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Radiomics And Its Clinical Application

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Radiomics and Its Clinical Application

Radiomics and Its Clinical Application Book
Author : Jie Tian,Di Dong,Zhenyu Liu,Jingwei Wei
Publisher : Academic Press
Release : 2021-06-18
ISBN : 0128181028
Language : En, Es, Fr & De

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Book Description :

The rapid development of artificial intelligence technology in medical data analysis has led to the concept of radiomics. This book introduces the essential and latest technologies in radiomics, such as imaging segmentation, quantitative imaging feature extraction, and machine learning methods for model construction and performance evaluation, providing invaluable guidance for the researcher entering the field. It fully describes three key aspects of radiomic clinical practice: precision diagnosis, the therapeutic effect, and prognostic evaluation, which make radiomics a powerful tool in the clinical setting. This book is a very useful resource for scientists and computer engineers in machine learning and medical image analysis, scientists focusing on antineoplastic drugs, and radiologists, pathologists, oncologists, as well as surgeons wanting to understand radiomics and its potential in clinical practice. An introduction to the concepts of radiomics In-depth presentation of the core technologies and methods Summary of current radiomics research, perspective on the future of radiomics and the challenges ahead An introduction to several platforms that are planned to be built: cooperation, data sharing, software, and application platforms

Radiomics and Radiogenomics

Radiomics and Radiogenomics Book
Author : Ruijiang Li,Lei Xing,Sandy Napel,Daniel L. Rubin
Publisher : CRC Press
Release : 2019-07-09
ISBN : 1351208268
Language : En, Es, Fr & De

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Book Description :

Radiomics and Radiogenomics: Technical Basis and Clinical Applications provides a first summary of the overlapping fields of radiomics and radiogenomics, showcasing how they are being used to evaluate disease characteristics and correlate with treatment response and patient prognosis. It explains the fundamental principles, technical bases, and clinical applications with a focus on oncology. The book’s expert authors present computational approaches for extracting imaging features that help to detect and characterize disease tissues for improving diagnosis, prognosis, and evaluation of therapy response. This book is intended for audiences including imaging scientists, medical physicists, as well as medical professionals and specialists such as diagnostic radiologists, radiation oncologists, and medical oncologists. Features Provides a first complete overview of the technical underpinnings and clinical applications of radiomics and radiogenomics Shows how they are improving diagnostic and prognostic decisions with greater efficacy Discusses the image informatics, quantitative imaging, feature extraction, predictive modeling, software tools, and other key areas Covers applications in oncology and beyond, covering all major disease sites in separate chapters Includes an introduction to basic principles and discussion of emerging research directions with a roadmap to clinical translation

Radiomics and Radiogenomics

Radiomics and Radiogenomics Book
Author : Taylor & Francis Group
Publisher : Unknown
Release : 2021-03-31
ISBN : 9780367779580
Language : En, Es, Fr & De

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Book Description :

Download Radiomics and Radiogenomics book written by Taylor & Francis Group, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Artificial Intelligence in Decision Support Systems for Diagnosis in Medical Imaging

Artificial Intelligence in Decision Support Systems for Diagnosis in Medical Imaging Book
Author : Kenji Suzuki,Yisong Chen
Publisher : Springer
Release : 2018-01-09
ISBN : 331968843X
Language : En, Es, Fr & De

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Book Description :

This book offers the first comprehensive overview of artificial intelligence (AI) technologies in decision support systems for diagnosis based on medical images, presenting cutting-edge insights from thirteen leading research groups around the world. Medical imaging offers essential information on patients’ medical condition, and clues to causes of their symptoms and diseases. Modern imaging modalities, however, also produce a large number of images that physicians have to accurately interpret. This can lead to an “information overload” for physicians, and can complicate their decision-making. As such, intelligent decision support systems have become a vital element in medical-image-based diagnosis and treatment. Presenting extensive information on this growing field of AI, the book offers a valuable reference guide for professors, students, researchers and professionals who want to learn about the most recent developments and advances in the field.

