Development and external validation of a multivariable [68Ga]Ga-PSMA-11 PET-based prediction model for lymph node involvement in men with intermediate or high-risk prostate cancer

被引:7
|
作者
Muehlematter, Urs J. [1 ,2 ]
Schweiger, Lilit [3 ]
Ferraro, Daniela A. [1 ,4 ]
Hermanns, Thomas [5 ]
Maurer, Tobias [6 ,7 ,8 ]
Heck, Matthias M. [6 ]
Rupp, Niels J. [9 ]
Eiber, Matthias [3 ]
Rauscher, Isabel [3 ]
Burger, Irene A. [1 ,10 ]
机构
[1] Univ Zurich, Univ Hosp Zurich, Dept Nucl Med, Zurich, Switzerland
[2] Univ Zurich, Univ Hosp Zurich, Inst Diagnost & Intervent Radiol, Zurich, Switzerland
[3] Tech Univ Munich, Dept Nucl Med, Klinikum Rechts Isar, Munich, Germany
[4] Univ Sao Paulo, Fac Med FMUSP, Dept Radiol & Oncol, Sao Paulo, Brazil
[5] Univ Zurich, Univ Hosp Zurich, Dept Urol, Zurich, Switzerland
[6] Tech Univ Munich, Dept Urol, Klinikum Rechts Isar, Munich, Germany
[7] Univ Hamburg Eppendorf, Dept Urol, Hamburg, Germany
[8] Univ Hamburg Eppendorf, Martini Klin, Hamburg, Germany
[9] Univ Zurich, Univ Hosp Zurich, Dept Pathol & Mol Pathol, Zurich, Switzerland
[10] Baden Cantonal Hosp, Dept Nucl Med, Baden, Switzerland
关键词
Prostate cancer; Lymph node invasion; Prostate-specific membrane antigen positron emission tomography; Prediction; RADICAL PROSTATECTOMY; GLEASON SCORE; DISSECTION; ANTIGEN; NOMOGRAM; OUTCOMES;
D O I
10.1007/s00259-023-06278-1
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
PurposeTo develop and evaluate a lymph node invasion (LNI) prediction model for men staged with [Ga-68]Ga-PSMA-11 PET.MethodsA consecutive sample of intermediate to high-risk prostate cancer (PCa) patients undergoing [Ga-68]Ga-PSMA-11 PET, extended pelvic lymph node dissection (ePLND), and radical prostatectomy (RP) at two tertiary referral centers were retrospectively identified. The training cohort comprised 173 patients (treated between 2013 and 2017), the validation cohort 90 patients (treated between 2016 and 2019). Three models for LNI prediction were developed and evaluated using cross-validation. Optimal risk-threshold was determined during model development. The best performing model was evaluated and compared to available conventional and multiparametric magnetic resonance imaging (mpMRI)-based prediction models using area under the receiver operating characteristic curves (AUC), calibration plots, and decision curve analysis (DCA).ResultsA combined model including prostate-specific antigen, biopsy Gleason grade group, [Ga-68]Ga Ga-PSMA-11 positive volume of the primary tumor, and the assessment of the [Ga-68]Ga-PSMA-11 report N-status yielded an AUC of 0.923 (95% CI 0.863-0.984) in the external validation. Using a cutoff of >= 17%, 44 (50%) ePLNDs would be spared and LNI missed in one patient (4.8%). Compared to conventional and MRI-based models, the proposed model showed similar calibration, higher AUC (0.923 (95% CI 0.863-0.984) vs. 0.700 (95% CI 0.548-0.852)-0.824 (95% CI 0.710-0.938)) and higher net benefit at DCA.ConclusionsOur results indicate that information from [Ga-68]Ga-PSMA-11 may improve LNI prediction in intermediate to high-risk PCa patients undergoing primary staging especially when combined with clinical parameters. For better LNI prediction, future research should investigate the combination of information from both PSMA PET and mpMRI for LNI prediction in PCa patients before RP.
引用
收藏
页码:3137 / 3146
页数:10
相关论文
共 50 条
  • [41] Impact of 68Ga-PSMA-11 PET staging on clinical decision-making in patients with intermediate or high-risk prostate cancer
    Ferraro, Daniela A.
    Schueler, Helena I. Garcia
    Muehlematter, Urs J.
    Eberli, Daniel
    Mueller, Julian
    Muller, Alexander
    Gablinger, Roger
    Kranzbuehler, Helmut
    Omlin, Aurelius
    Kaufmann, Philipp A.
    Hermanns, Thomas
    Burger, Irene A.
