A Guide to Outcome Modeling In Radiotherapy and Oncology: Listening to the DataIssam El Naqa CRC Press, 19 apr 2018 - 392 pagina's This book explores outcome modeling in cancer from a data-centric perspective to enable a better understanding of complex treatment response, to guide the design of advanced clinical trials, and to aid personalized patient care and improve their quality of life. It contains coverage of the relevant data sources available for model construction (panomics), ranging from clinical or preclinical resources to basic patient and treatment characteristics, medical imaging (radiomics), and molecular biological markers such as those involved in genomics, proteomics and metabolomics. It also includes discussions on the varying methodologies for predictive model building with analytical and data-driven approaches. This book is primarily intended to act as a tutorial for newcomers to the field of outcome modeling, as it includes in-depth how-to recipes on modeling artistry while providing sufficient instruction on how such models can approximate the physical and biological realities of clinical treatment. The book will also be of value to seasoned practitioners as a reference on the varying aspects of outcome modeling and their current applications. Features:
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Inhoudsopgave
Introduction to data sources and outcome models | |
Clinical data in outcome models | |
Imaging data radiomics | |
Dosimetric data | |
Preclinical radiobiological insights to inform modelling | |
Radiogenomics | |
Analytical and mechanistic modeling | |
conventional statistical inference methods | |
Machine Learning | |
PRACTICAL IMPLEMENTATION | |
application in chemo and immuno | |
Outcome modeling in treatment planning | |
A utility based approach to individualized and adaptive radiation | |
Outcome modeling in Particle therapy | |
Modeling response to oncological surgery | |
developing highly adaptive | |
Overige edities - Alles bekijken
A Guide to Outcome Modeling In Radiotherapy and Oncology: Listening to the Data Issam El Naqa Gedeeltelijke weergave - 2018 |
A Guide to Outcome Modeling in Radiotherapy and Oncology: Listening to the Data Issam El Naqa Geen voorbeeld beschikbaar - 2018 |
A Guide to Outcome Modeling in Radiotherapy and Oncology: Listening to the Data Issam El Naqa Geen voorbeeld beschikbaar - 2020 |