Increasing 18f Fdg Pet ct Capabilities In Radiotherapy For Lung And Esophageal Cancer Via Image Feature Analysis

Increasing 18f Fdg Pet ct Capabilities In Radiotherapy For Lung And Esophageal Cancer Via Image Feature Analysis Book
Author : Jasmine Alexandria Oliver
Publisher : Unknown
Release : 2016
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Also, certain feature groups were more affected by noise than others. For instance, contour-dependent shape features exhibited the least change with noise. Comparatively, GLSZM features exhibited the greatest change with added noise. Discordance was discovered between the inferior and superior tumor fiducial markers and metabolic tumor volume (MTV). This demonstrated a need for both fiducial markers and MTV to provide a comprehensive view of a tumor. These studies called attention to the differences in features caused by factors such as motion, acquisition parameters, and noise, etc. Investigators should be aware of these effects. PET/CT radiomic features are indeed highly affected by noise and motion. For accurate clinical use, these effects must be account by investigators and future clinical users. Further investigation is warranted towards the standardization of PET/CT radiomic feature acquisition and clinical application.

Handbook of Medical Image Computing and Computer Assisted Intervention

Handbook of Medical Image Computing and Computer Assisted Intervention Book
Author : S. Kevin Zhou,Daniel Rueckert,Gabor Fichtinger
Publisher : Academic Press
Release : 2019-10-18
ISBN : 0128165863
Language : En, Es, Fr & De

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Book Description :

Handbook of Medical Image Computing and Computer Assisted Intervention presents important advanced methods and state-of-the art research in medical image computing and computer assisted intervention, providing a comprehensive reference on current technical approaches and solutions, while also offering proven algorithms for a variety of essential medical imaging applications. This book is written primarily for university researchers, graduate students and professional practitioners (assuming an elementary level of linear algebra, probability and statistics, and signal processing) working on medical image computing and computer assisted intervention. Presents the key research challenges in medical image computing and computer-assisted intervention Written by leading authorities of the Medical Image Computing and Computer Assisted Intervention (MICCAI) Society Contains state-of-the-art technical approaches to key challenges Demonstrates proven algorithms for a whole range of essential medical imaging applications Includes source codes for use in a plug-and-play manner Embraces future directions in the fields of medical image computing and computer-assisted intervention

Artificial Intelligence in Medicine

Artificial Intelligence in Medicine Book
Author : Lei Xing,Maryellen L. Giger,James K Min
Publisher : Academic Press
Release : 2020-09-16
ISBN : 0128212586
Language : En, Es, Fr & De

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Book Description :

Artificial Intelligence Medicine: Technical Basis and Clinical Applications presents a comprehensive overview of the field, ranging from its history and technical foundations, to specific clinical applications and finally to prospects. Artificial Intelligence (AI) is expanding across all domains at a breakneck speed. Medicine, with the availability of large multidimensional datasets, lends itself to strong potential advancement with the appropriate harnessing of AI. The integration of AI can occur throughout the continuum of medicine: from basic laboratory discovery to clinical application and healthcare delivery. Integrating AI within medicine has been met with both excitement and scepticism. By understanding how AI works, and developing an appreciation for both limitations and strengths, clinicians can harness its computational power to streamline workflow and improve patient care. It also provides the opportunity to improve upon research methodologies beyond what is currently available using traditional statistical approaches. On the other hand, computers scientists and data analysts can provide solutions, but often lack easy access to clinical insight that may help focus their efforts. This book provides vital background knowledge to help bring these two groups together, and to engage in more streamlined dialogue to yield productive collaborative solutions in the field of medicine. Provides history and overview of artificial intelligence, as narrated by pioneers in the field Discusses broad and deep background and updates on recent advances in both medicine and artificial intelligence that enabled the application of artificial intelligence Addresses the ever-expanding application of this novel technology and discusses some of the unique challenges associated with such an approach

