Diffusion-weighted imaging-based radiomics model using automatic machine learning to differentiate cerebral cystic metastases from brain abscesses

被引:0
|
作者
Linyang Cui
Zheng Qin
Siyuan Sun
Weihua Feng
Mingyuan Hou
Dexin Yu
机构
[1] Qilu Hospital of Shandong University,Department of Radiology
[2] Weihai Central Hospital Affiliated to Qingdao University,Department of Radiology
[3] Cheeloo College of Medicine,Department of Radiology
[4] Shandong University,Department of Imaging
[5] Qilu Pharmaceutical Co.,undefined
[6] Ltd,undefined
[7] The Affiliated Hospital of Qingdao University,undefined
[8] The Affiliated Weihai Second Municipal Hospital of Qingdao University,undefined
关键词
Image normalization; Tree-based optimization tool; Cerebral cystic metastases; Brain abscesses;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [31] Differentiation among Glioblastomas, Primary Cerebral Lymphomas, and Solitary Brain Metastases Using Diffusion-Weighted Imaging and Diffusion Tensor Imaging: A PRISMA-Compliant Meta-analysis
    Zhang, Pengcheng
    Liu, Bing
    ACS CHEMICAL NEUROSCIENCE, 2020, 11 (03): : 477 - 483
  • [32] A machine learning model for the prediction of survival and tumor subtype in pancreatic ductal adenocarcinoma from preoperative diffusion-weighted imaging
    Kaissis, Georgios
    Ziegelmayer, Sebastian
    Lohoefer, Fabian
    Alguel, Hana
    Eiber, Matthias
    Weichert, Wilko
    Schmid, Roland
    Friess, Helmut
    Rummeny, Ernst
    Ankerst, Donna
    Siveke, Jens
    Braren, Rickmer
    EUROPEAN RADIOLOGY EXPERIMENTAL, 2019, 3 (01)
  • [33] A machine learning model for the prediction of survival and tumor subtype in pancreatic ductal adenocarcinoma from preoperative diffusion-weighted imaging
    Georgios Kaissis
    Sebastian Ziegelmayer
    Fabian Lohöfer
    Hana Algül
    Matthias Eiber
    Wilko Weichert
    Roland Schmid
    Helmut Friess
    Ernst Rummeny
    Donna Ankerst
    Jens Siveke
    Rickmer Braren
    European Radiology Experimental, 3
  • [34] Diffusion-weighted MRI radiomics of spine bone tumors: feature stability and machine learning-based classification performance
    Gitto, Salvatore
    Bologna, Marco
    Corino, Valentina D. A.
    Emili, Ilaria
    Albano, Domenico
    Messina, Carmelo
    Armiraglio, Elisabetta
    Parafioriti, Antonina
    Luzzati, Alessandro
    Mainardi, Luca
    Sconfienza, Luca Maria
    RADIOLOGIA MEDICA, 2022, 127 (05): : 518 - 525
  • [35] Diffusion-weighted MRI radiomics of spine bone tumors: feature stability and machine learning-based classification performance
    Salvatore Gitto
    Marco Bologna
    Valentina D. A. Corino
    Ilaria Emili
    Domenico Albano
    Carmelo Messina
    Elisabetta Armiraglio
    Antonina Parafioriti
    Alessandro Luzzati
    Luca Mainardi
    Luca Maria Sconfienza
    La radiologia medica, 2022, 127 : 518 - 525
  • [36] Leveraging Quantitative Imaging and Machine Learning to Differentiate Radionecrosis from Disease Recurrence in Patients with Brain Metastases
    Basree, M. M.
    Li, C.
    Bui, A. H.
    Liu, M.
    Um, H.
    Tiwari, P.
    McMillan, A.
    Baschnagel, A. M.
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2023, 117 (02): : E85 - E86
  • [37] Estimation of TP53 mutations for endometrial cancer based on diffusion-weighted imaging deep learning and radiomics features
    Shen, Lei
    Dai, Bo
    Dou, Shewei
    Yan, Fengshan
    Yang, Tianyun
    Wu, Yaping
    BMC CANCER, 2025, 25 (01)
  • [38] Advantage of High b Value Diffusion-Weighted Imaging for Differentiation of Hemangioblastoma from Brain Metastases in Posterior Fossa
    Onishi, Shumpei
    Hirose, Takanori
    Takayasu, Takeshi
    Nosaka, Ryo
    Kolakshyapati, Manish
    Saito, Taiichi
    Akiyama, Yuji
    Sugiyama, Kazuhiko
    Kurisu, Kaoru
    Yamasaki, Fumiyuki
    WORLD NEUROSURGERY, 2017, 101 : 643 - 650
  • [39] Diffusion-weighted Imaging Using Readout-segmented EPI Reveals Bony Metastases from Neuroblastoma
    Hayes, Laura L.
    Alazraki, Adina
    Wasilewski-Masker, Karen
    Jones, Richard A.
    Porter, David A.
    Palasis, Susan
    JOURNAL OF PEDIATRIC HEMATOLOGY ONCOLOGY, 2016, 38 (07) : E263 - E266
  • [40] Model-based denoising in diffusion-weighted imaging using generalized spherical deconvolution
    Sperl, Jonathan I.
    Sprenger, Tim
    Tan, Ek T.
    Menzel, Marion I.
    Hardy, Christopher J.
    Marinelli, Luca
    MAGNETIC RESONANCE IN MEDICINE, 2017, 78 (06) : 2428 - 2438