glucose monitoring–discussing their components, accuracy, the impact of use on quality of glycemic control as documented by landmark clinical trials, and mathematical approaches. Other sections cover how data obtained from these monitoring devices is deployed within diabetes management systems and new approaches to glucose monitoring. This book provides a comprehensive treatment on glucose monitoring devices not otherwise found in a single manuscript. Its comprehensive variety of topics makes it an excellent reference book for doctoral and postdoctoral students working in the field of diabetes technology, both in academia and industry. - Presents a comprehensive approach that spans self-monitoring blood glucose devices, the use of continuous monitoring in the artificial pancreas, and intraperitoneal glucose sensing - Provides a high-level descriptions of devices, as well as detailed mathematical descriptions of methods and techniques - Written by experts in the field with vast experience in the field of diabetes and diabetes technology

Hypoglycemia in Diabetes

Author : Philip Cryer
Publisher : American Diabetes Association
ISBN 13 : 1580406491
Total Pages : 194 pages
Book Rating : 4.5/5 (84 download)

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Book Synopsis Hypoglycemia in Diabetes by : Philip Cryer

Download or read book Hypoglycemia in Diabetes written by Philip Cryer and published by American Diabetes Association. This book was released on 2016-07-12 with total page 194 pages. Available in PDF, EPUB and Kindle. Book excerpt: Intended for diabetes researchers and medical professionals who work closely with patients with diabetes, this newly updated and expanded edition provides new perspectives and direct insight into the causes and consequences of this serious medical condition from one of the foremost experts in the field. Using the latest scientific and medical developments and trends, readers will learn how to identify, prevent, and treat this challenging phenomenon within the parameters of the diabetes care regimen.

Glucose Sensing

Author : Chris D. Geddes
Publisher : Springer Science & Business Media
ISBN 13 : 0387330151
Total Pages : 460 pages
Book Rating : 4.3/5 (873 download)

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Book Synopsis Glucose Sensing by : Chris D. Geddes

Download or read book Glucose Sensing written by Chris D. Geddes and published by Springer Science & Business Media. This book was released on 2007-12-29 with total page 460 pages. Available in PDF, EPUB and Kindle. Book excerpt: An essential reference for any laboratory working in the analytical fluorescence glucose sensing field. The increasing importance of these techniques is typified in one emerging area by developing non-invasive and continuous approaches for physiological glucose monitoring. This volume incorporates analytical fluorescence-based glucose sensing reviews, specialized enough to be attractive to professional researchers, yet appealing to a wider audience of scientists in related disciplines of fluorescence.

Functional Brain Imaging

Author : William W. Orrison
Publisher : Elsevier Health Sciences
ISBN 13 : 1483284441
Total Pages : 496 pages
Book Rating : 4.4/5 (832 download)

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Book Synopsis Functional Brain Imaging by : William W. Orrison

Download or read book Functional Brain Imaging written by William W. Orrison and published by Elsevier Health Sciences. This book was released on 2017-02-24 with total page 496 pages. Available in PDF, EPUB and Kindle. Book excerpt: Functional Brain Imaging

Nanotechnology and Biosensors

Author : Dimitrios P Nikolelis
Publisher : Elsevier
ISBN 13 : 0128138858
Total Pages : 474 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Nanotechnology and Biosensors by : Dimitrios P Nikolelis

Download or read book Nanotechnology and Biosensors written by Dimitrios P Nikolelis and published by Elsevier. This book was released on 2018-06-27 with total page 474 pages. Available in PDF, EPUB and Kindle. Book excerpt: Nanotechnology and Biosensors shows how nanotechnology is used to create affordable, mass-produced, portable, small sized biosensors to directly monitor environmental pollutants. In addition, it provides information on their integration into components and systems for mass market applications in food analysis, environmental monitoring and health diagnostics. Nanotechnology has led to a dramatic improvement in the performance, sensitivity and selectivity of biosensors. As metal-oxide and carbon nanostructures, gold and magnetite nanoparticles, and the integration of dendrimers in biosensors using nanotechnology have contributed greatly in making biosensors more effective and affordable on a mass-market level, this book presents a timely resource on the topic. - Highlights nanotechnology-based approaches to the detection of enzyme inhibitors, direct enzymatic and microbial detection of metabolites, and nutrients using biosensors - Includes examples on how nanotechnology has lead to improvements in the construction of portable, selective and sensitive biosensing devices - Offers thorough coverage of biomarker/biosensor interaction for the rapid detection of toxicants and pollutants

Handbook of Intelligent Computing and Optimization for Sustainable Development

Author : Mukhdeep Singh Manshahia
Publisher : John Wiley & Sons
ISBN 13 : 1119792622
Total Pages : 944 pages
Book Rating : 4.1/5 (197 download)

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Book Synopsis Handbook of Intelligent Computing and Optimization for Sustainable Development by : Mukhdeep Singh Manshahia

