Radiomics Analysis for Multiple Myeloma: A Systematic Review with Radiomics Quality Scoring

被引:3
|
作者
Klontzas, Michail E. [1 ,2 ]
Triantafyllou, Matthaios [1 ]
Leventis, Dimitrios [1 ]
Koltsakis, Emmanouil [3 ]
Kalarakis, Georgios [3 ,4 ]
Tzortzakakis, Antonios [4 ,5 ]
Karantanas, Apostolos H. [1 ,2 ]
机构
[1] Univ Hosp Heraklion, Dept Med Imaging, Iraklion 71110, Greece
[2] Univ Crete, Sch Med, Dept Radiol, Voutes Campus, Iraklion 71003, Greece
[3] Karolinska Univ Hosp, Dept Radiol, S-14152 Stockholm, Sweden
[4] Karolinska Inst, Dept Clin Sci Intervent & Technol CLINTEC, Div Radiol, S-14152 Stockholm, Sweden
[5] Karolinska Univ Hosp, Sect Nucl Med, Med Radiat Phys & Nucl Med, S-14186 Stockholm, Sweden
关键词
multiple myeloma; radiomics; machine learning; metastases; radiomics quality score; IMAGES; DISEASE; HETEROGENEITY; SEGMENTATION; DIAGNOSIS;
D O I
10.3390/diagnostics13122021
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Multiple myeloma (MM) is one of the most common hematological malignancies affecting the bone marrow. Radiomics analysis has been employed in the literature in an attempt to evaluate the bone marrow of MM patients. This manuscript aimed to systematically review radiomics research on MM while employing a radiomics quality score (RQS) to accurately assess research quality in the field. A systematic search was performed on Web of Science, PubMed, and Scopus. The selected manuscripts were evaluated (data extraction and RQS scoring) by three independent readers (R1, R2, and R3) with experience in radiomics analysis. A total of 23 studies with 2682 patients were included, and the median RQS was 10 for R1 (IQR 5.5-12) and R3 (IQR 8.3-12) and 11 (IQR 7.5-12.5) for R2. RQS was not significantly correlated with any of the assessed bibliometric data (impact factor, quartile, year of publication, and imaging modality) (p > 0.05). Our results demonstrated the low quality of published radiomics research in MM, similarly to other fields of radiomics research, highlighting the need to tighten publication standards.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] Radiomics in Carotid Plaque: A Systematic Review and Radiomics Quality Score Assessment
    Hou, Chao
    Liu, Xin-Yao
    Du, Yue
    Cheng, Ling-Gang
    Liu, Lu-Ping
    Nie, Fang
    Zhang, Wei
    He, Wen
    [J]. ULTRASOUND IN MEDICINE AND BIOLOGY, 2023, 49 (12): : 2437 - 2445
  • [2] GEP-NET radiomics: a systematic review and radiomics quality score assessment
    Staal, Femke C. R.
    Aalbersberg, Else A.
    van der Velden, Daphne
    Wilthagen, Erica A.
    Tesselaar, Margot E. T.
    Beets-Tan, Regina G. H.
    Maas, Monique
    [J]. EUROPEAN RADIOLOGY, 2022, 32 (10) : 7278 - 7294
  • [3] The Role of Radiomics in Salivary Gland Imaging: A Systematic Review and Radiomics Quality Assessment
    Aringhieri, Giacomo
    Fanni, Salvatore Claudio
    Febi, Maria
    Colligiani, Leonardo
    Cioni, Dania
    Neri, Emanuele
    [J]. DIAGNOSTICS, 2022, 12 (12)
  • [4] GEP-NET radiomics: a systematic review and radiomics quality score assessment
    Femke C. R. Staal
    Else A. Aalbersberg
    Daphne van der Velden
    Erica A. Wilthagen
    Margot E. T. Tesselaar
    Regina G. H. Beets-Tan
    Monique Maas
    [J]. European Radiology, 2022, 32 : 7278 - 7294
  • [5] 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
    [J]. RADIOTHERAPY AND ONCOLOGY, 2018, 127 (03) : 349 - 360
  • [6] Systematic review of the radiomics quality score applications: an EuSoMII Radiomics Auditing Group Initiative
    Gaia Spadarella
    Arnaldo Stanzione
    Tugba Akinci D’Antonoli
    Anna Andreychenko
    Salvatore Claudio Fanni
    Lorenzo Ugga
    Elmar Kotter
    Renato Cuocolo
    [J]. European Radiology, 2023, 33 : 1884 - 1894
  • [7] Cardiac CT and MRI radiomics: systematic review of the literature and radiomics quality score assessment
    Ponsiglione, Andrea
    Stanzione, Arnaldo
    Cuocolo, Renato
    Ascione, Raffaele
    Gambardella, Michele
    De Giorgi, Marco
    Nappi, Carmela
    Cuocolo, Alberto
    Imbriaco, Massimo
    [J]. EUROPEAN RADIOLOGY, 2022, 32 (04) : 2629 - 2638
  • [8] Cardiac CT and MRI radiomics: systematic review of the literature and radiomics quality score assessment
    Andrea Ponsiglione
    Arnaldo Stanzione
    Renato Cuocolo
    Raffaele Ascione
    Michele Gambardella
    Marco De Giorgi
    Carmela Nappi
    Alberto Cuocolo
    Massimo Imbriaco
    [J]. European Radiology, 2022, 32 : 2629 - 2638
  • [9] Systematic review with radiomics quality score of cholangiocarcinoma: an EuSoMII Radiomics Auditing Group Initiative
    Roberto Cannella
    Federica Vernuccio
    Michail E. Klontzas
    Andrea Ponsiglione
    Ekaterina Petrash
    Lorenzo Ugga
    Daniel Pinto dos Santos
    Renato Cuocolo
    [J]. Insights into Imaging, 14
  • [10] Systematic review of the radiomics quality score applications: an EuSoMII Radiomics Auditing Group Initiative
    Spadarella, Gaia
    Stanzione, Arnaldo
    D'Antonoli, Tugba Akinci
    Andreychenko, Anna
    Fanni, Salvatore Claudio
    Ugga, Lorenzo
    Kotter, Elmar
    Cuocolo, Renato
    [J]. EUROPEAN RADIOLOGY, 2023, 33 (03) : 1884 - 1894