Abstract
Objective
The objective of this study was to develop a clinical nomogram to predict gallium-68 prostate-specific membrane antigen positron emission tomography/computed tomography (68Ga-PSMA-11-PET/CT) positivity in different clinical settings of PSA failure.
Materials and methods
Seven hundred three (n = 703) prostate cancer (PCa) patients with confirmed PSA failure after radical therapy were enrolled. Patients were stratified according to different clinical settings (first-time biochemical recurrence [BCR]: group 1; BCR after salvage therapy: group 2; biochemical persistence after radical prostatectomy [BCP]: group 3; advanced-stage PCa before second-line systemic therapies: group 4).
First, we assessed 68Ga-PSMA-11-PET/CT positivity rate. Second, multivariable logistic regression analyses were used to determine predictors of positive scan. Third, regression-based coefficients were used to develop a nomogram predicting positive 68Ga-PSMA-11-PET/CT result and 200 bootstrap resamples were used for internal validation. Fourth, receiver operating characteristic (ROC) analysis was used to identify the most informative nomogram’s derived cutoff. Decision curve analysis (DCA) was implemented to quantify nomogram’s clinical benefit.
Results
68Ga-PSMA-11-PET/CT overall positivity rate was 51.2%, while it was 40.3% in group 1, 54% in group 2, 60.5% in group 3, and 86.9% in group 4 (p < 0.001). At multivariable analyses, ISUP grade, PSA, PSA doubling time, and clinical setting were independent predictors of a positive scan (all p ≤ 0.04). A nomogram based on covariates included in the multivariate model demonstrated a bootstrap-corrected accuracy of 82%. The nomogram-derived best cutoff value was 40%. In DCA, the nomogram revealed clinical net benefit of > 10%.
Conclusions
This novel nomogram proved its good accuracy in predicting a positive scan, with values ≥ 40% providing the most informative cutoff in counselling patients to 68Ga-PSMA-11-PET/CT. This tool might be important as a guide to clinicians in the best use of PSMA-based PET imaging.
Similar content being viewed by others
References
Kattan MW, Wheeler TM, Scardino PT. Postoperative nomogram for disease recurrence after radical prostatectomy for prostate cancer. J Clin Oncol. 1999;17(5):1499–507.
Ost P, Bossi A, Decaestecker K, et al. Metastasis-directed therapy of regional and distant recurrences after curative treatment of prostate cancer: a systematic review of the literature. Eur Urol. 2015;67(5):852–63.
Schiavina R, Bianchi L, Borghesi M, Sabbatini R, Brunocilla E. Toward the future of the functional imaging of advanced prostate cancer. Eur Urol Focus. 2017;3(2–3):240–2.
Morigi JJ, Stricker PD, van Leeuwen PJ, Tang R, Ho B, Nguyen Q, et al. Prospective comparison of 18F-fluoromethylcholine versus 68Ga-PSMA PET/CT in prostate cancer patients who have rising PSA after curative treatment and are being considered for targeted therapy. J Nucl Med. 2015;56(8):1185–90.
Afshar-Oromieh A, Zechmann CM, Malcher A, Eder M, Eisenhut M, Linhart HG, et al. Comparison of PET imaging with a (68)Ga-labelled PSMA ligand and (18)F-choline-based PET/CT for the diagnosis of recurrent prostate cancer. Eur J Nucl Med Mol Imaging. 2014;41(1):11–20.
Schwenck J, Rempp H, Reischl G, Kruck S, Stenzl A, Nikolaou K, et al. Comparison of (68)Ga-labelled PSMA-11 and (11)C-choline in the detection of prostate cancer metastases by PET/CT. Eur J Nucl Med Mol Imaging. 2017;44(1):92–101.
Calais J, Fendler WP, Herrmann K, Eiber M, Ceci F. Comparison of (68)Ga-PSMA-11 and (18)F-fluciclovine PET/CT in a case series of 10 patients with prostate cancer recurrence. J Nucl Med. 2018;59(5):789–94.
Calais J, Ceci F, Eiber M, Hope TA, Hofman M, Rischpler C, et al. 18F-Fluciclovine and 68Ga-PSMA-11 PET/CT in patients with biochemical recurrence after prostatectomy at PSA levels of ≤ 2.0ng/ml: a prospective, single-center, single-arm, comparative imaging trial. Lancet Oncol. 2019. https://doi.org/10.1016/S1470-2045(19)30415-2.
Mottet N, van den Bergh RCN, Briers E, Cornford P, De Santis M, Fanti S, et al. EAU-ESTRO-SIOG guidelines on prostate cancer. EAU Guidelines. Edn. presented at the EAU Annual Congress Barcelona 2019. ISBN 978-94-92671-04-2.
