Lack of repeatability of radiomic features derived from PET scans: Results from a 18F-DCFPyL test-retest cohort

被引:6
|
作者
Werner, Rudolf A. [1 ,2 ]
Habacha, Bilel [3 ]
Luetje, Susanne [3 ]
Bundschuh, Lena [4 ]
Kosmala, Alekandser [1 ]
Essler, Markus [3 ]
Derlin, Thorsten [5 ]
Higuchi, Takahiro [1 ]
Lapa, Constantin [4 ]
Buck, Andreas K. [1 ]
Pienta, Kenneth J. [6 ]
Lodge, Martin A. [2 ]
Eisenberger, Mario A. [7 ]
Markowski, Mark C. [7 ]
Pomper, Martin G. [2 ,6 ,7 ]
Gorin, Michael A. [8 ]
Frey, Eric C. [9 ]
Rowe, Steven P. [2 ,6 ,7 ]
Bundschuh, Ralph A. [3 ,4 ]
机构
[1] Univ Hosp Wurzburg, Dept Nucl Med, Wurzburg, Germany
[2] Johns Hopkins Univ, Sch Med, Russell H Morgan Dept Radiol & Radiol Sci, Baltimore, MD USA
[3] Univ Hosp Bonn, Dept Nucl Med, Bonn, Germany
[4] Univ Augsburg, Med Fac, Nucl Med, Stenglinstr 2, D-86156 Augsburg, Germany
[5] Hannover Med Sch, Dept Nucl Med, Hannover, Germany
[6] Johns Hopkins Univ, Sch Med, Dept Urol, James Buchanan Brady Urol Inst, Baltimore, MD 21205 USA
[7] Johns Hopkins Univ, Sch Med, Sidney Kimmel Comprehens Canc Ctr, Baltimore, MD USA
[8] Icahn Sch Med Mt Sinai, Milton & Carroll Petrie Dept Urol, New York, NY 10029 USA
[9] Radiopharmaceut Imaging & Dosimetry LLC, Baltimore, MD USA
来源
PROSTATE | 2023年 / 83卷 / 06期
基金
美国国家卫生研究院;
关键词
F-18-DCFPyL; prostate cancer; PSMA; radiomics; repeatability; textural features; PROSTATE-CANCER; PSMA-PET; STANDARD;
D O I
10.1002/pros.24483
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
ObjectivesPET-based radiomic metrics are increasingly utilized as predictive image biomarkers. However, the repeatability of radiomic features on PET has not been assessed in a test-retest setting. The prostate-specific membrane antigen-targeted compound F-18-DCFPyL is a high-affinity, high-contrast PET agent that we utilized in a test-retest cohort of men with metastatic prostate cancer (PC). MethodsData of 21 patients enrolled in a prospective clinical trial with histologically proven PC underwent two F-18-DCFPyL PET scans within 7 days, using identical acquisition and reconstruction parameters. Sites of disease were segmented and a set of 29 different radiomic parameters were assessed on both scans. We determined repeatability of quantification by using Pearson's correlations, within-subject coefficient of variation (wCOV), and Bland-Altman analysis. ResultsIn total, 230 lesions (177 bone, 38 lymph nodes, 15 others) were assessed on both scans. For all investigated radiomic features, a broad range of inter-scan correlation was found (r, 0.07-0.95), with acceptable reproducibility for entropy and homogeneity (wCOV, 16.0% and 12.7%, respectively). On Bland-Altman analysis, no systematic increase or decrease between the scans was observed for either parameter (+/- 1.96 SD: 1.07/-1.30, 0.23/-0.18, respectively). The remaining 27 tested radiomic metrics, however, achieved unacceptable high wCOV (>= 21.7%). ConclusionMany common radiomic features derived from a test-retest PET study had poor repeatability. Only Entropy and homogeneity achieved good repeatability, supporting the notion that those image biomarkers may be incorporated in future clinical trials. Those radiomic features based on high frequency aspects of images appear to lack the repeatability on PET to justify further study.
引用
收藏
页码:547 / 554
页数:8
相关论文
共 50 条
  • [21] Automated detection of mediastinal cancer nodes from 18F-FDG PET/CT scans of NSCLC patients using radiomic and CNN features
    Wallis, David
    Nioche, Christophe
    Soussan, Michael
    Lacroix, Maxime
    Akl, Pia
    Buvat, Irene
    JOURNAL OF NUCLEAR MEDICINE, 2020, 61
  • [22] Prediction of EGFR mutation status through radiomic features from 18F FDG PET/CT in NSCLC cohort of patients
    Monaco, L.