Download or read book Handbook of Intelligent Computing and Optimization for Sustainable Development written by Mukhdeep Singh Manshahia and published by John Wiley & Sons. This book was released on 2022-02-11 with total page 944 pages. Available in PDF, EPUB and Kindle. Book excerpt: HANDBOOK OF INTELLIGENT COMPUTING AND OPTIMIZATION FOR SUSTAINABLE DEVELOPMENT This book provides a comprehensive overview of the latest breakthroughs and recent progress in sustainable intelligent computing technologies, applications, and optimization techniques across various industries. Optimization has received enormous attention along with the rapidly increasing use of communication technology and the development of user-friendly software and artificial intelligence. In almost all human activities, there is a desire to deliver the highest possible results with the least amount of effort. Moreover, optimization is a very well-known area with a vast number of applications, from route finding problems to medical treatment, construction, finance, accounting, engineering, and maintenance schedules in plants. As far as optimization of real-world problems is concerned, understanding the nature of the problem and grouping it in a proper class may help the designer employ proper techniques which can solve the problem efficiently. Many intelligent optimization techniques can find optimal solutions without the use of objective function and are less prone to local conditions. The 41 chapters comprising the Handbook of Intelligent Computing and Optimization for Sustainable Development by subject specialists, represent diverse disciplines such as mathematics and computer science, electrical and electronics engineering, neuroscience and cognitive sciences, medicine, and social sciences, and provide the reader with an integrated understanding of the importance that intelligent computing has in the sustainable development of current societies. It discusses the emerging research exploring the theoretical and practical aspects of successfully implementing new and innovative intelligent techniques in a variety of sectors, including IoT, manufacturing, optimization, and healthcare. Audience It is a pivotal reference source for IT specialists, industry professionals, managers, executives, researchers, scientists, and engineers seeking current research in emerging perspectives in the field of artificial intelligence in the areas of Internet of Things, renewable energy, optimization, and smart cities.

Sensing Technology: Current Status and Future Trends IV

Author : Alex Mason
Publisher : Springer
ISBN 13 : 9783319128979
Total Pages : 0 pages
Book Rating : 4.1/5 (289 download)

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Book Synopsis Sensing Technology: Current Status and Future Trends IV by : Alex Mason

Download or read book Sensing Technology: Current Status and Future Trends IV written by Alex Mason and published by Springer. This book was released on 2014-12-01 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is written for academic and industry professionals working in the field of sensing, instrumentation and related fields, and is positioned to give a snapshot of the current state of the art in sensing technology, particularly from the applied perspective. The book is intended to give broad overview of the latest developments, in addition to discussing the process through which researchers go through in order to develop sensors, or related systems, which will become more widespread in the future.

21st European Symposium on Computer Aided Process Engineering

Author : E. N. Pistikopoulos
Publisher : Elsevier
ISBN 13 : 044453895X
Total Pages : 2087 pages
Book Rating : 4.4/5 (445 download)

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Book Synopsis 21st European Symposium on Computer Aided Process Engineering by : E. N. Pistikopoulos

Download or read book 21st European Symposium on Computer Aided Process Engineering written by E. N. Pistikopoulos and published by Elsevier. This book was released on 2011-07-21 with total page 2087 pages. Available in PDF, EPUB and Kindle. Book excerpt: The European Symposium on Computer Aided Process Engineering (ESCAPE) series presents the latest innovations and achievements of leading professionals from the industrial and academic communities. The ESCAPE series serves as a forum for engineers, scientists, researchers, managers and students to present and discuss progress being made in the area of computer aided process engineering (CAPE). European industries large and small are bringing innovations into our lives, whether in the form of new technologies to address environmental problems, new products to make our homes more comfortable and energy efficient or new therapies to improve the health and well being of European citizens. Moreover, the European Industry needs to undertake research and technological initiatives in response to humanity's "Grand Challenges," described in the declaration of Lund, namely, Global Warming, Tightening Supplies of Energy, Water and Food, Ageing Societies, Public Health, Pandemics and Security. Thus, the Technical Theme of ESCAPE 21 will be "Process Systems Approaches for Addressing Grand Challenges in Energy, Environment, Health, Bioprocessing & Nanotechnologies."

Biomedical Engineering Challenges

Author : Vincenzo Piemonte
Publisher : John Wiley & Sons
ISBN 13 : 1119296048
Total Pages : 273 pages
Book Rating : 4.1/5 (192 download)

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Book Synopsis Biomedical Engineering Challenges by : Vincenzo Piemonte

