Role of Imaging in Multiple Myeloma: A Potential Opportunity for Quantitative Imaging and Radiomics?

被引:0
|
作者
Michalska-Foryszewska, Anna [1 ]
Rogowska, Aleksandra [2 ]
Kwiatkowska-Miernik, Agnieszka [1 ]
Sklinda, Katarzyna [1 ]
Mruk, Bartosz [1 ]
Hus, Iwona [2 ]
Walecki, Jerzy [1 ]
机构
[1] Minist Interior & Adm, Natl Inst Med, Radiol Diagnost Ctr, PL-02507 Warsaw, Poland
[2] Minist Interior & Adm, Natl Inst Med, Hematol Clin, PL-02507 Warsaw, Poland
关键词
multiple myeloma; imaging; artificial intelligence; radiomics; prognosis; F-18-FDG PET/CT; WHOLE; MRI; DISEASE; LESIONS; CT; RADIOGRAPHY; DIAGNOSIS; FDG;
D O I
10.3390/cancers16234099
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Multiple myeloma (MM) is the second most prevalent hematologic malignancy, particularly affecting the elderly. The disease often begins with a premalignant phase known as monoclonal gammopathy of undetermined significance (MGUS), solitary plasmacytoma (SP) and smoldering multiple myeloma (SMM). Multiple imaging modalities are employed throughout the disease continuum to assess bone lesions, prevent complications, detect intra- and extramedullary disease, and evaluate the risk of neurological complications. The implementation of advanced imaging analysis techniques, including artificial intelligence (AI) and radiomics, holds great promise for enhancing our understanding of MM. The integration of advanced image analysis techniques which extract features from magnetic resonance imaging (MRI), computed tomography (CT), or positron emission tomography (PET) images has the potential to enhance the diagnostic accuracy for MM. This innovative approach may lead to the identification of imaging biomarkers that can predict disease prognosis and treatment outcomes. Further research and standardized evaluations are needed to define the role of radiomics in everyday clinical practice for patients with MM.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] Quantitative Imaging and Radiomics in Multiple Myeloma: A Potential Opportunity?
    Tagliafico, Alberto Stefano
    Dominietto, Alida
    Belgioia, Liliana
    Campi, Cristina
    Schenone, Daniela
    Piana, Michele
    MEDICINA-LITHUANIA, 2021, 57 (02): : 1 - 10
  • [2] The Critical Role of Imaging in the Management of Multiple Myeloma
    Raza, Shahzad
    Leng, Siyang
    Lentzsch, Suzanne
    CURRENT HEMATOLOGIC MALIGNANCY REPORTS, 2017, 12 (03) : 168 - 175
  • [3] Imaging in multiple myeloma
    Virk, Jas
    Hillengass, Jens
    PRESSE MEDICALE, 2025, 54 (01):
  • [4] The Critical Role of Imaging in the Management of Multiple Myeloma
    Shahzad Raza
    Siyang Leng
    Suzanne Lentzsch
    Current Hematologic Malignancy Reports, 2017, 12 : 168 - 175
  • [5] The role of imaging techniques in the management of multiple myeloma
    Zamagni, Elena
    Cavo, Michele
    BRITISH JOURNAL OF HAEMATOLOGY, 2012, 159 (05) : 499 - 513
  • [6] Imaging of Multiple Myeloma
    Amos, Barry
    Agarwal, Amit
    Kanekar, Sangam
    HEMATOLOGY-ONCOLOGY CLINICS OF NORTH AMERICA, 2016, 30 (04) : 843 - +
  • [7] Imaging in multiple myeloma
    Delorme, Stefan
    Baur-Melnyk, Andrea
    EUROPEAN JOURNAL OF RADIOLOGY, 2009, 70 (03) : 401 - 408
  • [8] Multiple myeloma. Imaging diagnostics
    Baur-Melnyk, A.
    Reiser, M. F.
    ONKOLOGE, 2010, 16 (03): : 242 - +
  • [9] Imaging of Multiple Myeloma: Present and Future
    Rodriguez-Laval, Victor
    Lumbreras-Fernandez, Blanca
    Aguado-Bueno, Beatriz
    Gomez-Leon, Nieves
    JOURNAL OF CLINICAL MEDICINE, 2024, 13 (01)
  • [10] Interest of Pet Imaging in Multiple Myeloma
    Jamet, Bastien
    Bailly, Clement
    Carlier, Thomas
    Touzeau, Cyrille
    Nanni, Cristina
    Zamagni, Elena
    Barre, Louisa
    Michaud, Anne-Victoire
    Cherel, Michel
    Moreau, Philippe
    Bodet-Milin, Caroline
    Kraeber-Bodere, Francoise
    FRONTIERS IN MEDICINE, 2019, 6