Data Analysis For Neurodegenerative Disorders

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Data Analysis For Neurodegenerative Disorders
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Author : Deepika Koundal
language : en
Publisher: Springer Nature
Release Date : 2023-05-31
Data Analysis For Neurodegenerative Disorders written by Deepika Koundal and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-31 with Medical categories.
This book explores the challenges involved in handling medical big data in the diagnosis of neurological disorders. It discusses how to optimally reduce the number of neuropsychological tests during the classification of these disorders by using feature selection methods based on the diagnostic information of enrolled subjects. The book includes key definitions/models and covers their applications in different types of signal/image processing for neurological disorder data. An extensive discussion on the possibility of enhancing the abilities of AI systems using the different data analysis is included. The book recollects several applicable basic preliminaries of the different AI networks and models, while also highlighting basic processes in image processing for various neurological disorders. It also reports on several applications to image processing and explores numerous topics concerning the role of big data analysis in addressing signal and image processing in various real-world scenarios involving neurological disorders. This cutting-edge book highlights the analysis of medical data, together with novel procedures and challenges for handling neurological signals and images. It will help engineers, researchers and software developers to understand the concepts and different models of AI and data analysis. To help readers gain a comprehensive grasp of the subject, it focuses on three key features: ● Presents outstanding concepts and models for using AI in clinical applications involving neurological disorders, with clear descriptions of image representation, feature extraction and selection. ● Highlights a range of techniques for evaluating the performance of proposed CAD systems for the diagnosis of neurological disorders. ● Examines various signal and image processing methods for efficient decision support systems. Soft computing, machine learning and optimization algorithms are also included to improve the CAD systems used.
Fundamental Statistical Methods For Analysis Of Alzheimer S And Other Neurodegenerative Diseases
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Author : Katherine E. Irimata
language : en
Publisher: Johns Hopkins University Press
Release Date : 2020-05-05
Fundamental Statistical Methods For Analysis Of Alzheimer S And Other Neurodegenerative Diseases written by Katherine E. Irimata and has been published by Johns Hopkins University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-05-05 with Medical categories.
A statistics textbook that delivers essential data analysis techniques for Alzheimer's and other neurodegenerative diseases. Alzheimer's disease is a devastating condition that presents overwhelming challenges to patients and caregivers. In the face of this relentless and as-yet incurable disease, mastery of statistical analysis is paramount for anyone who must assess complex data that could improve treatment options. This unique book presents up-to-date statistical techniques commonly used in the analysis of data on Alzheimer's and other neurodegenerative diseases. With examples drawn from the real world that will make it accessible to disease researchers, practitioners, academics, and students alike, this volume • presents code for analyzing dementia data in statistical programs, including SAS, R, SPSS, and Stata • introduces statistical models for a range of data types, including continuous, categorical, and binary responses, as well as correlated data • draws on datasets from the National Alzheimer's Coordinating Center, a large relational database of standardized clinical and neuropathological research data • discusses advanced statistical methods, including hierarchical models, survival analysis, and multiple-membership • examines big data analytics and machine learning methods Easy to understand but sophisticated in its approach, Fundamental Statistical Methods for Analysis of Alzheimer's and Other Neurodegenerative Diseases will be a cornerstone for anyone looking for simplicity in understanding basic and advanced statistical data analysis topics. Allowing more people to aid in analyzing data—while promoting constructive dialogues with statisticians—this book will hopefully play an important part in unlocking the secrets of these confounding diseases.
Neurodegenerative Diseases Biomarkers
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Author : Philip V. Peplow
language : en
Publisher: Humana
Release Date : 2021-10-21
Neurodegenerative Diseases Biomarkers written by Philip V. Peplow and has been published by Humana this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-10-21 with Medical categories.
This volume presents recent data on the latest achievements in new and emerging technologies for biomarkers and for innovations in their assessment. The chapters cover topics such as activation of microglia and macrophages in neurodegenerative diseases; oxidative stress and cellular dysfunction in neurodegenerative diseases; TSPO PET imaging as a biomarker of neuroinflammation in neurodegenerative disorders; and imaging biomarkers in Huntington's disease and amyotrophic lateral sclerosis. In the Neuromethods series style, chapters include the kind of detail and key advice from the specialists needed to get successful results in your laboratory. Cutting-edge and comprehensive, Neurodegenerative Diseases Biomarkers: Towards Translating Research to Clinical Practice is a valuable resource for both experimental and clinical experts in the field of neurodegenerative diseases who are looking to expand their knowledge of novel biomarkers in different types of neurodegenerative diseases.
Handbook Of Neurodegenerative Disorders
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Author : Musthafa M. Essa
language : en
Publisher: Springer Nature
Release Date : 2024-10-23
Handbook Of Neurodegenerative Disorders written by Musthafa M. Essa and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-23 with Science categories.