Perera M, Papa N, Roberts M, et al. Gallium-68 prostate-specific membrane antigen positron emission tomography in advanced prostate cancer-updated diagnostic utility, sensitivity, specificity, and distribution of prostate-specific membrane antigen-avid lesions: a systematic review and meta-analysis. Eur Urol 2019.
Eiber M, Maurer T, Souvatzoglou M, Beer AJ, Ruffani A, Haller B, et al. Evaluation of hybrid 68Ga-PSMA ligand PET/CT in 248 patients with biochemical recurrence after radical prostatectomy. J Nucl Med. 2015;56(5):668–74.
Ceci F, Castellucci P, Graziani T, Farolfi A, Fonti C, Lodi F, et al. (68)Ga-PSMA-11 PET/CT in recurrent prostate cancer: efficacy in different clinical stages of PSA failure after radical therapy. Eur J Nucl Med Mol Imaging. 2019;46(1):31–9.
Afshar-Oromieh A, Avtzi E, Giesel FL, Holland-Letz T, Linhart HG, Eder M, et al. The diagnostic value of PET/CT imaging with the (68)Ga-labelled PSMA ligand HBED-CC in the diagnosis of recurrent prostate cancer. Eur J Nucl Med Mol Imaging. 2015;42(2):197–209.
Caroli P, Sandler I, Matteucci F, De Giorgi U, Uccelli L, Celli M, et al. (68)Ga-PSMA PET/CT in patients with recurrent prostate cancer after radical treatment: prospective results in 314 patients. Eur J Nucl Med Mol Imaging. 2018;45(12):2035–44.
Abramowitz MC, Li T, Buyyounouski MK, Ross E, Uzzo RG, Pollack A, et al. The Phoenix definition of biochemical failure predicts for overall survival in patients with prostate cancer. Cancer. 2008;112(1):55–60.
Bianchi L, Nini A, Bianchi M, et al. The role of prostate-specific antigen persistence after radical prostatectomy for the prediction of clinical progression and cancer-specific mortality in node-positive prostate cancer patients. Eur Urol. 2016;69(6):1142–8.
Wiegel T, Bartkowiak D, Bottke D, et al. Prostate-specific antigen persistence after radical prostatectomy as a predictive factor of clinical relapse-free survival and overall survival: 10-year data of the ARO 96-02 trial. Int J Radiat Oncol Biol Phys. 2015;91(2):288–94.
Van den Broeck T, van den Bergh RCN, Arfi N, et al. Prognostic value of biochemical recurrence following treatment with curative intent for prostate cancer: a systematic review. Eur Urol 2018.
Gillessen S, Omlin A, Attard G, et al. Management of patients with advanced prostate cancer: recommendations of the St Gallen Advanced Prostate Cancer Consensus Conference (APCCC) 2015. Annals of oncology: official journal of the European Society for Medical Oncology / ESMO 2016.
Eder M, Neels O, Müller M, Bauder-Wüst U, Remde Y, Schäfer M, et al. Novel preclinical and radiopharmaceutical aspects of [68Ga]Ga-PSMA-HBED-CC: a new PET tracer for imaging of prostate cancer. Pharmaceuticals (Basel). 2014;7(7):779–96.
Farolfi A, Ceci F, Castellucci P, Graziani T, Siepe G, Lambertini A, et al. (68)Ga-PSMA-11 PET/CT in prostate cancer patients with biochemical recurrence after radical prostatectomy and PSA <0.5 ng/ml. Efficacy and impact on treatment strategy. Eur J Nucl Med Mol Imaging. 2019;46(1):11–9.
Fendler WP, Eiber M, Beheshti M, Bomanji J, Ceci F, Cho S, et al. (68)Ga-PSMA PET/CT: joint EANM and SNMMI procedure guideline for prostate cancer imaging: version 1.0. Eur J Nucl Med Mol Imaging. 2017;44(6):1014–24.
Fanti S, Minozzi S, Morigi JJ, Giesel F, Ceci F, Uprimny C, et al. Development of standardized image interpretation for 68Ga-PSMA PET/CT to detect prostate cancer recurrent lesions. Eur J Nucl Med Mol Imaging. 2017;44(10):1622–35.
Vickers AJ, Elkin EB. Decision curve analysis: a novel method for evaluating prediction models. Medical decision making: an international journal of the Society for Medical Decision Making. 2006;26(6):565–74.
Calais J, Czernin J, Fendler WP, Elashoff D, Nickols NG. Randomized prospective phase III trial of (68)Ga-PSMA-11 PET/CT molecular imaging for prostate cancer salvage radiotherapy planning [PSMA-SRT]. BMC Cancer. 2019;19(1):18. https://doi.org/10.1186/s12885-018-5200-1.
Schmidt-Hegemann NS, Stief C, Kim TH, Eze C, Kirste S, Strouthos I, et al. Outcome after PSMA PET/CT based salvage radiotherapy in patients with biochemical recurrence after radical prostatectomy: a bi-institutional retrospective analysis. J Nucl Med 2018.
