NCTN Assessment on Current Applications of Radiomics in Oncology

被引:40
|
作者
Nie, Ke [1 ]
Al-Hallaq, Hania [2 ]
Li, X. Allen [3 ]
Benedict, Stanley H. [4 ]
Sohn, Jason W. [5 ]
Moran, Jean M. [6 ]
Fan, Yong [7 ]
Huang, Mi [8 ]
Knopp, Michael, V [9 ]
Michalski, Jeff M. [10 ]
Monroe, James [11 ]
Obcemea, Ceferino [12 ]
Tsien, Christina, I [10 ]
Solberg, Timothy [13 ]
Wu, Jackie [14 ]
Xia, Ping [15 ]
Xiao, Ying [8 ]
El Naqa, Ssam [2 ]
机构
[1] Rutgers Robert Wood Johnson Med Sch, Rutgers Canc Inst New Jersey, Dept Radiat Oncol, New Brunswick, NJ 08903 USA
[2] Univ Chicago, Dept Radiat & Cellular Oncol, Chicago, IL 60637 USA
[3] Med Coll Wisconsin, Dept Radiat Oncol, Milwaukee, WI 53226 USA
[4] Univ Calif Davis, Dept Radiat Oncol, Sacramento, CA 95817 USA
[5] Allegheny Hlth Network, Dept Radiat Oncol, Pittsburgh, PA USA
[6] Univ Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
[7] Univ Penn, Dept Radiol, Perelman Sch Med, Philadelphia, PA 19104 USA
[8] Univ Penn, Perelman Sch Med, Dept Radiat Oncol, Philadelphia, PA 19104 USA
[9] Ohio State Univ, Dept Radiol, Div Imaging Sci, Columbus, OH 43210 USA
[10] Washington Univ, Sch Med, Dept Radiat Oncol, St Louis, MO USA
[11] St Anthonys Canc Ctr, Dept Radiat Oncol, St Louis, MO USA
[12] NCI, Radiat Res Program, Bethesda, MD 20892 USA
[13] Univ Calif San Francisco, Dept Radiat Oncol, San Francisco, CA USA
[14] Duke Univ, Dept Radiat Oncol, Durham, NC USA
[15] Cleveland Clin, Dept Radiat Oncol, Cleveland, OH 44106 USA
关键词
CELL LUNG-CANCER; QUANTITATIVE IMAGING NETWORK; FUNCTIONAL TUMOR VOLUME; EGFR MUTATION STATUS; BREAST-CANCER; NEOADJUVANT CHEMOTHERAPY; TEXTURAL FEATURES; F-18-FDG PET; FDG-PET; RADIATION-THERAPY;
D O I
10.1016/j.ijrobp.2019.01.087
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Radiomics is a fast-growing research area based on converting standard-of-care imaging into quantitative minable data and building subsequent predictive models to personalize treatment. Radiomics has been proposed as a study objective in clinical trial concepts and a potential biomarker for stratifying patients across interventional treatment arms. In recognizing the growing importance of radiomics in oncology, a group of medical physicists and clinicians from NRG Oncology reviewed the current status of the field and identified critical issues, providing a general assessment and early recommendations for incorporation in oncology studies. (C) 2019 Published by Elsevier Inc.
引用
收藏
页码:302 / 315
页数:14
相关论文
共 50 条
  • [21] Current state of radiomics in pediatric neuro-oncology practice: a systematic review
    Albalkhi, Ibrahem
    Bhatia, Aashim
    Losch, Nico
    Goetti, Robert
    Mankad, Kshitij
    PEDIATRIC RADIOLOGY, 2023, 53 (10) : 2079 - 2091
  • [22] Editorial: Radiomics and radiogenomics in genitourinary oncology: artificial intelligence and deep learning applications
    Stefano, Alessandro
    Bertelli, Elena
    Comelli, Albert
    Gatti, Marco
    Stanzione, Arnaldo
    FRONTIERS IN RADIOLOGY, 2023, 3
  • [23] MRI-derived radiomics: methodology and clinical applications in the field of pelvic oncology
    Schick, Ulrike
    Lucia, Francois
    Dissaux, Gurvan
    Visvikis, Dimitris
    Badic, Bogdan
    Masson, Ingrid
    Pradier, Olivier
    Bourbonne, Vincent
    Hatt, Mathieu
    BRITISH JOURNAL OF RADIOLOGY, 2019, 92 (1104):
  • [24] The Electromagnetic Spectrum: Current and Future Applications in Oncology
    Narter, Fehmi
    JOURNAL OF UROLOGICAL SURGERY, 2019, 6 (03): : 265 - 265
  • [25] The electromagnetic spectrum: current and future applications in oncology
    Allison, Ron R.
    FUTURE ONCOLOGY, 2013, 9 (05) : 657 - 667
  • [26] Biologic therapy: current and future applications in oncology
    Prat y Josep Baselga, Aleix
    MEDICINA CLINICA, 2007, 129 (05): : 184 - 193
  • [27] Radiomics in Oncology: A Practical Guide
    Shur, Joshua D.
    Doran, Simon J.
    Kumar, Santosh
    ap Dafydd, Derfel
    Downey, Kate
    O'Connor, James P. B.
    Papanikolaou, Nikolaos
    Messiou, Christina
    Koh, Dow-Mu
    Orton, Matthew R.
    RADIOGRAPHICS, 2021, 41 (06) : 1717 - 1732
  • [28] Radiomics Applications in Renal Tumor Assessment: A Comprehensive Review of the Literature
    Suarez-Ibarrola, Rodrigo
    Basulto-Martinez, Mario
    Heinze, Alexander
    Gratzke, Christian
    Miernik, Arkadiusz
    CANCERS, 2020, 12 (06)
  • [29] Current Applications of Deep Learning and Radiomics on CT and CBCT for Maxillofacial Diseases
    Hung, Kuo Feng
    Ai, Qi Yong H.
    Wong, Lun M.
    Yeung, Andy Wai Kan
    Li, Dion Tik Shun
    Leung, Yiu Yan
    DIAGNOSTICS, 2023, 13 (01)
  • [30] Radiomics in Urolithiasis: Systematic Review of Current Applications, Limitations, and Future Directions
    Lim, Ee Jean
    Castellani, Daniele
    So, Wei Zheng
    Fong, Khi Yung
    Li, Jing Qiu
    Tiong, Ho Yee
    Gadzhiev, Nariman
    Heng, Chin Tiong
    Teoh, Jeremy Yuen-Chun
    Naik, Nithesh
    Ghani, Khurshid
    Sarica, Kemal
    De La Rosette, Jean
    Somani, Bhaskar
    Gauhar, Vineet
    JOURNAL OF CLINICAL MEDICINE, 2022, 11 (17)