Mediation Analysis

调解分析
  • 文章类型: Journal Article
    BACKGROUND: The epigenetic-age acceleration (EAA) represents the difference between chronological age and epigenetic age, reflecting accelerated biological aging. Observational studies suggested that oral disorders may impact DNA methylation patterns and aging, but their causal relationship remains largely unexplored. This study aimed to investigate potential causal associations between dental traits and EAA, as well as to identify possible mediators.
    METHODS: Using summary statistics of genome-wide association studies of predominantly European ancestry, we conducted univariable and multivariable Mendelian randomization (MR) to estimate the overall and independent effects of ten dental traits (dentures, bleeding gums, painful gums, loose teeth, toothache, ulcers, periodontitis, number of teeth, and two measures of caries) on four EAA subtypes (GrimAge acceleration [GrimAA], PhenoAge acceleration [PhenoAA], HannumAge acceleration [HannumAA] and intrinsic EAA [IEAA]), and used two-step Mendelian randomization to evaluate twelve potential mediators of the associations. Comprehensive sensitivity analyses were used to verity the robustness, heterogeneity, and pleiotropy.
    RESULTS: Univariable inverse variance weighted MR analyses revealed a causal effect of dentures on greater GrimAA (β: 2.47, 95% CI: 0.93-4.01, p = 0.002), PhenoAA (β: 3.00, 95% CI: 1.15-4.85, p = 0.001), and HannumAA (β: 1.96, 95% CI: 0.58-3.33, p = 0.005). In multivariable MR, the associations remained significant after adjusting for periodontitis, caries, number of teeth and bleeding gums. Three out of 12 aging risk factors were identified as mediators of the association between dentures and EAA, including body mass index, body fat percentage, and waist circumference. No evidence for reverse causality and pleiotropy were detected (p > 0.05).
    CONCLUSIONS: Our findings supported the causal effects of genetic liability for denture wearing on epigenetic aging, with partial mediation by obesity. More attention should be paid to the obesity-monitoring and management for slowing EAA among denture wearers.
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  • 文章类型: Journal Article
    OBJECTIVE: Sleep is essential to adolescent development. Sexual and gender minority (SGM; e.g., lesbian, gay, bisexual, transgender) adults are at high risk for poor sleep, partially due to minority stress (e.g., discrimination). However, sleep has rarely been studied among SGM adolescents. In a national sample of early adolescents, we analyzed sexual minority (SM) and gender minority (GM) identity, gender incongruence, and gender nonconformity in association with sleep and tested minority and general stressors as mediators.
    METHODS: We cross-sectionally analyzed data from 10,070 adolescents aged 10-14 in the Adolescent Brain Cognitive Development℠ Study. Using logistic regression models, we analyzed associations between identity (SM and GM), sexual identity discrimination, minority and general stressors (sexual identity discrimination, teasing, and conflict with parents) and sleep health (duration, latency, and disturbance). We used Baron and Kenny\'s method to test for mediation.
    RESULTS: Participants reported sexual identity (4% SM, 4% questioning) and gender identity (0.4% GM, 0.6% questioning); 65% were White, 20% were Hispanic, and 52% were assigned male at birth. Compared to heterosexual, SM participants had higher odds of short sleep duration, long sleep latency, and sleep disturbance. GM participants and those reporting gender incongruence and nonconformity had higher odds of long sleep latency and sleep disturbance. Sexual identity discrimination and general social stressors partially mediated some associations.
    CONCLUSIONS: SGM participants reported poorer sleep. Minority and general social stressors partially accounted for some disparities. Policies need to address SGM identity-based discrimination and challenge social norms that produce minority stress for SGM early adolescents.
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  • 文章类型: Journal Article
    BACKGROUND: Positron emission tomography/computed tomography (PET/CT) with 18F-florbetapir, a novel amyloid-targeting radiotracer, can quantify left ventricular (LV) amyloid burden in systemic light-chain (AL) amyloidosis. However, its prognostic value is not known.
    OBJECTIVE: The authors\' aim was to evaluate the prognostic value of LV amyloid burden quantified by 18F-florbetapir PET/CT, and to identify mechanistic pathways mediating its association with outcomes.
    METHODS: A total of 81 participants with newly diagnosed AL amyloidosis underwent 18F-florbetapir PET/CT imaging. Amyloid burden was quantified using 18F-florbetapir LV uptake as percent injected dose. The Mayo stage for AL amyloidosis was determined using troponin T, N-terminal pro-B-type natriuretic peptide (NT-proBNP), and free light chain levels. Major adverse cardiac events (MACE) were defined as all-cause death, heart failure hospitalization, or cardiac transplantation within 12 months.
    RESULTS: Among participants (median age, 61 years; 57% males), 36% experienced MACE, increasing from 7% to 63% across tertiles of LV amyloid burden (P < 0.001). LV amyloid burden was associated with MACE (HR: 1.46; 95% CI: 1.16-1.83; P = 0.001). However, this association became nonsignificant when adjusted for Mayo stage. In mediation analysis, the association between LV amyloid burden and MACE was mediated by NT-proBNP (P < 0.001), a marker of cardiomyocyte stretch and heart failure, and a component of Mayo stage.
    CONCLUSIONS: In this first study to link cardiac 18F-florbetapir uptake to subsequent outcomes, LV amyloid burden estimated by percent injected dose predicted MACE in AL amyloidosis. This effect was not independent of Mayo stage and was mediated primarily through NT-proBNP. These findings provide novel insights into the mechanism linking myocardial amyloid deposits to MACE.