Maurer T, Robu S, Schottelius M, et al. (99m)Technetium-based prostate-specific membrane antigen-radioguided surgery in recurrent prostate cancer. Eur Urol. 2019;75(4):659–66.
Pereira Mestre R, Treglia G, Ferrari M, Pascale M, Mazzara C, Azinwi NC, et al. Correlation between PSA kinetics and PSMA-PET in prostate cancer restaging: a meta-analysis. Eur J Clin Investig. 2019;49(3):e13063.
Calais J, Czernin J, Cao M, Kishan AU, Hegde JV, Shaverdian N, et al. (68)Ga-PSMA-11 PET/CT mapping of prostate cancer biochemical recurrence after radical prostatectomy in 270 patients with a PSA level of less than 1.0 ng/mL: impact on salvage radiotherapy planning. J Nucl Med. 2018;59(2):230–7.
Rauscher I, Duwel C, Haller B, et al. Efficacy, predictive factors, and prediction nomograms for (68)Ga-labeled prostate-specific membrane antigen-ligand positron-emission tomography/computed tomography in early biochemical recurrent prostate cancer after radical prostatectomy. Eur Urol. 2018;73(5):656–61.
Afshar-Oromieh A, Debus N, Uhrig M, Hope TA, Evans MJ, Holland-Letz T, et al. Impact of long-term androgen deprivation therapy on PSMA ligand PET/CT in patients with castration-sensitive prostate cancer. Eur J Nucl Med Mol Imaging. 2018;45(12):2045–54.
Emmett LM, Yin C, Crumbaker M, Hruby G, Kneebone A, Epstein R, et al. Rapid modulation of PSMA expression by androgen deprivation: serial (68)Ga-PSMA-11 PET in men with hormone sensitive and castrate resistant prostate cancer commencing androgen blockade. J Nucl Med 2018.
Ceci F, Schiavina R, Castellucci P, Brunocilla E, Fuccio C, Colletti PM, et al. 11C-choline PET/CT scan in patients with prostate cancer treated with intermittent ADT: a sequential PET/CT study. Clin Nucl Med. 2013;38(7):e279–82.
Meller B, Bremmer F, Sahlmann CO, Hijazi S, Bouter C, Trojan L, et al. Alterations in androgen deprivation enhanced prostate-specific membrane antigen (PSMA) expression in prostate cancer cells as a target for diagnostics and therapy. EJNMMI Res. 2015;5(1):66.
Acknowledgments
Authors would thank Alessandro Lambertini MD (Nuclear Medicine, S.Orsola-Malpighi University of Bologna) for his contribution in final linguistic review.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Ethical approval
All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the principles of the 1964 Declaration of Helsinki and its later amendments or comparable ethical standards.
Informed consent
Informed consent was obtained from all individual participants included in the study.
Conflict of interest
The authors declare that there is no conflict of interest.
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
This article is part of the Topical Collection on Oncology – Genitourinary
Electronic supplementary material
Supplementary Figure 1
Receiver-operator characteristic (ROC) and area under curve (AUC) of the nomogram in overall population to predict positive 68Ga-PSMA-11-PET/CT results (AUC=0.82; 95%CI=0.79-0.85). (JPEG 60 kb)
Supplementary Figure 2
Receiver-operator characteristic (ROC) and area under curve (AUC) of each nomogram derived cut-off to predict positive 68Ga-PSMA-11-PET/CT results. The best nomogram’s cut-off to predict positive scan was 40% (AUC=0.76; 95%CI=0.72-0.79). (JPEG 147 kb)
Supplementary Table 1
Univariate and multivariate logistic regression to predict positive findings at 68Ga-PSMA-11-PET/CT in Group-1 (n=325) (DOCX 17 kb)
Supplementary Table 2
Univariate and multivariate logistic regression to predict positive findings at 68Ga-PSMA-11-PET/CT in Group-2 (n=241) (DOCX 17 kb)
Supplementary Table 3
Univariate and multivariate logistic regression to predict positive findings at 68Ga-PSMA-11-PET/CT in Group-3 (n=76) (DOCX 16 kb)
Supplementary Table 4
Univariate and multivariate logistic regression to predict positive findings at 68Ga-PSMA-11-PET/CT in Group-4 (n=61) (DOCX 16 kb)
Rights and permissions
About this article
Cite this article
Ceci, F., Bianchi, L., Borghesi, M. et al. Prediction nomogram for 68Ga-PSMA-11 PET/CT in different clinical settings of PSA failure after radical treatment for prostate cancer. Eur J Nucl Med Mol Imaging 47, 136–146 (2020). https://doi.org/10.1007/s00259-019-04505-2
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00259-019-04505-2