Department of Public Health, College of Public Health, China Medical University, Taichung, Taiwan; Department of Healthcare Administration, College of Medical and Health Science, Asia University, Taichung, Taiwan.
School of Medicine, College of Medicine, China Medical University, Taichung, Taiwan; Department of Medical Research, China Medical University Hospital, Taichung, Taiwan.
Semin Oncol. 2018 Oct;45(5-6):264-274. doi: 10.1053/j.seminoncol.2018.07.006. Epub 2018 Oct 17.
This study aims to develop a risk score system for hepatocellular carcinoma (HCC) in patients with type 2 diabetes using the Taiwan National Diabetes Care Management Program database. This retrospective cohort study included 31,723 Chinese patients who had type 2 diabetes, aged 30-84 years. Participants were randomly grouped into derivation and validation sets in 2:1 ratio. Cox proportional hazard regression models were used to identify the risk factors of HCC in the derivation set. Discrimination ability of the model was assessed by means of a receiver operating characteristic curve and performance was expressed as the c statistic, assessed internally on validation data sets. The average follow-up was 8.33 years with 748 HCC incident cases in the derivation set. The final HCC risk score system included age (-2 to 8 points), gender (0-2 points), smoking (0-2 points), variation in hemoglobin A1c (0-1 point), serum glutamic-pyruvic transaminase (0-6 points), liver cirrhosis (9 points), hepatitis B (4 points), hepatitis C (3 points), antidiabetes medications (0-3 points), and antihyperlipidemia medications and total/high-density lipoprotein cholesterol ratio (-4 to 2 points). The HCC risk score was the sum of these individual scores (range -6 to 40). The area under the receiver operating characteristic curve for 3-, 5-, and 10-year HCC risks was 0.81, 0.80, and 0.77 for the derivation set, respectively. This HCC risk score system has good prediction accuracy and discriminatory ability, and serves a simple tool for HCC risk prediction.
本研究旨在利用台湾国家糖尿病照护管理计划数据库,为 2 型糖尿病患者开发肝细胞癌(HCC)风险评分系统。这项回顾性队列研究纳入了 31723 名年龄在 30-84 岁的中国 2 型糖尿病患者。参与者以 2:1 的比例随机分为推导组和验证组。在推导组中,使用 Cox 比例风险回归模型确定 HCC 的风险因素。通过接受者操作特征曲线评估模型的判别能力,并在验证数据集上进行内部评估,以 c 统计量表示性能。平均随访时间为 8.33 年,推导组中有 748 例 HCC 发病病例。最终的 HCC 风险评分系统包括年龄(-2 至 8 分)、性别(0-2 分)、吸烟(0-2 分)、糖化血红蛋白变异(0-1 分)、血清谷氨酸丙酮酸转氨酶(0-6 分)、肝硬化(9 分)、乙型肝炎(4 分)、丙型肝炎(3 分)、抗糖尿病药物(0-3 分)以及降血脂药物和总/高密度脂蛋白胆固醇比值(-4 至 2 分)。HCC 风险评分是这些个体评分的总和(范围-6 至 40)。推导组中,3 年、5 年和 10 年 HCC 风险的受试者工作特征曲线下面积分别为 0.81、0.80 和 0.77。该 HCC 风险评分系统具有良好的预测准确性和判别能力,是一种用于 HCC 风险预测的简单工具。