循环淋巴细胞亚群整合指数的建立及其在接受TACE治疗的不可切除肝癌患者中的预后价值OA
Establishment of the circulating lymphocyte subset integrated index and its prognostic value in patients with unresectable liver cancer treated with TACE
背景与目的:经 导 管 肝 动 脉 化 疗 栓 塞 术(transarterial chemoembolization,TACE)是不可切除肝细胞癌(hepatocellular carcinoma,HCC)的主要治疗手段,但患者预后差异显著.本研究旨在建立包含淋巴细胞亚群在内的多参数整合模型[循环淋巴细胞亚群整合指数(circulating lymphocyte subsets integrated index,CLSII)],并评估其在接受TACE治疗的不可切除HCC患者中的预后预测价值.方法:回顾性分析2015年1月—2018年12月在复旦大学附属中山医院首次接受TACE或TACE联合消融治疗的HCC患者的临床资料.采集患者的基线特征,包括人口学、临床病理学、影像学、血清生化指标、凝血功能及淋巴细胞亚群数据.采用Mann-Whitney U检验、Kaplan-Meier法、log-rank检验及Cox比例风险模型探究淋巴细胞亚群的临床价值.运用Spearman和Mantel相关性检验及最小绝对值收敛和选择算子(Least Absolute Shrinkage and Selection Operator,LASSO)回归筛选外周血炎症指标,构建CLSII.CLSII计算公式为各筛选指标标准化测量值与其系数的加权和.通过一致性指数(concordance index,C-index)及时间依赖性受试者工作特征(receiver operating characteristic,ROC)曲线将其与系统免疫炎症指数(systemic immune-inflammation index,SII)、血小板与淋巴细胞比值(platelet-to-lymphocyte ratio,PLR)、中性粒细胞与淋巴细胞比值(neutrophil-to-lymphocyte ratio,NLR)、改良格拉斯哥预后评分(modified Glasgow prognostic score,mGPS)、淋巴细胞与单核细胞比值(lymphocyte-to-monocyte ratio,LMR)、格拉斯哥预后评分(Glasgow prognostic score,GPS)及预后营养指数(prognostic nutritional index,PNI)等传统炎症评分进行预测效能比较.最后,基于多因素Cox回归结果构建包含CLSII、东部肿瘤协作组(eastern cooperative oncology group,ECOG)评分和肿瘤直径的预后列线图,通过校准曲线和决策曲线分析(decision curve analysis,DCA)评估模型的准确性和临床净获益.结果:最终纳入966例患者.生存分析表明,高B细胞计数(>169/μL)及高Th细胞计数(>503/μL)组的生存率显著优于低计数组(P<0.05).Cox回归分析证实B细胞计数是HCC的独立保护性预后因素[风险比(hazard ratio,HR)=0.81,95%CI:0.64~0.93,P=0.031].经LASSO回归分析,最终筛选出7个变量用于构建CLSII,7个变量分别为血小板(platelet,PLT)、中性粒细胞、C反应蛋白(C-reactive protein,CRP)、白蛋白(albumin,Alb)、自然杀伤(natural killer,NK)细胞、B细胞和Th细胞,其回归系数分别为0.212、0.155、0.111、-0.124、-0.124、-0.140和-0.067.根据CLSII中位数分组,高CLSII组的生存率显著低于低CLSII组.纳入多项临床协变量的多因素Cox分析显示,CLSII是独立预后危险因素(HR=2.56,95%CI:2.01~3.27,P<0.001).在预测效能对比中,CLSII的C-index及1、2、3年的曲线下面积(area under the curve,AUC)(分别为0.735、0.693、0.666)均优于NLR、PLR及SII.本研究进一步构建了整合CLSII、ECOG评分及肿瘤直径的预后列线图,其校准曲线显示预测概率与实际生存率高度一致.DCA证实,该列线图模型在广泛的阈值概率范围内,较单纯临床模型或单一CLSII指标具有更高的临床净获益.结论:CLSII是一个整合了免疫防御与促瘤炎症信息的预后标志物,其预测准确率优于传统炎症指标.基于CLSII构建的预后列线图具有良好的校准度和临床净获益,为接受TACE治疗的不可切除HCC患者提供了一种个体化生存预测工具.
