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
  • [1] Application of radiomics-based multiomics combinations in the tumor microenvironment and cancer prognosis
    Kang, Wendi
    Qiu, Xiang
    Luo, Yingen
    Luo, Jianwei
    Liu, Yang
    Xi, Junqing
    Li, Xiao
    Yang, Zhengqiang
    JOURNAL OF TRANSLATIONAL MEDICINE, 2023, 21 (01)
  • [2] Tumor microenvironment: A new application for radiomics
    Pellat, Anna
    Barat, Maxime
    DIAGNOSTIC AND INTERVENTIONAL IMAGING, 2023, 104 (03) : 93 - 94
  • [3] 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)
  • [4] Radiomics Assessment of the Tumor Immune Microenvironment to Predict Outcomes in Breast Cancer
    Han, Xiaorui
    Cao, Wuteng
    Wu, Lei
    Liang, Changhong
    FRONTIERS IN IMMUNOLOGY, 2022, 12
  • [5] NCTN Assessment on Current Applications of Radiomics in Oncology
    Nie, Ke
    Al-Hallaq, Hania
    Li, X. Allen
    Benedict, Stanley H.
    Sohn, Jason W.
    Moran, Jean M.
    Fan, Yong
    Huang, Mi
    Knopp, Michael, V
    Michalski, Jeff M.
    Monroe, James
    Obcemea, Ceferino
    Tsien, Christina, I
    Solberg, Timothy
    Wu, Jackie
    Xia, Ping
    Xiao, Ying
    El Naqa, Ssam
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2019, 104 (02): : 302 - 315
  • [6] Nanoparticles mediated tumor microenvironment modulation: current advances and applications
    Ganji Seeta Rama Raju
    Eluri Pavitra
    Ganji Lakshmi Varaprasad
    Sai Samyuktha Bandaru
    Ganji Purnachandra Nagaraju
    Batoul Farran
    Yun Suk Huh
    Young-Kyu Han
    Journal of Nanobiotechnology, 20
  • [7] Nanoparticles mediated tumor microenvironment modulation: current advances and applications
    Raju, Ganji Seeta Rama
    Pavitra, Eluri
    Varaprasad, Ganji Lakshmi
    Bandaru, Sai Samyuktha
    Nagaraju, Ganji Purnachandra
    Farran, Batoul
    Huh, Yun Suk
    Han, Young-Kyu
    JOURNAL OF NANOBIOTECHNOLOGY, 2022, 20 (01)
  • [8] 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)
  • [9] Radiomics and Its Applications and Progress in Pancreatitis: A Current State of the Art Review
    Yan, Gaowu
    Yan, Gaowen
    Li, Hongwei
    Liang, Hongwei
    Peng, Chen
    Bhetuwal, Anup
    McClure, Morgan A.
    Li, Yongmei
    Yang, Guoqing
    Li, Yong
    Zhao, Linwei
    Fan, Xiaoping
    FRONTIERS IN MEDICINE, 2022, 9
  • [10] Radiomics Applications in Spleen Imaging: A Systematic Review and Methodological Quality Assessment
    Fanni, Salvatore Claudio
    Febi, Maria
    Francischello, Roberto
    Caputo, Francesca Pia
    Ambrosini, Ilaria
    Sica, Giacomo
    Faggioni, Lorenzo
    Masala, Salvatore
    Tonerini, Michele
    Scaglione, Mariano
    Cioni, Dania
    Neri, Emanuele
    DIAGNOSTICS, 2023, 13 (16)