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首诊合并肺转移的肝细胞癌患者的预后因素分析及临床预测模型的建立。

Prognostic factors in patients with first diagnosis of hepatocellular carcinoma presenting with pulmonary metastasis and construction of a clinical prediction model.

机构信息

Department of Colorectal surgery, Harbin Medical University Cancer Hospital, Harbin, People's Republic of China.

Department of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, People's Republic of China.

出版信息

Updates Surg. 2024 Jan;76(1):71-85. doi: 10.1007/s13304-023-01603-7. Epub 2023 Jul 29.

Abstract

In some areas where routine screening for hepatocellular carcinoma is not available, 30% of HCC patients present with extra-hepatic metastases at the first visit. The most common metastatic organ among them is the lung. The factors influencing the prognosis of this particular subgroup are questions that deserve to be explored. We screened the patients using the SEER database. After exclusion, 989 patients with first diagnosis of hepatocellular carcinoma with lung metastasis were included in this study. Based on Cox regression, the random forest and stepwise methods were applied to screen out risk factors that independently affect the overall survival or disease-specific survival of HCCPM patients and construct prognostic models, respectively. The data were set as training and validation sets, and the reliability and accuracy of the models were verified in different data sets using time-dependent ROC curves with decision curves. We found that the clinical factors affecting the overall survival of HCCPM patients were age grouping, chemotherapy, AJCC T-stage, pathologic grading, and surgery. The clinical factors affecting disease-specific survival in patients with hepatocellular carcinoma pulmonary metastases were age grouping, marital status, AJCC T-stage, pathological grading, and surgery. For the OS model for the training cohort, the 6-month AUC = 0.695, 12-month AUC = 0.692, and 18-month AUC = 0.72. While the DSS model for the training cohort resulted in a 6-month AUC = 0.671, 12-month AUC = 0.671, and 18-month AUC = 0.635. In this study, we developed and validated a model of prognostic risk factors for patients with lung metastases from hepatocellular carcinoma. Our prognostic model can prospectively predict the prognostic status of patients and improve clinical efficiency.

摘要

在一些尚未普及肝细胞癌常规筛查的地区,30%的 HCC 患者在首次就诊时已发生肝外转移。其中最常见的转移器官是肺。影响这一特定亚组患者预后的因素值得探讨。我们利用 SEER 数据库进行了筛选。排除后,共纳入了 989 例首次诊断为肝细胞癌伴肺转移的患者。基于 Cox 回归、随机森林和逐步法,筛选出独立影响 HCCPM 患者总生存或疾病特异性生存的风险因素,并分别构建预后模型。将数据设为训练集和验证集,采用时间依赖性 ROC 曲线和决策曲线在不同数据集上验证模型的可靠性和准确性。我们发现,影响 HCCPM 患者总生存的临床因素为年龄分组、化疗、AJCC T 分期、病理分级和手术。影响 HCC 肺转移患者疾病特异性生存的临床因素为年龄分组、婚姻状况、AJCC T 分期、病理分级和手术。对于训练队列的 OS 模型,6 个月 AUC=0.695,12 个月 AUC=0.692,18 个月 AUC=0.72。而训练队列的 DSS 模型则产生了 6 个月 AUC=0.671,12 个月 AUC=0.671,18 个月 AUC=0.635。在本研究中,我们建立并验证了一个预测 HCC 肺转移患者预后风险的模型。我们的预后模型可前瞻性地预测患者的预后状态,提高临床效率。

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