血管相关的生物应激,DNA甲基化,适应负荷和特定领域的认知:一个集成的机器学习和因果推理方法。

IF 2.2 3区 医学 Q3 CLINICAL NEUROLOGY
Reem Waziry, Olajide A Williams, Henning Tiemeier, Caleb Miles
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引用次数: 0

摘要

背景:老年人群中的血管疾病包括中风、循环系统疾病和高血压。随着个体年龄的增长,血管疾病会同时发生,从而产生联合效应。在本研究中,我们将血管相关的生物应激作为一种新的生物标志物来捕捉血管疾病负担的综合效应,以便更准确地早期检测衰老过程中的认知变化。目的:确定血管相关的生物应激、DNA甲基化的生物老化和适应负荷在血管疾病与主要认知领域(包括全球认知、情景记忆和执行功能)之间的关系中的作用。方法:本研究的参与者来自MIDUS复习样本。与血管相关的生物应激包括:BMI、平均血压、坐位、腰臀比、血血红蛋白A1c百分比、血脱氢表雄酮(ng/mL)、空腹胰岛素水平uIU/mL、血清白细胞介素-8 (pg/mL)、血清白细胞介素-6 (pg/mL)、空腹血糖水平mg/dL和血纤维蛋白原(mg/dL)。基于DNA甲基化的生物年龄测量包括GrimAge2,它是基于DNA甲基化替代标记构建的,用于选择血浆蛋白和吸烟年限。根据适应负荷计算中常用的生物标志物:皮质醇(尿)、去甲肾上腺素(尿)、肾上腺素(尿)、多巴胺(尿)、糖化血红蛋白(HBA1C,血)、低密度脂蛋白(LDL,血)、c反应蛋白(CRP,血)硫酸脱氢表雄酮(DHEAS,血)、高密度脂蛋白(HDL,血)和收缩压(平均,坐着)来计算适应负荷评分。最小绝对收缩和选择算子(LASSO)和反应模型(单项和连续)用于计算血管相关的生物应激和theta分数。采用四向分解建模方法计算血管疾病与主要认知领域之间关系的自然直接和间接影响。结果:本研究纳入了550名具有生物标志物、DNA甲基化和认知评估数据的个体。中位年龄为54岁(范围为26,78),女性占样本的48%。在血管疾病与认知的关系中,通过血管相关生物应激(项目反应量表)介导的总体比例为0.60 (P = 0.01);1.1 (p = 0.308);整体认知、情景记忆和执行功能分别为0.53 (P = 0.002)。DNA甲基化(GrimAge2)介导的总比例为0.27 (P = 0.002);0.39 (p = 0.102);整体认知、情景记忆和执行功能分别为0.20 (P = 0.002)和0.10 (P = 0.08);0.09 (p = 0.5);0.07 (P = 0.18)通过适应负荷(总分)。结论:我们的研究结果表明,血管相关的生物应激、DNA甲基化和一定程度上的适应负荷介导了血管疾病对整体认知和执行功能的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Vascular-related biological stress, DNA methylation, allostatic load and domain-specific cognition: an integrated machine learning and causal inference approach.

Background: Vascular disease in aging populations spans a wide range of disorders including strokes, circulation disorders and hypertension. As individuals age, vascular disorders co-occur and hence exert combined effects. In the present study we introduce vascular-related biological stress as a novel biomarker to capture the combined effects of vascular disease burden for more precision in early detection of cognitive changes in aging.

Objective: to determine the role of vascular-related biological Stress, DNA methylation-based biological aging and Allostatic Load in the relationship between vascular disorders and major cognitive domains including global cognition, episodic memory and executive function in a representative sample of adults across the age span.

Methods: The present study included participants from MIDUS refresher sample. Vascular-related biological stress included: BMI, Average blood pressure, sitting, Waist-hip ratio, Blood hemoglobin A1c percent, Blood dehydroepiandrosterone (ng/mL), Blood fasting insulin levels uIU/mL, Blood serum interleukin-8 (pg/mL), Blood serum interleukin-6 (pg/mL), Blood fasting glucose levels mg/dL and Blood fibrinogen (mg/dL). DNA methylation-based biological age measures included GrimAge2 that was constructed based on DNA methylation surrogate markers for select plasma proteins and smoking-pack years. Allostatic load scores were calculated based on biomarkers commonly used in allostatic load calculations: cortisol (urine), norepinephrine (urine), epinephrine (urine), dopamine (urine), glycosylated hemoglobin (HBA1C, blood), low density lipoprotein (LDL, blood), C-reactive protein (CRP, blood) dehydroepiandrosterone sulfate (DHEAS, blood), high-density lipoprotein (HDL, blood) and systolic blood pressure (average, sitting). Least Absolute Shrinkage and Selection Operator (LASSO) and response models (item and continuous) were used to calculate vascular-related biological stress and theta scores. Four-way decomposition modeling approach was used to calculate the natural direct and indirect effects in the relationship between vascular disease and major cognitive domains.

Results: 550 individuals with data on biomarkers, DNA methylation and cognition assessments were included in the present study. Median age was 54 (range = 26, 78) with females representing 48% of the sample. In the relationship between vascular disease and cognition, the overall proportions mediated through vascular-related biological stress (item-response scale) were 0.60 (P = 0.01); 1.1 (P = 0.308); 0.53 (P = 0.002) for global cognition, episodic memory and executive function respectively. The overall proportions mediated through DNA methylation (GrimAge2) were 0.27 (P = 0.002); 0.39 (P = 0.102); 0.20, (P = 0.002) for global cognition, episodic memory and executive function respectively and 0.10 (P = 0.08); 0.09 (P = 0.5); 0.07 (P = 0.18) through allostatic load (sum scores).

Conclusions: Our findings suggest that vascular-related biological stress, DNA methylation and to some extent allostatic load mediate the effects of vascular disease on global cognition and executive function.

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来源期刊
BMC Neurology
BMC Neurology 医学-临床神经学
CiteScore
4.20
自引率
0.00%
发文量
428
审稿时长
3-8 weeks
期刊介绍: BMC Neurology is an open access, peer-reviewed journal that considers articles on all aspects of the prevention, diagnosis and management of neurological disorders, as well as related molecular genetics, pathophysiology, and epidemiology.
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