    De Bernardi, E.
    Bertola, F.
    Bono, F.
    Casati, G.
    Cortinovis, D.
    Crivellaro, C.
    Elisei, F.
    L'Imperio, V.
    Landoni, C.
    Pagni, F.
    Turolla, E.
    Messa, C.
    Guerra, L.
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2022, 49 (SUPPL 1) : S468 - S468
  • [23] Test-Retest Variability in Lesion SUV and Lesion SUR in 18F-FDG PET: An Analysis of Data from Two Prospective Multicenter Trials
    Hofheinz, Frank
    Apostolova, Ivayla
    Oehme, Liane
    Kotzerke, Joerg
    van den Hoff, Joerg
    JOURNAL OF NUCLEAR MEDICINE, 2017, 58 (11) : 1770 - 1775
  • [24] Diagnostic Performance of PSMA-Targeted 18F-DCFPyL PET/CT in Men with Biochemically Recurrent Prostate Cancer: Results from the Phase 3, Multicenter CONDOR Study
    Rowe, Steven
    Gorin, Michael
    Saperstein, Lawrence
    Pouliot, Frederic
    Josephson, David
    Carroll, Peter
    Wong, Jeffrey
    Pantel, Austin
    Piert, Morand
    Gage, Kenneth
    Cho, Steve
    Iagaru, Andrei
    Pollard, Janet
    Wong, Vivien
    Jensen, Jessica
    Stambler, Nancy
    Morris, Michael
    Siegel, Barry
    JOURNAL OF NUCLEAR MEDICINE, 2020, 61
  • [25] Results from the OSPREY trial A PrOspective Phase 2/3 Multi-Center Study of 18F-DCFPyL, PET/CT Imaging in Patients with PRostate Cancer - Examination of Diagnostic AccuracY
    Rowe, Steven
    Gorin, Michael
    Pienta, Kenneth
    Siegel, Barry
    Carroll, Peter
    Pouliot, Frederic
    Probst, Stephan
    Saperstein, Lawrence
    Preston, Mark
    Alva, Ajjai
    Patnaik, Akash
    Durack, Jeremy
    Nichols, Melissa
    Lin, Tess
    Jensen, Jessica
    Wong, Vivien
    Morris, Michael
    JOURNAL OF NUCLEAR MEDICINE, 2019, 60
  • [26] Ability of 18F-FDG PET/CT Radiomic Features to Distinguish Breast Carcinoma from Breast Lymphoma
    Ou, Xuejin
    Wang, Jian
    Zhou, Ruofan
    Zhu, Sha
    Pang, Fuwen
    Zhou, Yi
    Tian, Rong
    Ma, Xuelei
    CONTRAST MEDIA & MOLECULAR IMAGING, 2019,
  • [27] Value of18F-FDG PET/CT radiomic features to distinguish solitary lung adenocarcinoma from tuberculosis
    Hu, Yujing
    Zhao, Xinming
    Zhang, Jianyuan
    Han, Jingya
    Dai, Meng
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2021, 48 (01) : 231 - 240
  • [28] Value of 18F-FDG PET/CT radiomic features to distinguish solitary lung adenocarcinoma from tuberculosis
    Yujing Hu
    Xinming Zhao
    Jianyuan Zhang
    Jingya Han
    Meng Dai
    European Journal of Nuclear Medicine and Molecular Imaging, 2021, 48 : 231 - 240
  • [29] Correlation of tissue to blood standard uptake ratio (SUR) derived from static 18F-FDG-PET scans with the metabolic uptake rate derived from dynamic 18F-FDG-PET scans for quantification of lung inflammation in experimental ARDS
    Braune, A.
    Oehme, L.
    Kiss, T.
    Bluth, T.
    Kotzerke, J.
    de Abreu, M. Gama
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2016, 43 : S206 - S206
  • [30] Can Radiomic Features Derived from [18F]FET PET Images of Glioma Patients Be Pooled When Different Reconstruction Settings or Segmentation Methods Are Used?
    Zounek, A.
    Holzgreve, A.
    Bollenbacher, A.
    Brosch-Lenz, J.
    Boening, G.
    Bartenstein, P.
    Albert, N. L.
    Ziegler, S.
    Kaiser, L.
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2022, 49 (SUPPL 1) : S22 - S22