Suppr超能文献

使用贝叶斯多状态模型对前列腺癌的手术和放疗结果进行个体和人群比较。

Individual and Population Comparisons of Surgery and Radiotherapy Outcomes in Prostate Cancer Using Bayesian Multistate Models.

机构信息

Department of Biostatistics, University of Michigan, Ann Arbor.

Department of Urology, University of Michigan, Ann Arbor.

出版信息

JAMA Netw Open. 2019 Feb 1;2(2):e187765. doi: 10.1001/jamanetworkopen.2018.7765.

Abstract

IMPORTANCE

Whether surgery or radiotherapy is the preferred treatment for patients with localized prostate cancer continues to be debated, and randomized clinical trials cannot yet fully address this question. Furthermore, there may be heterogeneity in responses, and the optimal treatment for a patient will depend on his clinical and tumor characteristics.

OBJECTIVES

To use a unified statistical approach to compare the association of surgery and radiotherapy with both metastatic clinical failure (CF) and survival in localized prostate cancer and to develop an online calculator for individualized, treatment-specific outcome prediction.

DESIGN, SETTING, AND PARTICIPANTS: Cohort study for statistical analysis and development of individualized predictions using Bayesian multistate models that jointly consider both CF and survival and adjust for confounding factors. This study used data from patients treated at the University of Michigan between January 1, 1996, and July 1, 2013, with detailed information on treatment, patient and tumor characteristics, and outcomes. Primary analyses were performed in 2017 and 2018. Participants were a cohort of 4544 patients with localized prostate cancer undergoing primary treatment.

EXPOSURES

Radical prostatectomy and external beam radiotherapy.

MAIN OUTCOMES AND MEASURES

The clinical outcomes were metastatic CF, death after CF, and death from other causes. The adjustment factors were age, prostate gland volume, prostate-specific antigen level, comorbidities, Gleason score, perineural invasion, cT category, race, and treatment year. An online calculator was developed to estimate risks for multiple outcomes for any patient based on 2 treatment choices and on his clinical and tumor characteristics.

RESULTS

Among 4544 men (mean [SD] age, 61.2 [8.0] years), 3769 underwent radical prostatectomy, 775 received external beam radiotherapy, 157 (3.5%) had CF, 90 (2.0%) died after CF, and 378 (8.3%) died of other causes. Across all patients, there was no significant difference in risk of CF for surgery vs radiotherapy (hazard ratio, 0.80; 95% CI, 0.52-1.23). However, using multistate models, in some cases individualized predictions resulted in different expected outcomes between surgery and radiotherapy for a given patient.

CONCLUSIONS AND RELEVANCE

In this study, after adjustment for measured confounders, the hazard of CF was similar between treatments on average. However, these data indicate a greater oncologic benefit for some individual patients if treated with surgery and for other patients if treated with radiotherapy. Individualized predictions provide a novel approach to facilitate treatment decision making.

摘要

重要性

对于局限性前列腺癌患者,手术或放疗作为首选治疗方法仍存在争议,且随机临床试验目前尚无法完全解决这一问题。此外,患者对治疗的反应可能存在异质性,而每位患者的最佳治疗方案将取决于其临床和肿瘤特征。

目的

采用统一的统计学方法比较手术和放疗与局限性前列腺癌的转移临床失败(CF)和生存结局的相关性,并开发一个在线计算器,用于预测特定治疗方案的个体化结局。

设计、设置和参与者:本队列研究采用贝叶斯多状态模型进行统计分析和个体化预测的开发,该模型共同考虑 CF 和生存结局,并调整混杂因素。本研究使用了 1996 年 1 月 1 日至 2013 年 7 月 1 日期间在密歇根大学接受治疗的患者数据,这些数据详细记录了治疗、患者和肿瘤特征以及结局。主要分析于 2017 年和 2018 年进行。参与者为 4544 名接受原发治疗的局限性前列腺癌患者。

暴露因素

根治性前列腺切除术和外照射放疗。

主要结局和测量指标

临床结局为转移性 CF、CF 后的死亡和其他原因导致的死亡。调整因素为年龄、前列腺体积、前列腺特异性抗原水平、合并症、Gleason 评分、神经周围侵犯、cT 分期、种族和治疗年份。根据 2 种治疗选择和患者的临床及肿瘤特征,开发了一个在线计算器,以估计任何患者多种结局的风险。

结果

在 4544 名男性(平均[标准差]年龄 61.2[8.0]岁)中,3769 名接受了根治性前列腺切除术,775 名接受了外照射放疗,157 名(3.5%)发生 CF,90 名(2.0%)在 CF 后死亡,378 名(8.3%)死于其他原因。在所有患者中,手术与放疗的 CF 风险无显著差异(风险比,0.80;95%CI,0.52~1.23)。然而,通过多状态模型分析,在某些情况下,对于特定患者,个体化预测会导致手术和放疗之间的预期结局存在差异。

结论和相关性

在本研究中,经调整混杂因素后,平均而言,治疗方法间 CF 的发生风险相似。然而,这些数据表明,对于某些患者,手术治疗的肿瘤学获益更大,而对于其他患者,放疗治疗的获益更大。个体化预测为促进治疗决策提供了一种新方法。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/84c3/6484613/f1311c6592c2/jamanetwopen-2-e187765-g001.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验