Background and purpose:Transarterial chemoembolization(TACE)is the primary treatment modality for unresectable hepatocellular carcinoma(HCC);however,patient outcomes vary considerably.This study aimed to develop a multiparametric integrated model incorporating lymphocyte subsets[the circulating lymphocyte subsets integrated index(CLSII)]and to evaluate its prognostic value in patients with unresectable HCC undergoing TACE.Methods:A retrospective analysis was conducted on HCC patients who received initial TACE or TACE combined with ablation therapy at Zhongshan Hospital,Fudan University,between January 2015 and December 2018.Baseline characteristics,including demographics,clinicopathology,imaging assessments,biochemistry,coagulation function,and lymphocyte subsets,were collected via the hospital information system.The clinical value of lymphocyte subsets was explored using the Mann-Whitney U test,Kaplan-Meier method,log-rank test,and Cox proportional hazards models.The Least Absolute Shrinkage and Selection Operator(LASSO)regression was employed to screen peripheral inflammation-related indicators and construct the CLSII.The CLSII was calculated as the sum of the standardized values of selected indicators weighted by their respective coefficients.The predictive performance was compared with that of conventional inflammatory scores,including the systemic immune-inflammation index(SII),platelet-to-lymphocyte ratio(PLR),neutrophil-to-lymphocyte ratio(NLR),modified Glasgow prognostic score(mGPS),lymphocyte-to-monocyte ratio(LMR),Glasgow prognostic score(GPS),and prognostic nutritional index(PNI),by using the concordance index(C-index)and time-dependent receiver operating characteristic(ROC)curves.Finally,a prognostic nomogram incorporating CLSII,Eastern Cooperative Oncology Group(ECOG)performance status and tumor diameter was established based on multivariate Cox regression results.The accuracy and clinical net benefit of the model were evaluated using calibration curves and decision curve analysis(DCA).Results:A total of 966 patients were ultimately included in this study.Survival analysis indicated that patients with high B cell counts(>169/μL)and high Th cell counts(>503/μL)exhibited significantly superior survival rates(P<0.05).Multivariate Cox analysis confirmed B cell count as an independent protective prognostic factor[hazard ratio(HR)=0.81,95%CI:0.64-0.93,P=0.031].LASSO regression analysis identified seven variables for constructing the CLSII:platelet(PLT),neutrophils,C-reactive protein(CRP),albumin(Alb),natural killer(NK)cells,B cells and T helper(Th)cells.Their corresponding regression coefficients were 0.212,0.155,0.111,-0.124,-0.124,-0.140 and-0.067.Patients in the high-CLSII group demonstrated significantly inferior survival compared to the low-CLSII group.Multivariate analysis incorporating clinical covariates identified CLSII as an independent prognostic risk factor(HR=2.56,95%CI:2.01-3.27,P<0.001).In terms of predictive performance,CLSII outperformed NLR,PLR,and SII,achieving higher C-index and time-dependent area under the curve(AUC)values for 1-,2-and 3-year survival(0.735,0.693 and 0.666,respectively).Furthermore,the constructed prognostic nomogram integrating CLSII,ECOG performance status and tumor diameter showed high consistency between predicted probabilities and actual survival on calibration curves.DCA confirmed that the nomogram model provided superior clinical net benefit across a wide range of threshold probabilities compared to the clinical model alone or the single CLSII index.Conclusion:CLSII serves as a prognostic biomarker integrating information on both immune defense and pro-tumor inflammation,demonstrating superior predictive accuracy compared to traditional inflammatory indices.The CLSII-based prognostic nomogram exhibits excellent calibration and clinical net benefit,offering a tool for individualized survival prediction in patients with unresectable HCC undergoing TACE.
徐颖誉;任正刚
复旦大学附属中山医院肝胆肿瘤内科,上海 200032||康复大学青岛医院(青岛市市立医院)消化内科,山东 青岛 266000复旦大学附属中山医院肝胆肿瘤内科,上海 200032
医药卫生
循环淋巴细胞亚群整合指数肝细胞癌肝动脉化疗栓塞预后列线图
Circulating Lymphocyte Subsets Integrated IndexHepatocellular carcinomaTransarterial chemoembolizationPrognosisNomogram
《中国癌症杂志》 2026 (5)
449-461,13
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