现代泌尿外科杂志2024,Vol.29Issue(3) :205-211.DOI:10.3969/j.issn.1009-8291.2024.03.003

高瘤负荷骨转移前列腺癌患者列线图预后模型的构建与评估

Construction and evaluation of a nomogram prognostic model for patients of prostate cancer with high tumor load bone metastases

黄新 侯亚坤 陶宁 卓涛 热娜古丽·艾海提 张凯歌 姚淼 安恒庆
现代泌尿外科杂志2024,Vol.29Issue(3) :205-211.DOI:10.3969/j.issn.1009-8291.2024.03.003

高瘤负荷骨转移前列腺癌患者列线图预后模型的构建与评估

Construction and evaluation of a nomogram prognostic model for patients of prostate cancer with high tumor load bone metastases

黄新 1侯亚坤 1陶宁 2卓涛 1热娜古丽·艾海提 1张凯歌 1姚淼 1安恒庆1
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作者信息

  • 1. 新疆医科大学第一附属医院泌尿中心,乌鲁木齐 830054
  • 2. 新疆医科大学公共卫生学院,乌鲁木齐 830054
  • 折叠

摘要

目的 筛选高瘤负荷骨转移前列腺癌患者进展至去势抵抗(CRPC)阶段的危险因素,建立列线图预测模型并评估其一致性和准确性,为判断患者疾病进展时机提供预测工具.方法 选取2012-2022年在新疆医科大学第一附属医院泌尿中心进行穿刺并结合其影像资料诊断为高瘤负荷骨转移前列腺癌的患者164例作为研究对象.运用SPSS软件分析其一般特征,使用Cox回归筛选单因素和多因素变量,将多因素分析中P<0.05的危险因素纳入列线图预测模型,采用一致性指数(C-index)、受试者工作特征曲线(ROC曲线)和校准图对该模型的一致性和准确性进行评估.结果 单因素分析中,初始前列腺特异性抗原(PSA)、前列腺特异性抗原密度(PSAD)、Gleason评分、临床T分期、碱性磷酸酶(ALP)、乳酸脱氢酶(LDH)与患者进展至CRPC相关(P<0.05).将上述因素纳入多因素分析,初始PSA、Gleason评分、临床T分期、ALP、LDH仍是影响患者进展至CRPC阶段的独立危险因素(P<0.05).基于上述5个危险因素,构建列线图预测模型,C-index为0.801,1年无进展生存期(PFS)的ROC曲线下面积(AUC)为0.701(0.608~0.794),2年PFS的AUC为0.857(0.767~0.947),校准图显示该模型的预测概率与实际概率具有较好的一致性.结论 初始PSA、Gleason评分、临床T分期、ALP、LDH是患者进展到CRPC阶段的独立危险因素,本研究建立的预测模型用于判断初诊高瘤负荷骨转移前列腺癌进展有较好的预测能力,但仍需更多的数据进行内部和外部验证.

Abstract

Objective To identify the risk factors of patients of bone metastatic prostate cancer with high tumor load progressed to castration resistant prostate cancer(CRPC),establish a nomogram prediction model and evaluate its consistency and accuracy.Methods A total of 164 patients diagnosed by puncture and imaging during 2012 and 2022 were included.The general characteristics were analyzed with IBM SPSS software;the variables were screened with Cox regression;the multivariate risk factors with P<0.05 were included in the nomogram prediction model.The consistency and prediction accuracy of the model were evaluated with C-index,receiver operating characteristic(ROC)curve and calibration chart.Results In univariate analysis,initial prostate-specific antigen(PSA),prostate-specific antigen density(PSAD),Gleason score,T stage,alkaline phosphatase(ALP)and lactate dehydrogenase(LDH)were correlated with CRPC(P<0.05).Multivariate analysis showed that initial PSA,Gleason score,T stage,ALP and LDH were independent risk factors of CRPC(P<0.05).Based on the above five risk factors,a nomogram prediction model was constructed.The C-index was 0.801,the area under ROC curve(AUC)of 1-year progression-free survival(PFS)was 0.701(0.608-0.794),and the AUC of 2-year PFS was 0.857(0.767-0.947).The calibration chart showed that the prediction probability of the model was in good agreement with the actual probability.Conclusion Initial PSA,Gleason score,T stage,ALP and LDH are independent risk factors of CRPC.The predictive model may be an effective tool for the initial diagnosis of high tumor load bone metastatic prostate cancer,but more data are needed for internal and external validation.

关键词

转移性前列腺癌/高瘤负荷/去势抵抗/列线图/初始PSA/Gleason评分/临床T分期/碱性磷酸酶/乳酸脱氢酶

Key words

metastatic prostate cancer/high tumor load/castration-resistant/nomogram/initial PSA/Gleason score/clinical T stage/alkaline phosphatase/lactate dehydrogenase

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基金项目

新疆维吾尔自治区自然科学基金重点项目(2022D01D39)

新疆维吾尔自治区天山英才项目(2022TSYCCX0026)

国家自然科学基金地区科学基金(82360476)

新疆维吾尔自治区自然科学基金(2023D01E05)

出版年

2024
现代泌尿外科杂志
西安交通大学

现代泌尿外科杂志

CSTPCD
影响因子:1.106
ISSN:1009-8291
参考文献量30
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