This Handbook discusses the pathology, etiology, pathogenesis, and therapeutic interventions of different neurodegenerative diseases. The initial section of the Handbook reviews the recent advances in understanding neurodegenerative diseases and the commonalities and differences between the major pathologies. The subsequent section presents recent developments in understanding fundamental biological mechanisms that influence the onset and development of neurodegenerative diseases. It provides current biomedical studies that are aimed at identifying the underlying causes of neurodegeneration. The book also examines the recent observations from biological, cellular, and studies from the model organisms for gaining mechanistic insights into neurodegenerative disorders. It also presents the epidemiological and genetics studies relevant to clinical aspects of neurodegenerative diseases. The book's subsequent chapters offer new and more effective therapeutic strategies to combat these devastating diseases. Towards the end, the Handbook presents recent advances in molecular diagnostics for neurodegenerative disorders and a perspective on the future directions to provide a framework for further developments and refinements of molecular diagnostics to combat neurodegenerative diseases.
Molecular Mechanisms Of Neurodegenerative Diseases
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Author : Marie-Francoise Chesselet
language : en
Publisher: Springer Science & Business Media
Release Date : 2000-10-19
Molecular Mechanisms Of Neurodegenerative Diseases written by Marie-Francoise Chesselet and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2000-10-19 with Science categories.
With the unprecedented identification of new mutation mechanisms in neurodegenerative diseases and the emergence of common mechanisms among diseases that were once considered unrelated, neurobiologists are poised for the development of new therapies based on high throughput screenings and a better understanding of the molecular and cellular mechanisms leading to neurodegeneration. In Molecular Mechanisms of Neurodegenerative Diseases, Marie-Francoise Chesselet, MD, PhD, and a panel of leading researchers and neurologists from industry and academia critically review the most recent advances from different yet complementary points of view. Focusing on Alzheimer's, Parkinson's, and CAG triplet repeat diseases, the authors show how studies of cellular and genetically engineered animal models have enhanced our understanding of the molecular mechanisms of neurodegenerative diseases and may lead to the development of new therapeutics. Topics include the role of Ab toxicity, glial cells, and inflammation in Alzheimer's disease; the formation of abnormal protein fragments across several diseases, the impact of dopamine and mitochondrial dysfunction on neurodegeneration; and the potential of genetics to identify the molecular mechanisms of neurodegenerative diseases. Authoritative and insightful, Molecular Mechanisms of Neurodegenerative Diseases synthesizes the novel ideas and concepts now emerging to create a fresh understanding of neurodegenerative disorders, one that promises to lead to powerful new therapies that prevent, delay the onset, slow the progression, or even cure these cruel diseases.
Synaptic Plasticity In Neurodegenerative Disorders
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Author : Sangeeta Singh
language : en
Publisher: CRC Press
Release Date : 2024-12-24
Synaptic Plasticity In Neurodegenerative Disorders written by Sangeeta Singh and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-24 with Science categories.
This book explores the pivotal role of synaptic plasticity in the pathogenesis, progression, and potential treatment of neurodegenerative disorders. The initial chapter provides an in-depth understanding of the complexity and impact of neurodegenerative conditions. It discusses the association of mitochondrial dysfunction, epigenetic influences, and neuroinflammation with synaptic plasticity in neurodegenerative diseases. The following chapters review the dynamic changes that occur at the cellular and synaptic levels in Parkinson's disease, Alzheimer's disease, and Huntington's disease, paving the way for innovative therapeutic strategies. Furthermore, the book presents various computational tools and methodologies essential for enhancing our understanding of synaptic plasticity. It examines the transformative role of artificial intelligence tools in addressing synaptic impairment across various neurodegenerative diseases. Discusses the role of synaptic plasticity in neurodegenerative diseases, shedding light on how dynamic changes occur at the cellular and synaptic levels Explores the transformative role of artificial intelligence tools in addressing synaptic impairment across various neurodegenerative diseases Provides a comprehensive overview of neurodegenerative disorders, including pathogenesis, etiology, and treatment strategies Presents tools and techniques used to simulate the complex system biology of synaptic plasticity Examines the role of computational neuroscience in understanding and potentially treating conditions such as multiple sclerosis and amyotrophic lateral sclerosis Toward the end, the book explores the role of synaptic impairment and computational neuroscience in understanding and potentially treating conditions such as multiple sclerosis and amyotrophic lateral sclerosis. With its multifaceted approach, this book serves as a useful resource for researchers, clinicians, and students in the fields of neuroscience, computational biology, and neurology.
Precision Medicine In Neurodegenerative Disorders
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Author :
language : en
Publisher: Elsevier
Release Date : 2023-02-14
Precision Medicine In Neurodegenerative Disorders written by and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-14 with Medical categories.