Machine Learning With Radiation Oncology Big Data

Machine Learning With Radiation Oncology Big Data Book
Author : Jun Deng,Issam El Naqa,Lei Xing
Publisher : Frontiers Media SA
Release : 2019-01-21
ISBN : 2889457303
Language : En, Es, Fr & De

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Book Description :

Download Machine Learning With Radiation Oncology Big Data book written by Jun Deng,Issam El Naqa,Lei Xing, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Molecular Imaging in Oncology

Molecular Imaging in Oncology Book
Author : Otmar Schober,Fabian Kiessling,Jürgen Debus
Publisher : Springer Nature
Release : 2020-06-27
ISBN : 3030426181
Language : En, Es, Fr & De

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Book Description :

This book discusses the most significant recent advances in oncological molecular imaging, covering the full spectrum from basic and preclinical research to clinical practice. The content is divided into five sections, the first of which is devoted to standardized and emerging technologies and probe designs for different modalities, such as PET, SPECT, optical and optoacoustic imaging, ultrasound, CT, and MRI. The second section focuses on multiscale preclinical applications ranging from advanced microscopy and mass spectroscopy to whole-body imaging. In the third section, various clinical applications are presented, including image-guided surgery and the radiomic analysis of multiple imaging features. The final two sections are dedicated to the emerging, crucial role that molecular imaging can play in the planning and monitoring of external and internal radiotherapy, and to future challenges and prospects in multimodality imaging. Given its scope, the handbook will benefit all readers who are interested in the revolution in diagnostic and therapeutic oncology that is now being brought about by molecular imaging.

Big Data in Radiation Oncology

Big Data in Radiation Oncology Book
Author : Jun Deng,Lei Xing
Publisher : CRC Press
Release : 2019-03-07
ISBN : 1351801120
Language : En, Es, Fr & De

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Book Description :

Big Data in Radiation Oncology gives readers an in-depth look into how big data is having an impact on the clinical care of cancer patients. While basic principles and key analytical and processing techniques are introduced in the early chapters, the rest of the book turns to clinical applications, in particular for cancer registries, informatics, radiomics, radiogenomics, patient safety and quality of care, patient-reported outcomes, comparative effectiveness, treatment planning, and clinical decision-making. More features of the book are: Offers the first focused treatment of the role of big data in the clinic and its impact on radiation therapy. Covers applications in cancer registry, radiomics, patient safety, quality of care, treatment planning, decision making, and other key areas. Discusses the fundamental principles and techniques for processing and analysis of big data. Address the use of big data in cancer prevention, detection, prognosis, and management. Provides practical guidance on implementation for clinicians and other stakeholders. Dr. Jun Deng is a professor at the Department of Therapeutic Radiology of Yale University School of Medicine and an ABR board certified medical physicist at Yale-New Haven Hospital. He has received numerous honors and awards such as Fellow of Institute of Physics in 2004, AAPM Medical Physics Travel Grant in 2008, ASTRO IGRT Symposium Travel Grant in 2009, AAPM-IPEM Medical Physics Travel Grant in 2011, and Fellow of AAPM in 2013. Lei Xing, Ph.D., is the Jacob Haimson Professor of Medical Physics and Director of Medical Physics Division of Radiation Oncology Department at Stanford University. His research has been focused on inverse treatment planning, tomographic image reconstruction, CT, optical and PET imaging instrumentations, image guided interventions, nanomedicine, and applications of molecular imaging in radiation oncology. Dr. Xing is on the editorial boards of a number of journals in radiation physics and medical imaging, and is recipient of numerous awards, including the American Cancer Society Research Scholar Award, The Whitaker Foundation Grant Award, and a Max Planck Institute Fellowship.

