| Contents |
Principles and rationale of radiomics and radiogenomics / Sandy Napel -- Imaging informatics: an overview / Assaf Hoogi, Daniel Rubin -- Quantitative imaging using CT / Lin Lu, Lawrence H. Schwartz, Binsheng Zhao -- Quantitative PET/CT for radiomics / Stephen R. Bowen, Paul E. Kinahan, George A. Sandison, Matthew J. Nyflot -- Common techniques of quantitative MRI / David Hormuth II, Jack Virostko, Ashley Stokes, Adrienne Dula, Anna G. Sorace, Jennifer G. Whisenant, Jared Weis, C. Chad Quarles, Michael I. Miga, Thomas E. Yankeelov -- Tumor segmentation / Spyridon Bakas, Rhea Chitalia, Despina Kontos, Yong Fan, Christos Davatzikos -- Habitat imaging of tumor evolution by magnetic resonance imaging (MRI) / Bruna Victorasso Jardim-Perassi, Gary Martinez, Robert Gillies -- Feature extraction and qualification / Lise Wei, Issam El Naqa -- Predictive modeling, machine learning, and statistical issues / Panagiotis Korfiatis, Timothy L. Kline, Zeynettin Akkus, Kenneth Philbrick, Bradley J. Erikson -- Radiogenomics: rationale and methods / Olivier Gevaert -- Resources and datasets for radiomics / Ken Chang, Andrew Beers, James Brown, Jayashree Kalpathy-Cramer -- Roles of radiomics and radiogenomics in clinical practice / Tianyue Niu, Xiaoli Sun, Pengfei Yang, Guohong Cao, Khin K. Tha, Hiroki Shirato, Kathleen Horst, Lei Xing -- Brain cancer / William D. Dunn Jr, Rivka Colen -- Breast cancer / Hui Li, Maryellen L. Giger -- Lung cancer / Dong Di, Jie Tian -- The essence of R in head and neck cancer / Hesham Elhalawani, Arvind Rao, Clifton D. Fuller -- Gastrointestinal cancers / Zaiyi Liu -- Radiomics in genitourinary cancers: prostate cancer / Satish Viswanath, Anant Madabhushi -- Radiomics analysis for gynecologic cancers / Harini Veeraraghavan -- Applications of imaging genomics beyond oncology / Xiaohui Yao, Jingwen Yan, Li Shen -- Quantitative imaging to guide mechanism based modeling of cancer / David A. Hormouth II, Matthew T. McKenna, Thomas E. Yankeelov -- Looking ahead: opportunities and challenges in radiomics and radiogenomics / Ruijiang Li, Yan Wu, Michael Gensheimer, Masoud Badiei Khuzani, Lei Xing. |