TY - JOUR
T1 - Evaluation of selective bone scan staging in prostate cancer – external validation of current strategies and decision-curve analysis
AU - Hiwase, Mrunal D.
AU - Jay, Alex
AU - Bulamu, Norma
AU - Teh, Johnathan
AU - Paterson, Felix
AU - Kichenadasse, Ganessan
AU - Vincent, Andrew D.
AU - O’Callaghan, Michael
AU - South Australian Prostate Cancer Clinical Outcomes Collaborative (SA-PCCOC)
AU - Kopsaftis, Tina
AU - Walsh, Scott
PY - 2022/6
Y1 - 2022/6
N2 - Background: Recommendations for staging newly diagnosed prostate cancer patients vary between guidelines and literature. Methods: Our objective was to validate and compare prediction models selecting newly diagnosed prostate cancer patients for bone scan staging. To achieve this, we validated eleven models in a population-based cohort of 10,721 patients diagnosed with prostate cancer between 2005 and 2019. The primary outcome was net-benefit. This was assessed at different balances of conservatism and tolerance, represented by preference ratio and number-willing-to-test (NWT). Secondary outcomes included calibration slope, calibration-in-the-large (intercept), and discrimination measured by Area-under-the-receiver-operator-characteristics curve (AUC). Results: For preference ratios less than 1:39 (NWT greater than 40), scanning everyone provided greater net-benefit than selective staging. For preference ratios 1:39 to 3:97 (NWT 33–40), the European Association of Urology (EAU) 2020 guideline recommendation was the best approach. For preference ratios 3:97–7:93 (NWT 14–33), scanning EAU high-risk patients only was preferable. For preference ratios 7:93–1:9 (NWT 10–13), scanning only Gnanapragasam Group 5 patients was best. All models had similar fair discrimination (AUCs 0.68–0.80), but most had poor calibration. Conclusions: We identified three selective staging strategies that outperformed all other approaches but did so over different ranges of conservatism and tolerance. Scanning only EAU high-risk patients provided the greatest net-benefit over the greatest range of preference ratios and scenarios, but other options may be preferable depending upon the local healthcare system’s degree of conservatism and tolerance.
AB - Background: Recommendations for staging newly diagnosed prostate cancer patients vary between guidelines and literature. Methods: Our objective was to validate and compare prediction models selecting newly diagnosed prostate cancer patients for bone scan staging. To achieve this, we validated eleven models in a population-based cohort of 10,721 patients diagnosed with prostate cancer between 2005 and 2019. The primary outcome was net-benefit. This was assessed at different balances of conservatism and tolerance, represented by preference ratio and number-willing-to-test (NWT). Secondary outcomes included calibration slope, calibration-in-the-large (intercept), and discrimination measured by Area-under-the-receiver-operator-characteristics curve (AUC). Results: For preference ratios less than 1:39 (NWT greater than 40), scanning everyone provided greater net-benefit than selective staging. For preference ratios 1:39 to 3:97 (NWT 33–40), the European Association of Urology (EAU) 2020 guideline recommendation was the best approach. For preference ratios 3:97–7:93 (NWT 14–33), scanning EAU high-risk patients only was preferable. For preference ratios 7:93–1:9 (NWT 10–13), scanning only Gnanapragasam Group 5 patients was best. All models had similar fair discrimination (AUCs 0.68–0.80), but most had poor calibration. Conclusions: We identified three selective staging strategies that outperformed all other approaches but did so over different ranges of conservatism and tolerance. Scanning only EAU high-risk patients provided the greatest net-benefit over the greatest range of preference ratios and scenarios, but other options may be preferable depending upon the local healthcare system’s degree of conservatism and tolerance.
KW - prostate cancer
KW - bone scan staging
KW - AUC
KW - selective staging strategies
UR - http://www.scopus.com/inward/record.url?scp=85127693301&partnerID=8YFLogxK
U2 - 10.1038/s41391-022-00515-8
DO - 10.1038/s41391-022-00515-8
M3 - Article
C2 - 35288662
AN - SCOPUS:85127693301
SN - 1365-7852
VL - 25
SP - 336
EP - 343
JO - PROSTATE CANCER AND PROSTATIC DISEASES
JF - PROSTATE CANCER AND PROSTATIC DISEASES
IS - 2
ER -