Development and external validation of a nomogram to predict the prognosis of patients with metastatic prostate cancer who underwent radiotherapy.

IF 1.5 3区 医学 Q3 SURGERY Gland surgery Pub Date : 2024-11-30 Epub Date: 2024-11-26 DOI:10.21037/gs-24-313
Fuchun Zheng, Sheng Li, Xianwen Wan, Zhipeng Wang, Situ Xiong, Xiaoqiang Liu, Bin Fu
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Abstract

Background: Metastatic prostate cancer (mPCa) complicates treatment due to its unpredictable progression. Current prognostic tools often lack precision. This study aimed to develop an effective tool to predict overall survival (OS) in mPCa patients undergoing radiotherapy, thereby addressing the clinical need for personalized treatment decisions.

Methods: A total of 1,171 mPCa patients receiving radiotherapy between 2004 and 2015 were selected from the Surveillance, Epidemiology, and End Results (SEER) database. Patients with distant metastases and complete data on prostate-specific antigen (PSA), Gleason score (GS), and tumor-node-metastasis (TNM) staging were included. The cohort was randomly divided into a training set (n=819) and an internal validation set (n=352). Independent prognostic factors, including age, marital status, PSA, GS, T-stage, M-stage, and chemotherapy, were used to construct a nomogram. The external validation cohort comprised 138 mPCa patients from The First Affiliated Hospital of Nanchang University, with survival outcomes followed through their medical records.

Results: In the SEER cohort, 67.7% of patients were married, 74.3% were White, and 23.2% had a GS of 7. The external validation cohort had a mean survival of 45.8 months. The nomogram's area under the curve (AUC) values for predicting 1-, 3-, and 5-year OS were 0.686, 0.679, and 0.724 in the training cohort; 0.713, 0.732, and 0.711 in the internal validation cohort; and 0.748, 0.735, and 0.750 in the external validation cohort, respectively. Calibration plots demonstrated reasonable agreement between predicted and observed survival rates, but the AUC values indicate moderate predictive performance.

Conclusions: Although the nomogram offers some clinical value in estimating survival for mPCa patients receiving radiotherapy, its predictive accuracy remains moderate. Further refinements incorporating additional prognostic factors may enhance its clinical utility.

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开发和外部验证用于预测接受放射治疗的转移性前列腺癌患者预后的提名图。
背景:转移性前列腺癌(mPCa)的进展难以预测,使治疗变得复杂。目前的预后工具往往缺乏精确性。本研究旨在开发一种有效工具来预测接受放疗的前列腺癌患者的总生存期(OS),从而满足个性化治疗决策的临床需求:从监测、流行病学和最终结果(SEER)数据库中选取了2004年至2015年间接受放疗的1171名mPCa患者。其中包括有远处转移且前列腺特异性抗原(PSA)、格里森评分(GS)和肿瘤-结节-转移(TNM)分期数据完整的患者。组群被随机分为训练集(819 人)和内部验证集(352 人)。独立的预后因素包括年龄、婚姻状况、PSA、GS、T期、M期和化疗,这些因素被用来构建一个提名图。外部验证队列由南昌大学第一附属医院的 138 名 mPCa 患者组成,他们的生存结果均由病历跟踪记录:在SEER队列中,67.7%的患者已婚,74.3%为白人,23.2%的患者GS为7。在训练队列中,预测 1 年、3 年和 5 年 OS 的提名图曲线下面积 (AUC) 值分别为 0.686、0.679 和 0.724;在内部验证队列中分别为 0.713、0.732 和 0.711;在外部验证队列中分别为 0.748、0.735 和 0.750。校准图显示预测生存率与观察生存率之间存在合理的一致性,但AUC值显示预测性能一般:尽管提名图在估计接受放疗的 mPCa 患者的生存率方面具有一定的临床价值,但其预测准确性仍处于中等水平。进一步改进并纳入更多预后因素可能会提高其临床实用性。
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来源期刊
Gland surgery
Gland surgery Medicine-Surgery
CiteScore
3.60
自引率
0.00%
发文量
113
期刊介绍: Gland Surgery (Gland Surg; GS, Print ISSN 2227-684X; Online ISSN 2227-8575) being indexed by PubMed/PubMed Central, is an open access, peer-review journal launched at May of 2012, published bio-monthly since February 2015.
期刊最新文献
Clinical implication of metastasis in the second most radioactive sentinel lymph node with nonmetastatic most radioactive node in patients with breast cancer. Combined model integrating clinical, radiomics, BRAFV600E and ultrasound for differentiating between benign and malignant indeterminate cytology (Bethesda III) thyroid nodules: a bi-center retrospective study. Comparison of clinical characteristics and pathologic complete response rate after neoadjuvant chemotherapy in women under 35 years and older women with breast cancer. Construction, validation, and visualization of a web-based nomogram to predict survival in male breast cancer patients with second primary prostate cancer. Development and external validation of a nomogram to predict the prognosis of patients with metastatic prostate cancer who underwent radiotherapy.
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