Diagnostic Radiology Advances in Imaging Technology

Diagnostic Radiology  Advances in Imaging Technology Book
Author : Arun Kumar Gupta,Anju Garg,Manavjit Singh Sandhu
Publisher : Jaypee Brothers Medical Publishers
Release : 2019-07-31
ISBN : 9389034922
Language : En, Es, Fr & De

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Book Description :

Download Diagnostic Radiology Advances in Imaging Technology book written by Arun Kumar Gupta,Anju Garg,Manavjit Singh Sandhu, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Proceedings of the 2nd International Conference on Healthcare Science and Engineering

Proceedings of the 2nd International Conference on Healthcare Science and Engineering Book
Author : Chase Q. Wu,Ming-Chien Chyu,Jaime Lloret,Xianxian Li
Publisher : Springer
Release : 2019-05-09
ISBN : 9811368376
Language : En, Es, Fr & De

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Book Description :

This book presents a compilation of selected papers from the 2nd International Conference on Healthcare Science and Engineering (Healthcare 2018). The work focuses on novel computing, networking, and data analytics techniques for various issues in healthcare. The book is a valuable resource for academic researchers and practitioners working in the field.

Applied Neuroimaging Editor s Pick 2021

Applied Neuroimaging Editor   s Pick 2021 Book
Author : Jan Kassubek
Publisher : Frontiers Media SA
Release : 2021-09-23
ISBN : 2889713415
Language : En, Es, Fr & De

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Book Description :

Download Applied Neuroimaging Editor s Pick 2021 book written by Jan Kassubek, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Novel Methods for Oncologic Imaging Analysis Radiomics Machine Learning and Artificial Intelligence

Novel Methods for Oncologic Imaging Analysis  Radiomics  Machine Learning  and Artificial Intelligence Book
Author : Xuelei Ma,Lei Deng,Rong Tian,Chunxiao Guo
Publisher : Frontiers Media SA
Release : 2021-09-23
ISBN : 2889713474
Language : En, Es, Fr & De

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Book Description :

Download Novel Methods for Oncologic Imaging Analysis Radiomics Machine Learning and Artificial Intelligence book written by Xuelei Ma,Lei Deng,Rong Tian,Chunxiao Guo, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Clinical Nuclear Medicine

Clinical Nuclear Medicine Book
Author : Hojjat Ahmadzadehfar,Hans-Jürgen Biersack,Leonard M. Freeman,Lionel S. Zuckier
Publisher : Springer Nature
Release : 2020-05-06
ISBN : 3030394573
Language : En, Es, Fr & De

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Book Description :

In the new edition of this very successful book, European and North American experts present the state of the art in diagnostic and therapeutic radionuclide procedures. The aim is to examine established and emerging clinical applications in detail, rather than to consider everything included in the comprehensive texts already available within the field. This “practical” approach ensures that the book will be a valuable guide for nuclear medicine physicians, technologists, students, and interested clinicians alike. This edition of Clinical Nuclear Medicine has been extensively revised to take account of recent developments. The roles of SPECT/CT, PET/CT, and PET/MRI are clearly explained and illustrated, and the coverage extended to encompass, for example, novel PET tracers and therapeutic radionuclides, advanced techniques of brain imaging, and the development of theranostics. Readers will be fully persuaded of the ever-increasing value of nuclear medicine techniques in depicting physiology and function and complementing anatomic modalities such as CT, MRI, and ultrasound.

Emerging Biomarkers for NSCLC Recent Advances in Diagnosis and Therapy

Emerging Biomarkers for NSCLC  Recent Advances in Diagnosis and Therapy Book
Author : Umberto Malapelle,Etienne Giroux Leprieur,Christian Rolfo,Paul Takam Kamga,Marius Tresor Chiasseu
Publisher : Frontiers Media SA
Release : 2021-06-28
ISBN : 2889669157
Language : En, Es, Fr & De

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Book Description :

Download Emerging Biomarkers for NSCLC Recent Advances in Diagnosis and Therapy book written by Umberto Malapelle,Etienne Giroux Leprieur,Christian Rolfo,Paul Takam Kamga,Marius Tresor Chiasseu, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Brainlesion Glioma Multiple Sclerosis Stroke and Traumatic Brain Injuries

