Zhou Jianlong, Shi Wenxiang, Jiang Yayi, Li Yadi, Yue Rensong
Department of Endocrinology, Hospital of Chengdu University of Traditional Chinese Medicine, Chengdu, China.
Clinical Medical School, Chengdu University of Traditional Chinese Medicine, Chengdu, China.
Diabetol Metab Syndr. 2025 Sep 1;17(1):367. doi: 10.1186/s13098-025-01938-8.
Diabetes-associated cognitive dysfunction (DACD), a prevalent complication of diabetes with learning, memory, and executive function impairments, lacks targeted therapeutic options. While trace elements, oxidative stress, and inflammation are linked to DACD, the role of serum copper and its interaction with inflammatory/oxidative biomarkers in cognitive regulation remains unclear in diabetic populations.
This cross-sectional study analyzed data from the National Health and Nutrition Examination Survey (NHANES) 2011-2014, including 1,149 participants (861 non-diabetic, 288 diabetic). Cognitive function was assessed via the Animal Fluency Test (AFT) and Digit Symbol Substitution Test (DSST). Serum copper levels were measured, alongside inflammatory indices: neutrophil-to-lymphocyte ratio, monocyte-to-lymphocyte ratio, neutrophil-to-monocyte-lymphocyte ratio, systemic immune-inflammation index and systemic inflammation response index; and oxidative stress markers: γ-glutamyl transferase, uric acid, and high-density lipoprotein cholesterol (HDL-C). Associations were analyzed using multivariable linear regression, causal mediation analysis, restricted cubic spline models and sex/age subgroup stratification.
Diabetic participants had lower DSST scores than non-diabetic individuals (P < 0.001). In diabetic participants, serum copper was negatively associated with AFT scores (β = - 0.132, P = 0.034) and positively correlated with HDL-C (β = 0.559, P = 2.11e-06). HDL-C was the sole factor that statistically mediated the association between serum copper and DSST scores (average causal mediation effect = 0.095, 95% CI: 0.046-0.153, P < 0.001). A non-linear relationship emerged: HDL-C remained stable at serum copper < 20 µg/dL but increased significantly when copper exceeded 25 µg/dL (P < 0.001). Stratified analyses revealed threshold heterogeneity (all P < 0.05): males had a lower serum copper threshold (24.5 µg/dL, 95% CI: 21.8-27.2) than females (26.1 µg/dL, 95% CI: 23.4-28.8), and adults ≥ 65 years had a higher threshold (27.3 µg/dL, 95% CI: 24.5-30.1) than those < 65 years (23.8 µg/dL, 95% CI: 21.1-26.5).
This study identifies a diabetes-specific statistical association between serum copper, HDL, and cognitive function in DACD. The 25 µg/dL copper threshold (exploratory inflection point) marks where HDL-C-mediated effects become prominent, while sex- and age-specific threshold differences highlight population heterogeneity. This threshold offers a reference for trace element-lipid interaction research but requires validation in independent cohorts before potential use in DACD risk stratification.
糖尿病相关认知功能障碍(DACD)是糖尿病常见的并发症,伴有学习、记忆和执行功能损害,缺乏针对性的治疗选择。虽然微量元素、氧化应激和炎症与DACD有关,但在糖尿病患者中,血清铜的作用及其与炎症/氧化生物标志物在认知调节中的相互作用仍不清楚。
这项横断面研究分析了2011 - 2014年美国国家健康与营养检查调查(NHANES)的数据,包括1149名参与者(861名非糖尿病患者,288名糖尿病患者)。通过动物流畅性测试(AFT)和数字符号替换测试(DSST)评估认知功能。测量血清铜水平,同时测量炎症指标:中性粒细胞与淋巴细胞比值、单核细胞与淋巴细胞比值、中性粒细胞与单核细胞 - 淋巴细胞比值、全身免疫炎症指数和全身炎症反应指数;以及氧化应激标志物:γ-谷氨酰转移酶、尿酸和高密度脂蛋白胆固醇(HDL-C)。使用多变量线性回归、因果中介分析、受限立方样条模型和性别/年龄亚组分层分析相关性。
糖尿病参与者的DSST得分低于非糖尿病个体(P < 0.001)。在糖尿病参与者中,血清铜与AFT得分呈负相关(β = -0.132,P = 0.034),与HDL-C呈正相关(β = 0.559,P = 2.11e - 06)。HDL-C是统计学上介导血清铜与DSST得分之间关联的唯一因素(平均因果中介效应 = 0.095,95%CI:0.046 - 0.153,P < 0.001)。出现了一种非线性关系:当血清铜 < 20 μg/dL时,HDL-C保持稳定,但当铜超过25 μg/dL时显著增加(P < 0.001)。分层分析显示阈值异质性(所有P < 0.05):男性的血清铜阈值(24.5 μg/dL,95%CI:21.8 - 27.2)低于女性(26.1 μg/dL,95%CI:23.4 - 28.8),≥65岁的成年人阈值(27.3 μg/dL,95%CI:24.5 - 30.1)高于<65岁的成年人(23.8 μg/dL,95%CI:21.1 - 26.5)。
本研究确定了DACD中血清铜、HDL与认知功能之间特定于糖尿病的统计学关联。25 μg/dL的铜阈值(探索性拐点)标志着HDL-C介导的效应变得显著的点,而性别和年龄特异性的阈值差异突出了人群异质性。该阈值为微量元素 - 脂质相互作用研究提供了参考,但在用于DACD风险分层之前,需要在独立队列中进行验证。