Description
Methodology in Radiomics: Step-by-step Guide in Radiomics Pipeline is an essential resource for anyone interested in the rapidly evolving field of radiomics. This comprehensive guide delves into the history and fundamental principles of radiomics, providing readers with a clear understanding of how to implement each step in the radiomic pipeline. The book is designed to bridge the gap between radiomics research and clinical practice, making it an invaluable reference for imaging scientists, researchers, and medical professionals. The book not only covers the basics but also includes troubleshooting techniques to overcome common challenges.It discusses current research and future directions, offering insights into the potential of radiomics in clinical settings. This guide ensures that readers are well-equipped to navigate the complexities of radiomics, fostering a deeper understanding of its applications and advances in medical imaging.- Provides a complete overview of the history and fundamentals of radiomics- Includes step-by step guidance for designing a high-quality radiomic study- Offers comprehensive information necessary for the interpretation of radiomic studies' methodology and results- Reviews radiomics applications in healthcare and future directions in research
Table of Contents
1. Brief history and fundamentals of radiomicsSalvatore Claudio Fanni2.Sourcing good data: from image acquisition to segmentationAlessandra Borgheresi, Francesco Mariotti and Andrea Agostini3. Radiomics features: making order out of chaosAndrea Barucci, Marco Giannelli, Alessia Giuliano, Daniela Marfisi, Fabrizio Argenti and Giulia Ciacci4. Standardization and quality assessmentElisavet Kapetanou, Matthaios Triantafyllou and Michail E. Klontzas5. From statistics to machine learning: principles of data analysisPiernicola Oliva, Maria Evelina Fantacci and Alessandra Retico6. Model validationRenato Cuocolo, Arnaldo Stanzione, Andrea Ponsiglione, Lorenzo Ugga and Burak Kocak7. Deriving knowledge from different sources: radiomics and clinical dataFrancesca Pia Caputo and Emanuele Neri8. Deep radiomicsValentina Giannini9. The multiomics breakthrough in the new age of dataAna Jimenez-Pastor and Alejandro Vergara-Richart10.The open chapter: applications in healthcare—oncologic applicationsVincenza Granata, Marta Zerunian, Roberta Fusco, Damiano Caruso and Andrea Laghi11. The open chapter: applications in healthcare—cardiac imaging applicationsMárton Kolossváry and Nicola Galea12. The open chapter: applications in healthcare – neuroradiology applicationsGennaro D'Anna and Lorenzo Ugga
