Wei Jian, Wang Zhenchang
Department of Interventional Radiology, Beijing Friendship Hospital, Capital Medical University, Beijing, China.
J Cancer Res Ther. 2019;15(4):941-946. doi: 10.4103/jcrt.JCRT_52_19.
This study aimed to establish a predictive model for the presence of transcatheter arterial chemoembolization (TACE) resistance in hepatocellular carcinoma (HCC) Barcelona Clinic Liver Cancer classification stage B or stage C4 (BCLC B/C) and further verify its accuracy, enabling clinicians to accurately predict the efficacy of TACE and propose individualized therapy to further optimize multidisciplinary team plans.
A retrospective database review was performed, including 191 patients (39 females and 152 males; aged 50-76 years with a mean age of 55 ± 10 years) who received three consecutive TACE sessions for treating HCC (BCLC B/C) in 1 month apart, for a total of 3 months. After three TACE treatments, a total of 95 patients among the 191 patients showed TACE resistance, 112 cases were randomly selected to build the modeling group, and the remaining 79 cases formed a verification group. Some prognostic risk factors were obtained through clinical observation. Then, univariate and multivariate analyses were performed using the logistic proportional hazard regression model. Based on multivariate analysis results, a risk-index model was established and its effects on predicting the incidence of TACE resistance of those patients were evaluated.
Based on the results of the multivariate analysis, to show that were four-independent factors affecting a prognosis of patients with TACE resistance after three consecutive TACE treatment in 3 months, which were red blood cell (RBC), neutrophil count (NC), model for end-stage liver disease (MELD), and Apoprotein A1. The risk index model established according to the above factors was expressed as a predictive indice (PI), and PI = -3.79 + 4.916 × RBC - 1.547 × NC - 4.142 × MELD + 10.789 × ApoA1. The area under the receiver operating characteristic curves (AUROC) of PI of the modeling group was 0.986, which was significantly higher than that of each component index in the equation. The specificity of the modeling group was 86.3%, and the sensitivity was 70.4%, and 43 of 61 patients with PI ≤ 5.36 (70.5%) had a good outcome 3 months after consecutive TACE. From of the PI, among 51 patients with TACE resistance after consecutive TACE, 32 (62.7%) had a PI > 5.36, and only 19 patients were misidentified as having TACE resistance because of their PI > 5.36. The accuracy was 82.1%. The specificity of the validation group was 85.9%, and the sensitivity was 77.9%. The disease was under control in 29 of the 35 patients with PI ≤ 5.36 (82.9%) after consecutive TACE. According to PI, among the 44 patients with TACE resistence after consecutive TACE, 38 (86.4%) had PI > 5.36, and only 6 patients were misidentified as TACE resistance due to their PI > 5.36, with an accuracy of 87.3%, respectively.
According to the PI of this study, we investigated the risk factors and protective factors to estimate the presence of TACE resistance after three consecutive TACE treatment, so as it could help doctors to evaluate the patientet condition and choose more reasonable treatment methods.
本研究旨在建立肝细胞癌(HCC)巴塞罗那临床肝癌分期B期或C4期(BCLC B/C)经动脉化疗栓塞术(TACE)抵抗的预测模型,并进一步验证其准确性,使临床医生能够准确预测TACE的疗效,并提出个体化治疗方案以进一步优化多学科团队计划。
进行回顾性数据库审查,纳入191例患者(39例女性,152例男性;年龄50 - 76岁,平均年龄55±10岁),他们在1个月内连续接受3次TACE治疗以治疗HCC(BCLC B/C),共3个月。在3次TACE治疗后,191例患者中共有95例出现TACE抵抗,随机选择112例构建建模组,其余79例组成验证组。通过临床观察获得一些预后危险因素。然后,使用逻辑比例风险回归模型进行单因素和多因素分析。基于多因素分析结果,建立风险指数模型并评估其对预测这些患者TACE抵抗发生率的作用。
基于多因素分析结果,显示在3个月内连续3次TACE治疗后,有4个独立因素影响TACE抵抗患者的预后,即红细胞(RBC)、中性粒细胞计数(NC)、终末期肝病模型(MELD)和载脂蛋白A1。根据上述因素建立的风险指数模型表示为预测指数(PI),PI = -3.79 + 4.916×RBC - 1.547×NC - 4.142×MELD + 10.789×ApoA1。建模组PI的受试者工作特征曲线下面积(AUROC)为0.986,显著高于方程中各成分指标。建模组的特异性为86.3%,敏感性为70.4%,61例PI≤5.36的患者中有43例(70.5%)在连续TACE治疗3个月后预后良好。从PI来看,在连续TACE治疗后出现TACE抵抗的51例患者中,32例(62.7%)的PI>5.36,仅有19例因PI>5.36被误诊为有TACE抵抗。准确率为82.1%。验证组的特异性为85.9%,敏感性为77.9%。连续TACE治疗后,35例PI≤5.36的患者中有29例(82.9%)病情得到控制。根据PI,在连续TACE治疗后出现TACE抵抗的44例患者中,38例(86.4%)的PI>5.36,仅有6例因PI>5.36被误诊为TACE抵抗,准确率分别为87.3%。
根据本研究的PI,我们研究了危险因素和保护因素,以评估连续3次TACE治疗后TACE抵抗的存在情况,从而有助于医生评估患者病情并选择更合理的治疗方法。