国际肿瘤学杂志 ›› 2025, Vol. 52 ›› Issue (8): 517-522.doi: 10.3760/cma.j.cn371439-20240528-00087

• 论著 • 上一篇    下一篇

老年肝癌患者TACE术后感染风险预测模型构建

黄进发1(), 郑联坵1, 吴金票2, 刘德挺1, 陈惠玲2   

  1. 1福建省石狮市医院肿瘤血液科/肿瘤与血管介入中心,石狮 362700
    2中国人民解放军联勤保障部队第九一〇医院肝病中心,泉州 362700
  • 收稿日期:2024-05-28 修回日期:2025-05-20 出版日期:2025-08-08 发布日期:2025-09-15
  • 通讯作者: 黄进发 E-mail:57203010@qq.com
  • 基金资助:
    泉州市科技计划(2017Z018)

Prediction model for post-TACE infection risk in elderly patients with liver cancer

Huang Jinfa1(), Zheng Lianqiu1, Wu Jinpiao2, Liu Deting1, Chen Huiling2   

  1. 1Department of Oncology and Hematology/Tumor and Vascular Intervention Center, Shishi City Hospital, Fujian Province, Shishi 362700, China
    2Liver Disease Center, 910th Hospital of the Chinese People's Liberation Army Joint Logistic Support Force, Quanzhou 362700, China
  • Received:2024-05-28 Revised:2025-05-20 Online:2025-08-08 Published:2025-09-15
  • Contact: Huang Jinfa E-mail:57203010@qq.com
  • Supported by:
    Quanzhou Science and Technology Plan(2017Z018)

摘要:

目的 建立基于最小绝对收缩和选择算子(LASSO)回归的老年肝癌患者经导管动脉化疗栓塞术(TACE)术后感染的降钙素原(PCT)、乳脂肪球表皮生长因子8(MFG-E8)、CXC趋化因子配体9(CXCL9)相关风险预测模型。方法 选择2020年8月至2023年8月福建省石狮市医院、中国人民解放军联勤保障部队第九一〇医院收治的150例行TACE治疗的老年肝癌患者作为研究对象。根据患者术后住院期间是否发生感染,将发生TACE术后感染的患者纳入感染组,未发生感染的患者纳入非感染组。统计并比较两组患者基线资料,采用LASSO回归筛选可能影响老年肝癌患者TACE术后感染的因素并进行二元logistic回归分析,根据回归分析结果构建列线图模型并使用Bootstrap法和受试者操作特征(ROC)曲线对列线图进行内部验证。结果 150例老年肝癌患者TACE术后感染发生18例,发生率为12.00%,感染组(n=18)与非感染组(n=132)患者病灶破裂出血(χ2=5.92,P=0.015)、腹腔积液(χ2=6.70,P=0.010)、皮肤或黏膜破损(χ2=6.67,P=0.010)差异均具有统计学意义。感染组血清PCT[(1.17±0.32)μg/L比(0.91±0.14)μg/L]、MFG-E8[(194.29±45.85)pg/ml比(158.76±28.63)pg/ml]、CXCL9[(948.49±52.38)pg/ml比(886.05±50.07)pg/ml]水平均高于非感染组,差异均有统计学意义(t=4.13,P<0.001;t=4.55,P<0.001;t=4.94,P<0.001)。通过LASSO回归模型最终筛选出4个与肝癌患者TACE介入术后感染的相关因素,分别为皮肤或黏膜破损,血清PCT、MFG-E8、CXCL9水平。二元logistic回归分析显示,皮肤或黏膜破损(OR=13.48,95%CI为1.29~140.47,P=0.030),PCT(OR=1.13,95%CI为1.05~1.22,P=0.001)、MFG-E8(OR=1.04,95%CI为1.01~1.07,P=0.003)、CXCL9(OR=1.05,95%CI为1.02~1.08,P=0.001)高水平均是老年肝癌患者TACE介入术后感染的独立危险因素。基于皮肤或黏膜破损,血清PCT、MFG-E8、CXCL9水平构建老年肝癌患者TACE介入术后感染的列线图预测模型。校准曲线显示,列线图模型预测老年肝癌患者TACE介入术后感染的C-index为0.939,表明模型具有良好的区分度;ROC曲线分析显示,列线图模型预测老年肝癌患者TACE介入术后感染的曲线下面积(AUC)为0.960(95%CI为0.926~0.995,P<0.001);特异性、敏感性、约登指数分别为0.864、0.944、0.808。结论 皮肤或黏膜破损,血清PCT、CXCL9、MFG-E8高水平与老年肝癌患者TACE术后感染关系密切,以此构建的预测模型对于患者术后感染预测性能较好。