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2020, 47 (03) : 652 - 664
  • [42] 68Ga-PSMA PET/CT for Primary Lymph Node and Distant Metastasis NM Staging of High-Risk Prostate Cancer
    Klingenberg, Soren
    Jochumsen, Mads R.
    Ulhoi, Benedicte P.
    Fredsoe, Jacob
    Sorensen, Karina D.
    Borre, Michael
    Bouchelouche, Kirsten
    JOURNAL OF NUCLEAR MEDICINE, 2021, 62 (02) : 214 - 220
  • [43] Voxel-based comparison of [68Ga]Ga-RM2-PET/CT and [68Ga]Ga-PSMA-11-PET/CT with histopathology for diagnosis of primary prostate cancer
    Thomas Franz Fassbender
    Florian Schiller
    Constantinos Zamboglou
    Vanessa Drendel
    Selina Kiefer
    Cordula A. Jilg
    Anca-Ligia Grosu
    Michael Mix
    EJNMMI Research, 10
  • [44] Lesion-to-background ratio threshold value of SUVmax of simultaneous [68Ga]Ga-PSMA-11 PET/MRI imaging in patients with prostate cancer
    Jing Zhao
    Bernd Hamm
    Winfried Brenner
    Marcus R. Makowski
    Insights into Imaging, 11
  • [45] Lesion-to-background ratio threshold value of SUVmax of simultaneous [68Ga]Ga-PSMA-11 PET/MRI imaging in patients with prostate cancer
    Zhao, Jing
    Hamm, Bernd
    Brenner, Winfried
    Makowski, Marcus R.
    INSIGHTS INTO IMAGING, 2020, 11 (01)
  • [46] Supervised machine learning enables non-invasive lesion characterization in primary prostate cancer with [68Ga]Ga-PSMA-11 PET/MRI
    L. Papp
    C. P. Spielvogel
    B. Grubmüller
    M. Grahovac
    D. Krajnc
    B. Ecsedi
    R. A.M. Sareshgi
    D. Mohamad
    M. Hamboeck
    I. Rausch
    M. Mitterhauser
    W. Wadsak
    A. R. Haug
    L. Kenner
    P. Mazal
    M. Susani
    S. Hartenbach
    P. Baltzer
    T. H. Helbich
    G. Kramer
    S.F. Shariat
    T. Beyer
    M. Hartenbach
    M. Hacker
    European Journal of Nuclear Medicine and Molecular Imaging, 2021, 48 : 1795 - 1805
  • [47] Voxel-based comparison of [68Ga]Ga-RM2-PET/CT and [68Ga]Ga-PSMA-11-PET/CT with histopathology for diagnosis of primary prostate cancer
    Fassbender, Thomas Franz
    Schiller, Florian
    Zamboglou, Constantinos
    Drendel, Vanessa
    Kiefer, Selina
    Jilg, Cordula A.
    Grosu, Anca-Ligia
    Mix, Michael
    EJNMMI RESEARCH, 2020, 10 (01)
  • [48] Diagnostic accuracy of fully hybrid [68Ga]Ga-PSMA-11 PET/MRI and [68Ga]Ga-RM2 PET/MRI in patients with biochemically recurrent prostate cancer: a prospective single-center phase II clinical trial
    Ghezzo, Samuele
    Mapelli, Paola
    Gajate, Ana Maria Samanes
    Palmisano, Anna
    Cucchiara, Vito
    Brembilla, Giorgio
    Bezzi, Carolina
    Suardi, Nazareno
    Scifo, Paola
    Briganti, Alberto
    De Cobelli, Francesco
    Chiti, Arturo
    Esposito, Antonio
    Picchio, Maria
    EUROPEAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING, 2024, 51 (03) : 907 - 918
  • [49] [68Ga]PSMA PET/CT Improves Initial Staging and Management Plan of Patients with High-Risk Prostate Cancer
    Nader Hirmas
    Akram Al-Ibraheem
    Ken Herrmann
    Abedalatif Alsharif
    Haider Muhsin
    Jamal Khader
    Ali Al-Daghmin
    Samer Salah
    Molecular Imaging and Biology, 2019, 21 : 574 - 581
  • [50] [68Ga]PSMA PET/CT Improves Initial Staging and Management Plan of Patients with High-Risk Prostate Cancer
    Hirmas, Nader
    Al-Ibraheem, Akram
    Herrmann, Ken
    Alsharif, Abedalatif
    Muhsin, Haider
    Khader, Jamal
    Al-Daghmin, Ali
    Salah, Samer
    MOLECULAR IMAGING AND BIOLOGY, 2019, 21 (03) : 574 - 581