Radiomics: A review of current applications and possibilities in the assessment of tumor microenvironment

被引:29
|
作者
Xue, Caiqiang [1 ,2 ,3 ,4 ]
Zhou, Qing [1 ,2 ,3 ,4 ]
Xi, Huaze [1 ,2 ,3 ,4 ]
Zhou, Junlin [1 ,2 ,3 ,4 ]
机构
[1] Lanzhou Univ Second Hosp, Dept Radiol, Lanzhou 730030, Peoples R China
[2] Lanzhou Univ, Clin Sch 2, Lanzhou 730030, Peoples R China
[3] Key Lab Med Imaging Gansu Prov, Lanzhou 730030, Peoples R China
[4] Gansu Int Sci & Technol Cooperat Base Med Imaging, Lanzhou 730030, Peoples R China
基金
中国国家自然科学基金;
关键词
Radiomics; Tumor microenvironment; Tumor -in filtrating lymphocytes; Tumor -associated macrophages; Tumor-stromal ratio; LYMPHOVASCULAR SPACE INVASION; STROMA RATIO; CANCER PATIENTS; BREAST-CANCER; SIGNATURE; CELLS; ADENOCARCINOMA; PREDICT; IMAGES; IMMUNOTHERAPY;
D O I
10.1016/j.diii.2022.10.008
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
With the recent success in the application of immunotherapy for treating various advanced cancers, the tumor microenvironment has rapidly become an important field of research. The tumor microenvironment is complex and its characteristics strongly influence disease biology and potentially responses to systemic therapy. Accurate preoperative assessment of tumor microenvironment is of great significance for the formu-lation of an immunotherapy strategy and evaluation of patient prognosis. As a research hotspot in medical image analysis technology, radiomics has been applied in the auxiliary diagnosis of the tumor microenviron-ment. This article reviews the current status of radiomics in the elective application on tumor microenviron-ment and discusses potential prospects.(c) 2022 Societe francaise de radiologie. Published by Elsevier Masson SAS. All rights reserved.
引用
收藏
页码:113 / 122
页数:10
相关论文
共 50 条
  • [21] The Tumor Immune Microenvironment in Primary CNS Neoplasms: A Review of Current Knowledge and Therapeutic Approaches
    Kalluri, Anita L.
    Shah, Pavan P.
    Lim, Michael
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2023, 24 (03)
  • [22] Radiomics and machine learning applications in rectal cancer: Current update and future perspectives
    Stanzione, Arnaldo
    Verde, Francesco
    Romeo, Valeria
    Boccadifuoco, Francesca
    Mainenti, Pier Paolo
    Maurea, Simone
    WORLD JOURNAL OF GASTROENTEROLOGY, 2021, 27 (32) : 5306 - 5321
  • [23] Editorial: Tumor Microenvironment and Resistance to Current Therapies
    El-Deiry, Wafik S.
    FRONTIERS IN ONCOLOGY, 2019, 9
  • [24] Advances in radiomics applications for intrahepatic cholangiocarcinoma: a comprehensive review and future directions
    Xu, Jia-Wei
    Li, Bing-Hua
    Yu, De-Cai
    HEPATOMA RESEARCH, 2024, 10
  • [25] Emerging Applications of Radiomics in Neurological Disorders: A Review
    Sotoudeh, Houman
    Sarrami, Amir Hossein
    Roberson, Glenn H.
    Shafaat, Omid
    Sadaatpour, Zahra
    Rezaei, Ali
    Choudhary, Gagandeep
    Singhal, Aparna
    Sotoudeh, Ehsan
    Tanwar, Manoj
    CUREUS JOURNAL OF MEDICAL SCIENCE, 2021, 13 (12)
  • [26] Application of radiomics-based multiomics combinations in the tumor microenvironment and cancer prognosis
    Wendi Kang
    Xiang Qiu
    Yingen Luo
    Jianwei Luo
    Yang Liu
    Junqing Xi
    Xiao Li
    Zhengqiang Yang
    Journal of Translational Medicine, 21
  • [27] Tracking tumor biology with radiomics: A systematic review utilizing a radiomics quality score
    Sanduleanu, Sebastian
    Woodruff, Henry C.
    de Jong, Evelyn E. C.
    van Timmeren, Janna E.
    Jochems, Arthur
    Dubois, Ludwig
    Lambin, Philippe
    RADIOTHERAPY AND ONCOLOGY, 2018, 127 (03) : 349 - 360
  • [28] Radiomics-based tumor phenotype determination based on medical imaging and tumor microenvironment in a preclinical setting
    Mueller, Johannes
    Leger, Stefan
    Zwanenburg, Alex
    Suckert, Theresa
    Luehr, Armin
    Beyreuther, Elke
    von Neubeck, Claere
    Krause, Mechthild
    Loeck, Steffen
    Dietrich, Antje
    Buetof, Rebecca
    RADIOTHERAPY AND ONCOLOGY, 2022, 169 : 96 - 104
  • [29] Comprehensive assessment of cellular senescence in the tumor microenvironment
    Wang, Xiaoman
    Ma, Lifei
    Pei, Xiaoya
    Wang, Heping
    Tang, Xiaoqiang
    Pei, Jian-Fei
    Ding, Yang-Nan
    Qu, Siyao
    Wei, Zi-Yu
    Wang, Hui-Yu
    Wang, Xiaoyue
    Wei, Gong-Hong
    Liu, De-Pei
    Chen, Hou-Zao
    BRIEFINGS IN BIOINFORMATICS, 2022, 23 (03)
  • [30] Systematic Review on the Association of Radiomics with Tumor Biological Endpoints
    Saint-Esteven, Agustina La Greca
    Vuong, Diem
    Tschanz, Fabienne
    van Timmeren, Janita E.
    Dal Bello, Riccardo
    Waller, Verena
    Pruschy, Martin
    Guckenberger, Matthias
    Tanadini-Lang, Stephanie
    CANCERS, 2021, 13 (12)