Development and validation of two nomograms for predicting overall survival and Cancer-specific survival in prostate cancer patients with bone metastases: a population-based study

被引:2
作者
Li, Baochao [1 ]
Xing, Jiajun [1 ]
Wang, Zhongyuan [1 ]
Gong, Zixuan [1 ]
Wang, Zengjun [1 ]
Xu, Aiming [1 ]
机构
[1] Nanjing Med Univ, Affiliated Hosp 1, Dept Urol, 300 Guangzhou St, Nanjing 210029, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
Bone metastases; Nomogram; Overall survival; Prostate cancer; RADICAL PROSTATECTOMY; STATISTICS; PROGNOSIS;
D O I
10.1186/s12894-023-01372-w
中图分类号
R5 [内科学]; R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
1002 ; 100201 ;
摘要
BackgroundProstate cancer with bone metastasis has significant invasiveness and markedly poorer prognosis. The purpose of this study is to establish two nomograms for predicting the overall survival (OS) and cancer-specific survival (CSS) of prostate cancer patients with bone metastasis.MethodsFrom January 2000 to December 2018, a total of 2683 prostate adenocarcinoma with bone metastasis patients were identified from the Surveillance, Epidemiology, and End Results Program (SEER) database. These patients were then divided into a training cohort and a validation cohort, with OS and CSS as the study endpoints. Correlation analyses were employed to assess the relationship between variables. Univariate and multivariate Cox analyses were utilized to ascertain the independent prognostic factors. Calibration curves and the area under the time-dependent receiver operating characteristic curve (time-dependent AUC) were employed to evaluate discrimination and calibration of the nomogram. DCA was applied to examine accuracy and clinical benefits. The clinical utility of the nomogram and the AJCC Stage System was compared using net reclassification improvement (NRI) and integrated discrimination improvement (IDI). Lastly, the risk stratifications of the nomogram and the AJCC Stage System were compared.ResultsThere was no collinearity among the variables that were screened. The results of multivariate Cox regression analysis showed that seven variables (age, surgery, brain metastasis, liver metastasis, lung metastasis, Gleason score, marital status) and six variables (age, surgery, lung metastasis, liver metastasis, Gleason score, marital status) were identified to establish the nomogram for OS and CSS, respectively. The calibration curves, time-dependent AUC curves, and DCA revealed that both nomograms had pleasant predictive power. Furthermore, NRI and IDI confirmed that the nomogram outperformed the AJCC Stage System.ConclusionBoth nomograms had satisfactory accuracy and were validated to assist clinicians in evaluating the prognosis of PABM patients.
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页数:17
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共 41 条
[1]   The effect of marital status on stage and survival of prostate cancer patients treated with radical prostatectomy: a population-based study [J].
Abdollah, Firas ;
Sun, Maxine ;
Thuret, Rodolphe ;
Abdo, Al'a ;
Morgan, Monica ;
Jeldres, Claudio ;
Shariat, Shahrokh F. ;
Perrotte, Paul ;
Montorsi, Francesco ;
Karakiewicz, Pierre I. .
CANCER CAUSES & CONTROL, 2011, 22 (08) :1085-1095
[2]   Nomograms in oncology: more than meets the eye [J].
Balachandran, Vinod P. ;
Gonen, Mithat ;
Smith, J. Joshua ;
DeMatteo, Ronald P. .
LANCET ONCOLOGY, 2015, 16 (04) :E173-E180
[3]   Metastatic patterns of prostate cancer:: An autopsy study of 1,589 patients [J].
Bubendorf, L ;
Schöpfer, A ;
Wagner, U ;
Sauter, G ;
Moch, H ;
Willi, N ;
Gasser, TC ;
Mihatsch, MJ .
HUMAN PATHOLOGY, 2000, 31 (05) :578-583
[4]  
Carlin Bruce I., 2000, Cancer, V88, P2989, DOI 10.1002/1097-0142(20000615)88:12+<2989::AID-CNCR14>3.3.CO
[5]  
2-H
[6]   EAU-EANM-ESTRO-ESUR-SIOG Guidelines on Prostate Cancer. Part II-2020 Update: Treatment of Relapsing and Metastatic Prostate Cancer [J].
Cornford, Philip ;
van den Bergh, Roderick C. N. ;
Briers, Erik ;
Van den Broeck, Thomas ;
Cumberbatch, Marcus G. ;
De Santis, Maria ;
Fanti, Stefano ;
Fossati, Nicola ;
Gandaglia, Giorgio ;
Gillessen, Silke ;
Grivas, Nikolaos ;
Grummet, Jeremy ;
Henry, Ann M. ;
van der Kwast, Theodorus H. ;
Lam, Thomas B. ;
Lardas, Michael ;
Liew, Matthew ;
Mason, Malcolm D. ;
Moris, Lisa ;
Oprea-Lager, Daniela E. ;
van der Poel, Henk G. ;
Rouviere, Olivier ;
Schoots, Ivo G. ;
Tilki, Derya ;
Wiegel, Thomas ;
Willemse, Peter-Paul M. ;
Mottet, Nicolas .
EUROPEAN UROLOGY, 2021, 79 (02) :263-282
[7]   Prevention and early detection of prostate cancer [J].
Cuzick, Jack ;
Thorat, Mangesh A. ;
Andriole, Gerald ;
Brawley, Otis W. ;
Brown, Powel H. ;
Culig, Zoran ;
Eeles, Rosalind A. ;
Ford, Leslie G. ;
Hamdy, Freddie C. ;
Holmberg, Lars ;
Ilic, Dragan ;
Key, Timothy J. ;
La Vecchia, Carlo ;
Lilja, Hans ;
Marberger, Michael ;
Meyskens, Frank L. ;
Minasian, Lori M. ;
Parker, Chris ;
Parnes, Howard L. ;
Perner, Sven ;
Rittenhouse, Harry ;
Schalken, Jack ;
Schmid, Hans-Peter ;
Schmitz-Draeger, Bernd J. ;
Schroder, Fritz H. ;
Stenzl, Arnulf ;
Tombal, Bertrand ;
Wilt, Timothy J. ;
Wolk, Alicja .
LANCET ONCOLOGY, 2014, 15 (11) :E484-E492
[8]   A Surveillance, Epidemiology and End Results database analysis of the prognostic value of organ-specific metastases in patients with advanced prostatic adenocarcinoma [J].
Deng, Yuyou ;
Bi, Ran ;
Zhu, Zhenhua ;
Li, Shengxian ;
Xu, Bo ;
Rather, Wakeel Ahmad ;
Wang, Chunxi .
ONCOLOGY LETTERS, 2019, 18 (02) :1057-1070
[9]   Prostate-Specific Antigen-Based Screening for Prostate Cancer Evidence Report and Systematic Review for the US Preventive Services Task Force [J].
Fenton, Joshua J. ;
Weyrich, Meghan S. ;
Durbin, Shauna ;
Liu, Yu ;
Bang, Heejung ;
Melnikow, Joy .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2018, 319 (18) :1914-1931
[10]   Cancer statistics for the year 2020: An overview [J].
Ferlay, Jacques ;
Colombet, Murielle ;
Soerjomataram, Isabelle ;
Parkin, Donald M. ;
Pineros, Marion ;
Znaor, Ariana ;
Bray, Freddie .
INTERNATIONAL JOURNAL OF CANCER, 2021, 149 (04) :778-789