Department of Cardiology, Guang'anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China.
Graduate School, Beijing University of Chinese Medicine, Beijing, China.
Cardiovasc Diabetol. 2023 Nov 28;22(1):322. doi: 10.1186/s12933-023-02060-7.
The triglyceride-glucose (TyG) index has been proposed as a reliable surrogate marker of insulin resistance and an independent predictor of major adverse cardiovascular events (MACEs). Several recent studies have shown the relationship between the TyG index and cardiovascular outcomes; however, the role of the TyG index in chronic coronary syndrome (CCS) progression has not been extensively assessed especially in population after revascularization. This study aimed to investigate the prognostic value of the TyG index in predicting MACEs in CCS patients undergoing percutaneous coronary intervention (PCI).
The data for the study were taken from the Hospital Information System database in China-Japan Friendship Hospital over the period 2019-2021. Eligible participants were divided into groups according to the TyG index tertiles. The Boruta algorithm was performed for feature selection. Multivariate Cox proportional hazards models and restricted cubic spline (RCS) analysis were applied to examine the dose-response relationship between the TyG index and endpoint, and the results were expressed with hazard ratio (HR) and 95% confidence interval (CI) values. The area under the receiver operating characteristic (ROC) curve (AUC), decision curve analysis (DCA), and clinical impact curve (CIC) were plotted to comprehensively evaluate the predictive accuracy and clinical value of the model. The goodness-of-fit of models was evaluated using the calibration curve and χ likelihood ratio test.
After applying inclusion and exclusion criteria, 1353 patients with CCS undergoing PCI were enrolled in the study. After adjusting for all confounders, we found that those with the highest TyG index had a 59.5% increased risk of MACEs over the 1-year follow-up (HR 1.595, 95% CI 1.370 ~ 1.855). Using the lowest TyG index tertile as the reference (T1), the fully adjusted HRs (95% CIs) for endpoints was 1.343 (1.054 ~ 1.711) in the middle (T2) and 2.297 (1.842 ~ 2.864) in highest tertile (T3) (P for trend < 0.001). The TyG index had an excellent predictive performance according to the results of AUC 0.810 (0.786, 0.834) and χ likelihood ratio test (χ = 7.474, P = 0.486). DCA and CIC analysis also suggested a good overall net benefit and clinical impact of the multivariate model. The results in the subgroup analysis were consistent with the main analyses. RCS model demonstrated that the TyG index was nonlinearly associated with the risk of MACEs within one year (P for nonlinear < 0.001).
The elevated TyG index is associated with an increased risk of cardiovascular events and predicts future MACEs in patients with CCS undergoing PCI independently of known cardiovascular risk factors, indicating that the TyG index may be a potential marker for risk stratification and prognosis in CCS patients undergoing PCI.
三酰甘油-葡萄糖(TyG)指数已被提出作为胰岛素抵抗的可靠替代标志物和主要不良心血管事件(MACE)的独立预测因子。最近的几项研究表明 TyG 指数与心血管结局之间存在关联;然而,TyG 指数在慢性冠状动脉综合征(CCS)进展中的作用尚未得到广泛评估,尤其是在血管重建后的人群中。本研究旨在探讨 TyG 指数在预测经皮冠状动脉介入治疗(PCI)CCS 患者 MACE 方面的预后价值。
本研究的数据来自中国-日本友好医院的医院信息系统数据库,时间范围为 2019 年至 2021 年。符合条件的参与者根据 TyG 指数三分位组进行分组。采用 Boruta 算法进行特征选择。多变量 Cox 比例风险模型和限制性立方样条(RCS)分析用于检查 TyG 指数与终点之间的剂量-反应关系,结果以风险比(HR)和 95%置信区间(CI)值表示。绘制受试者工作特征(ROC)曲线(AUC)、决策曲线分析(DCA)和临床影响曲线(CIC),以综合评估模型的预测准确性和临床价值。通过校准曲线和 χ 似然比检验评估模型的拟合优度。
在应用纳入和排除标准后,共纳入 1353 例接受 PCI 的 CCS 患者。在调整所有混杂因素后,我们发现 TyG 指数最高的患者在 1 年随访期间发生 MACE 的风险增加了 59.5%(HR 1.595,95%CI 1.3701.855)。以 TyG 指数最低三分位组(T1)为参考(T1),终点的全调整 HR(95%CI)分别为中间(T2)组的 1.343(1.0541.711)和最高三分位组(T3)的 2.297(1.842~2.864)(P 趋势<0.001)。根据 AUC 0.810(0.786,0.834)和 χ 似然比检验(χ=7.474,P=0.486)的结果,TyG 指数具有良好的预测性能。DCA 和 CIC 分析还表明,多变量模型具有良好的总体净获益和临床影响。亚组分析的结果与主要分析一致。RCS 模型表明,TyG 指数与一年内发生 MACE 的风险呈非线性相关(P 非线性<0.001)。
升高的 TyG 指数与 CCS 患者 PCI 后心血管事件风险增加相关,并独立于已知的心血管危险因素预测未来的 MACE,表明 TyG 指数可能是 CCS 患者 PCI 后风险分层和预后的潜在标志物。