Brainlesion  Glioma  Multiple Sclerosis  Stroke and Traumatic Brain Injuries Book
Author : Alessandro Crimi
Publisher : Springer Nature
Release : 2021-10-25
ISBN : 3030720845
Language : En, Es, Fr & De

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Book Description :

Download Brainlesion Glioma Multiple Sclerosis Stroke and Traumatic Brain Injuries book written by Alessandro Crimi, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Nuclear Medicine Textbook

Nuclear Medicine Textbook Book
Author : Duccio Volterrani,Paola Anna Erba,Ignasi Carrió,H. William Strauss,Giuliano Mariani
Publisher : Springer
Release : 2019-08-10
ISBN : 3319955640
Language : En, Es, Fr & De

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Book Description :

Building on the traditional concept of nuclear medicine, this textbook presents cutting-edge concepts of hybrid imaging and discusses the close interactions between nuclear medicine and other clinical specialties, in order to achieve the best possible outcomes for patients. Today the diagnostic applications of nuclear medicine are no longer stand-alone procedures, separate from other diagnostic imaging modalities. This is especially true for hybrid imaging guided interventional radiology or surgical procedures. Accordingly, today’s nuclear medicine specialists are actually specialists in multimodality imaging (in addition to their expertise in the diagnostic and therapeutic uses of radionuclides). This new role requires a new core curriculum for training nuclear medicine specialists. This textbook is designed to meet these new educational needs, and to prepare nuclear physicians and technologists for careers in this exciting specialty.

Precision Medicine in Cancer Therapy

Precision Medicine in Cancer Therapy Book
Author : Daniel D. Von Hoff,Haiyong Han
Publisher : Springer
Release : 2019-06-17
ISBN : 3030163911
Language : En, Es, Fr & De

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Book Description :

This book presents the latest advances in precision medicine in some of the most common cancer types, including hematological, lung and breast malignancies. It also discusses emerging technologies that are making a significant impact on precision medicine in cancer therapy. In addition to describing specific approaches that have already entered clinical practice, the book explores new concepts and tools that are being developed. Precision medicine aims to deliver personalized healthcare tailored to a patient’s genetics, lifestyle and environment, and cancer therapy is one of the areas in which it has flourished in recent years. Documenting the latest advances, this book is of interest to physicians and clinical fellows in the front line of the war on cancer, as well as to basic scientists working in the fields of cancer biology, drug development, biomarker discovery, and biomedical engineering. The contributing authors include translational physicians with first-hand experience in precision patient care.

Artificial Intelligence Theory Models and Applications

Artificial Intelligence Theory  Models  and Applications Book
Author : P Kaliraj,T. Devi
Publisher : CRC Press
Release : 2021-10-22
ISBN : 1000460606
Language : En, Es, Fr & De

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Book Description :

This book examines the fundamentals and technologies of Artificial Intelligence (AI) and describes their tools, challenges, and issues. It also explains relevant theory as well as industrial applications in various domains, such as healthcare, economics, education, product development, agriculture, human resource management, environmental management, and marketing. The book is a boon to students, software developers, teachers, members of boards of studies, and researchers who need a reference resource on artificial intelligence and its applications and is primarily intended for use in courses offered by higher education institutions that strive to equip their graduates with Industry 4.0 skills. FEATURES: Gender disparity in the enterprises involved in the development of AI-based software development as well as solutions to eradicate such gender bias in the AI world A general framework for AI in environmental management, smart farming, e-waste management, and smart energy optimization The potential and application of AI in medical imaging as well as the challenges of AI in precision medicine AI’s role in the diagnosis of various diseases, such as cancer and diabetes The role of machine learning models in product development and statistically monitoring product quality Machine learning to make robust and effective economic policy decisions Machine learning and data mining approaches to provide better video indexing mechanisms resulting in better searchable results ABOUT THE EDITORS: Prof. Dr. P. Kaliraj is Vice Chancellor at Bharathiar University, Coimbatore, India. Prof. Dr. T. Devi is Professor and Head of the Department of Computer Applications, Bharathiar University, Coimbatore, India.