Precision Medicine in Neurodegenerative Disorders, Part One, Volume 192 in the Handbook of Clinical Neurology deals with the "Why" in the approach to slow the progression of accelerated brain aging. This volume is intended to provide a scholarly background on the framework, basic science and conceptual pitfalls related to disease-modifying efforts in Parkinson's, Alzheimer's and other neurodegenerative disorders. Among topics covered are different models of precision medicine, the lumping-versus-splitting tension in biomarker development and therapeutics, and the rationale for replacing the convergence of the prevailing autopsy-based nosology of neurodegenerative diseases with the divergence of a systems biology approach to human diseases. Specific chapters are dedicated to the promise of genetic subtypes and the lessons in disease modification offered by the fields of oncology and cystic fibrosis that can be adapted to the field of neurodegeneration. Matching a biology-correcting therapy with those biologically suitable to benefit from such therapy represents the vision and mission of precision medicine, the highest level of personalized medicine. - Summarizes theory and research on precision medicine in neurodegenerative disorders - Covers basic biology, clinical trials and therapeutics - Includes disease mechanisms, genetic subtypes, and more
Data Analytics In Biomedical Engineering And Healthcare
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Author : Kun Chang Lee
language : en
Publisher: Academic Press
Release Date : 2020-10-18
Data Analytics In Biomedical Engineering And Healthcare written by Kun Chang Lee and has been published by Academic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-10-18 with Science categories.
Data Analytics in Biomedical Engineering and Healthcare explores key applications using data analytics, machine learning, and deep learning in health sciences and biomedical data. The book is useful for those working with big data analytics in biomedical research, medical industries, and medical research scientists. The book covers health analytics, data science, and machine and deep learning applications for biomedical data, covering areas such as predictive health analysis, electronic health records, medical image analysis, computational drug discovery, and genome structure prediction using predictive modeling. Case studies demonstrate big data applications in healthcare using the MapReduce and Hadoop frameworks. - Examines the development and application of data analytics applications in biomedical data - Presents innovative classification and regression models for predicting various diseases - Discusses genome structure prediction using predictive modeling - Shows readers how to develop clinical decision support systems - Shows researchers and specialists how to use hybrid learning for better medical diagnosis, including case studies of healthcare applications using the MapReduce and Hadoop frameworks
Neuropsychology And Neuropsychiatry Of Neurodegenerative Disorders
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Author : Manuel Menéndez-González
language : en
Publisher: Frontiers Media SA
Release Date : 2016-01-25
Neuropsychology And Neuropsychiatry Of Neurodegenerative Disorders written by Manuel Menéndez-González and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-01-25 with Geriatric neuropsychiatry categories.
This book compiles all articles within the Research Topic "Neuropsychology and neuropsychiatry of neurodegenerative disorders" published in the journal Frontiers in Aging Neuroscience. The call was launched in 2014 and closed in 2015 with 21 articles published. Papers deal on several important topics of neuropsychology -such as language and visuospatial functions- and neuropsychiatry - such us the emotional or motivational spheres - , and the interphase between them. There are also articles on psychometry, brain morphometry, brain connectivity, diagnostic tests and interventional studies. All these articles are focused on neurodegenerative conditions, mostly Alzheimer’s disease and Parkinson’s disease. Interestingly, several articles addressed the early stages of these diseases. All together, this Research Topic provides a rich perspective of the research made today around neuropsychological and neuropsychiatric aspects of neurodegenerative diseases. We hope readers enjoy this collection of articles.
Machine Learning For Neurodegenerative Disorders
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Author : Biswajit Jena
language : en
Publisher: CRC Press
Release Date : 2025-03-31
Machine Learning For Neurodegenerative Disorders written by Biswajit Jena and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-31 with Science categories.
This book explores the application of machine learning to the understanding, early diagnosis, and management of neurodegenerative disorders. With a specific focus on its role in ongoing clinical trials, the book covers essential topics such as data collection, pre-processing, feature extraction, model development, and validation techniques. It delves into the applications of neuroimaging techniques like magnetic resonance imaging (MRI), computed tomography (CT), and positron emission tomography (PET) in the diagnosis and understanding of neurodegenerative disorders. Additionally, the book examines various machine-learning algorithms employed for biomarker discovery in neurodegenerative disorders. It highlights the role of neuroinformatics and big data analysis in advancing the understanding and management of neurodegenerative disorders. Furthermore, the book reviews future prospects and presents the ethical considerations and regulatory challenges associated with implementing machine learning approaches in the diagnosis, treatment, and prevention of neurodegenerative disorders. This comprehensive resource is intended for neuroscientists, students, researchers, and neurologists to understand the emerging scope of machine learning in neurodegenerative disorders.