关键词: 肝肿瘤, 经肝动脉化疗栓塞术, 术后感染, 降钙素原, 乳脂肪球表皮生长因子8, CXC趋化因子配体9

Abstract:

Objective To establish a risk prediction model based on least absolute shrinkage and selection operator (LASSO) regression for procalcitonin (PCT), milk fat globule-epidermal growth factor 8 (MFG-E8) and CXC chemokine ligand 9 (CXCL9) in elderly patients with liver cancer after transcatheter arterial chemoembolization (TACE). Methods A total of 150 elderly patients with liver cancer who underwent TACE treatment in Shishi City Hospital, Fujian Province and 910th Hospital of the Chinese People's Liberation Army Joint Logistic Support Force from August 2020 to August 2023 were selected as the study subjects. Patients with infection after TACE were included in the infected group and those without infection were included in the non-infected group according to whether the patients had infection during the postoperative hospitalization. The baseline data of patients were collected and compared. LASSO regression was used to screen the factors that may affect the infection after TACE in elderly patients with liver cancer and binary logistic regression analysis was performed. According to the results of regression analysis, a nomogram model was constructed based on the regression analysis results and the nomogram was internally validated using Bootstrap and receiver operator characteristic (ROC) curves. Results There were 18 cases of infection in 150 elderly patients with liver cancer after TACE, with an incidence of 12.00%. There were statistically significant differences in focal rupture and bleeding (χ2=5.92, P=0.015), ascites (χ2=6.70, P=0.010), skin or mucosal damage (χ2=6.67, P=0.010) between the infected group (n=18) and the non-infected group (n=132). The levels of serum PCT [(1.17±0.32 ) μg/L vs. (0.91±0.14) μg/L], MFG-E8 [(194.29±45.85) pg/ml vs. (158.76±28.63) pg/ml] and CXCL9 [(948.49±52.38) pg/ml vs. (886.05±50.07) pg/ml] were higher than those in the non-infected group, with statistically significant differences (t=4.13, P<0.001; t=4.55, P<0.001; t=4.94, P<0.001). Four factors related to infection after TACE intervention in patients with liver cancer were finally selected by LASSO regression model, skin or mucosal damage, PCT, MFG-E8, CXCL9 levels. Binary logistic regression analysis showed that skin or mucosal damage (OR=13.48, 95%CI: 1.29-140.47, P=0.030), high levels of serum PCT (OR=1.13, 95%CI: 1.05-1.22, P=0.001), MFG-E8 (OR=1.04, 95%CI: 1.01-1.07, P=0.003), CXCL9 (OR=1.05, 95%CI: 1.02-1.08, P=0.001) were risk factors for infection after TACE in elderly patients with liver cancer. Based on skin or mucosa damage, PCT, MFG-E8 and CXCL9, a nomogram prediction model for postoperative infection in elderly patients with liver cancer after TACE intervention was established. Calibration curve showed that the C-index of postoperative infection predicted by the nomogram model in elderly patients with liver cancer after TACE intervention was 0.939, indicating the model had good discrimination. ROC curve analysis showed that the area under the curve (AUC) predicted by the nomogram model for infection after TACE intervention in elderly patients with liver cancer was 0.960 (95%CI: 0.926-0.995, P<0.001), which had certain predictive value. The specificity, sensitivity and Youden index were 0.864, 0.944 and 0.808, respectively. Conclusions Skin or mucosal damage, high levels of serum PCT, CXCL9 and MFG-E8 are closely related to postoperative infection in elderly patients with liver cancer after TACE, and the prediction model constructed based on this has better predictive performance for postoperative infection.

Key words: Liver neoplasms, Transhepatic arterial chemoembolization, Postoperative infection, Procalcitonin, Milk fat globule-epidermal growth factor 8, CXC chemokine ligand 9