Download or read book Biomedical Engineering Challenges written by Vincenzo Piemonte and published by John Wiley & Sons. This book was released on 2018-04-23 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: An important resource that puts the focus on the chemical engineering aspects of biomedical engineering In the past 50 years remarkable achievements have been advanced in the fields of biomedical and chemical engineering. With contributions from leading chemical engineers, Biomedical Engineering Challenges reviews the recent research and discovery that sits at the interface of engineering and biology. The authors explore the principles and practices that are applied to the ever-expanding array of such new areas as gene-therapy delivery, biosensor design, and the development of improved therapeutic compounds, imaging agents, and drug delivery vehicles. Filled with illustrative case studies, this important resource examines such important work as methods of growing human cells and tissues outside the body in order to repair or replace damaged tissues. In addition, the text covers a range of topics including the challenges faced with developing artificial lungs, kidneys, and livers; advances in 3D cell culture systems; and chemical reaction methodologies for biomedical imagining analysis. This vital resource: Covers interdisciplinary research at the interface between chemical engineering, biology, and chemistry Provides a series of valuable case studies describing current themes in biomedical engineering Explores chemical engineering principles such as mass transfer, bioreactor technologies as applied to problems such as cell culture, tissue engineering, and biomedical imaging Written from the point of view of chemical engineers, this authoritative guide offers a broad-ranging but concise overview of research at the interface of chemical engineering and biology.

Artificial Intelligence in Medicine

Author : Martin Michalowski
Publisher : Springer Nature
ISBN 13 : 3030591379
Total Pages : 505 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Artificial Intelligence in Medicine by : Martin Michalowski

Download or read book Artificial Intelligence in Medicine written by Martin Michalowski and published by Springer Nature. This book was released on 2020-09-25 with total page 505 pages. Available in PDF, EPUB and Kindle. Book excerpt: The LNAI 12299 constitutes the papers of the 18th International Conference on Artificial Intelligence in Medicine, AIME 2020, which will be held online in August 2020. The 42 full papers presented together with 1short papers in this volume were carefully reviewed and selected from a total of 103 submissions. The AIME 2020 goals were to present and consolidate the international state of the art of AI in biomedical research from the perspectives of theory, methodology, systems, and applications.

Diabetes Epidemiology, Genetics, Pathogenesis, Diagnosis, Prevention, and Treatment

Author : Enzo Bonora
Publisher : Springer
ISBN 13 : 9783319450148
Total Pages : 0 pages
Book Rating : 4.4/5 (51 download)

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Book Synopsis Diabetes Epidemiology, Genetics, Pathogenesis, Diagnosis, Prevention, and Treatment by : Enzo Bonora

Download or read book Diabetes Epidemiology, Genetics, Pathogenesis, Diagnosis, Prevention, and Treatment written by Enzo Bonora and published by Springer. This book was released on 2018-10-23 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides the reader with comprehensive information on the epidemiology, etiology, pathogenesis, pathophysiology, clinical features, prevention, and treatment of diabetes with the aim of empowering health care providers in their daily battle against the disease. Diabetes has been identified by WHO and the United Nations as a medical emergency because of the increase in its global prevalence, which may reach one billion in three to four decades if the trend remains unchanged. Despite improved care that is helping to prolong life, diabetes impacts substantially on the quality of life of those affected and kills or disables several million people each year. The disease is systemic because all organs, tissues, and cells suffer in the presence of hyperglycemia and are damaged by the diabetic milieu. Unfortunately, most patients with diabetes will consequently experience chronic diabetic complications. This book, combining basic science with a practical clinical orientation, will be of value for all physicians and nurses who care for patients with diabetes.

International Textbook of Diabetes Mellitus

Author : R. A. DeFronzo
Publisher : John Wiley & Sons
ISBN 13 : 1118387678
Total Pages : 1200 pages
Book Rating : 4.1/5 (183 download)

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Book Synopsis International Textbook of Diabetes Mellitus by : R. A. DeFronzo

Download or read book International Textbook of Diabetes Mellitus written by R. A. DeFronzo and published by John Wiley & Sons. This book was released on 2015-03-11 with total page 1200 pages. Available in PDF, EPUB and Kindle. Book excerpt: The International Textbook of Diabetes Mellitus has been a successful, well-respected medical textbook for almost 20 years, over 3 editions. Encyclopaedic and international in scope, the textbook covers all aspects of diabetes ensuring a truly multidisciplinary and global approach. Sections covered include epidemiology, diagnosis, pathogenesis, management and complications of diabetes and public health issues worldwide. It incorporates a vast amount of new data regarding the scientific understanding and clinical management of this disease, with each new edition always reflecting the substantial advances in the field. Whereas other diabetes textbooks are primarily clinical with less focus on the basic science behind diabetes, ITDM's primary philosophy has always been to comprehensively cover the basic science of metabolism, linking this closely to the pathophysiology and clinical aspects of the disease. Edited by four world-famous diabetes specialists, the book is divided into 13 sections, each section edited by a section editor of major international prominence. As well as covering all aspects of diabetes, from epidemiology and pathophysiology to the management of the condition and the complications that arise, this fourth edition also includes two new sections on NAFLD, NASH and non-traditional associations with diabetes, and clinical trial evidence in diabetes. This fourth edition of an internationally recognised textbook will once again provide all those involved in diabetes research and development, as well as diabetes specialists with the most comprehensive scientific reference book on diabetes available.