Department of Cardiology, Second Affiliated Hospital of Shantou University Medical College, 69 Dongxia North Rd, Shantou, 515041, China.
Centre for Precision Health, Edith Cowan University, Building 21/270 Joondalup Drive, Perth, WA, 6027, Australia.
BMC Med. 2023 Jan 24;21(1):31. doi: 10.1186/s12916-023-02729-6.
Concurrent atherogenic dyslipidemia and elevated inflammation are commonly observed in overt hyperglycemia and have long been proposed to contribute to diabetogenesis. However, the temporal relationship between them and the effect of their cumulative co-exposure on future incident type 2 diabetes (T2D) remains unclear.
Longitudinal analysis of data on 52,224 participants from a real-world, prospective cohort study (Kailuan Study) was performed to address the temporal relationship between high-sensitivity C-reactive protein (hsCRP) and the atherogenic index of plasma (AIP, calculated as triglyceride/high-density lipoprotein) in an approximately 4-year exposure period (2006/2007 to 2010/2011). After excluding 8824 participants with known diabetes, 43,360 nondiabetic participants were included for further analysis of the T2D outcome. Cox regression models were used to examine the adjusted hazard ratios (aHRs) upon the cumulative hsCRP (CumCRP) and AIP (CumAIP) in the exposure period.
In temporal analysis, the adjusted standardized correlation coefficient (β1) of hsCRP_2006/2007 and AIP_2010/2011 was 0.0740 (95% CI, 0.0659 to 0.0820; P < 0.001), whereas the standardized correlation coefficient (β2) of AIP_2006/2007 and hsCRP_2010/2011 was - 0.0293 (95% CI, - 0.0385 to - 0.0201; P < 0.001), which was significantly less than β1 (P < 0.001). During a median follow-up of 7.9 years, 5,118 T2D cases occurred. Isolated exposure to CumAIP or CumCRP was dose-dependently associated with T2D risks, independent of traditional risk factors. Significant interactions were observed between the median CumAIP (- 0.0701) and CumCRP thresholds (1, 3 mg/L) (P = 0.0308). Compared to CumAIP < - 0.0701 and CumCRP < 1 mg/L, those in the same CumAIP stratum but with increasing CumCRP levels had an approximately 1.5-fold higher T2D risk; those in higher CumAIP stratum had significantly higher aHRs (95% CIs): 1.64 (1.45-1.86), 1.87 (1.68-2.09), and 2.04 (1.81-2.30), respectively, in the CumCRP < 1, 1 ≤ CumCRP < 3, CumCRP ≥ 3 mg/L strata. Additionally, the T2D risks in the co-exposure were more prominent in nonhypertensive, nondyslipidemic, nonprediabetic, or female participants.
These findings suggest a stronger association between elevated hsCRP and future AIP changes than vice versa and highlight the urgent need for combined assessment and management of chronic inflammation and atherogenic dyslipidemia in primary prevention, particularly for those with subclinical risks of T2D.
在明显的高血糖中,同时存在动脉粥样硬化性血脂异常和炎症升高是很常见的,并且长期以来一直被认为有助于糖尿病的发生。然而,它们之间的时间关系以及它们的累积共同暴露对未来 2 型糖尿病(T2D)的发生的影响仍不清楚。
对来自真实世界前瞻性队列研究(开滦研究)的 52224 名参与者的数据进行纵向分析,以解决大约 4 年暴露期(2006/2007 年至 2010/2011 年)内高敏 C 反应蛋白(hsCRP)和血浆致动脉粥样硬化指数(AIP,计算为甘油三酯/高密度脂蛋白)之间的时间关系。排除已知患有糖尿病的 8824 名参与者后,将 43360 名非糖尿病参与者纳入进一步分析 T2D 结局。使用 Cox 回归模型检查暴露期内累积 hsCRP(CumCRP)和 AIP(CumAIP)的调整后的危险比(aHR)。
在时间分析中,hsCRP_2006/2007 和 AIP_2010/2011 的调整后标准化相关系数(β1)为 0.0740(95%CI,0.0659-0.0820;P < 0.001),而 AIP_2006/2007 和 hsCRP_2010/2011 的标准化相关系数(β2)为-0.0293(95%CI,-0.0385 至-0.0201;P < 0.001),显著小于β1(P < 0.001)。在中位随访 7.9 年期间,发生了 5118 例 T2D 病例。孤立暴露于 CumAIP 或 CumCRP 与 T2D 风险呈剂量依赖性相关,独立于传统危险因素。观察到中位数 CumAIP(-0.0701)和 CumCRP 阈值(1、3 mg/L)之间存在显著的交互作用(P = 0.0308)。与 CumAIP < -0.0701 和 CumCRP < 1 mg/L 相比,在相同的 CumAIP 分层中但 CumCRP 水平升高的患者发生 T2D 的风险约高 1.5 倍;在较高的 CumAIP 分层中,aHR(95%CI)显著更高:1.64(1.45-1.86)、1.87(1.68-2.09)和 2.04(1.81-2.30),分别为 CumCRP < 1、1≤CumCRP < 3 和 CumCRP≥3 mg/L 分层。此外,在非高血压、非血脂异常、非糖尿病前期或女性参与者中,共同暴露的 T2D 风险更为明显。
这些发现表明,hsCRP 升高与未来 AIP 变化之间的相关性强于反之,强调在一级预防中迫切需要联合评估和管理慢性炎症和动脉粥样硬化性血脂异常,特别是对于 T2D 亚临床风险的患者。