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  • 文章类型: Journal Article
    由于各种促成因素,高血压仍然是全球主要的公共卫生危机,例如年龄和环境暴露。这项研究探讨了生物衰老之间的复杂关联,血铅水平,和高血压,同时研究血铅水平在生物衰老与高血压关系中的中介作用。我们分析了NHANES的两个周期的数据,包括4473名18岁及以上的人。我们的发现表明,生物衰老可能会增加高血压的风险以及收缩压(SBP)和舒张压(DBP)异常的发生率。利用加权分位数和(WQS)和分位数g计算(QGC)模型分析,我们观察到接触重金属混合物,尤其是铅,可能会增加高血压的可能性,SBP,和DBP异常。进一步的中介分析显示,铅显著介导了生物衰老与高血压之间的关系以及生物衰老与SBP异常之间的关系,占效应的64%(95%CI,49%至89%)和64%(95%CI,44%至88%),分别。这些结果强调了实施环境卫生措施的重要性。
    Hypertension remains a major global public health crisis due to various contributing factors, such as age and environmental exposures. This study delves into exploring the intricate association between biological aging, blood lead levels, and hypertension, along with examining the mediating role of blood lead levels in the relationship between biological aging and hypertension. We analyzed data from two cycles of the NHANES, encompassing 4473 individuals aged 18 years and older. Our findings indicate that biological aging potentially escalates the risk of hypertension and the incidences of systolic blood pressure (SBP) and diastolic blood pressure (DBP) abnormalities. Utilizing weighted quantile sum (WQS) and quantile g-computation (QGC) model analyses, we observed that exposure to heavy metal mixtures, particularly lead, may elevate the likelihood of hypertension, SBP, and DBP abnormalities. Further mediation analysis revealed that lead significantly mediated the relationship between biological aging and hypertension and between biological aging and SBP abnormalities, accounting for 64% (95% CI, 49% to 89%) and 64% (95% CI, 44% to 88%) of the effects, respectively. These outcomes emphasize the criticality of implementing environmental health measures.
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  • 文章类型: Journal Article
    健康的生活方式与代谢综合征(MetS)有关,但机制还不完全清楚。这项研究旨在研究中国人群中MetS成分与生活方式的关联以及血清尿酸(SUA)在生活方式行为与MetS成分风险之间的关联中的潜在中介作用。数据来自中国西北地区区域民族队列研究中对陕西城市队列的基线调查。MetS组件之间的关系,健康生活方式评分(HLS),和SUA通过逻辑回归或线性回归进行调查。进行了基于反事实的调解分析,以确定SUA是否以及在多大程度上介导了HLS对MetS成分的总影响。与具有1个或更少的低风险生活方式因素的人相比,有4-5个因素的参与者糖耐量受损的风险降低了43.6%(OR=0.564;95CI:0.408〜0.778),高血压风险降低60.8%(OR=0.392;95CI:0.321~0.478),高甘油三酯血症风险降低69.4%(OR=0.306;95CI:0.252~0.372),低HDL胆固醇水平的风险降低47.3%(OR=0.527;95CI:0.434~0.641)。SUA介导的2.95%(95CI:1.81~6.16%)的HLS对糖耐量异常的总作用,14.68%(95CI:12.04〜18.85%)的高血压,17.29%(95CI:15.01~20.5%)高甘油三酯血症,和12.83%(95CI:10.22~17.48%)低HDL胆固醇水平。增加的HLS倾向于部分通过降低SUA水平来降低MetS成分的风险,这可能是生活方式影响MetS的重要机制。
    A healthy lifestyle is related to metabolic syndrome (MetS), but the mechanism is not fully understood. This study aimed to examine the association of components of MetS with lifestyle in a Chinese population and potential mediation role of serum uric acid (SUA) in the association between lifestyle behaviors and risk of components of MetS. Data were derived from a baseline survey of the Shaanxi urban cohort in the Regional Ethnic Cohort Study in northwest China. The relationship between components of MetS, healthy lifestyle score (HLS), and SUA was investigated by logistic or linear regression. A counterfactual-based mediation analysis was performed to ascertain whether and to what extent SUA mediated the total effect of HLS on components of MetS. Compared to those with 1 or less low-risk lifestyle factors, participants with 4-5 factors had 43.6% lower risk of impaired glucose tolerance (OR = 0.564; 95%CI: 0.408~0.778), 60.8% reduction in risk of high blood pressure (OR = 0.392; 95%CI: 0.321~0.478), 69.4% reduction in risk of hypertriglyceridemia (OR = 0.306; 95%CI: 0.252~0.372), and 47.3% lower risk of low levels of HDL cholesterol (OR = 0.527; 95%CI: 0.434~0.641). SUA mediated 2.95% (95%CI: 1.81~6.16%) of the total effect of HLS on impaired glucose tolerance, 14.68% (95%CI: 12.04~18.85%) on high blood pressure, 17.29% (95%CI: 15.01~20.5%) on hypertriglyceridemia, and 12.83% (95%CI: 10.22~17.48%) on low levels of HDL cholesterol. Increased HLS tends to reduce risk of components of MetS partly by decreasing the SUA level, which could be an important mechanism by which lifestyle influences MetS.
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  • 文章类型: Journal Article
    肥胖是绝经后乳腺癌(BC)的危险因素,有证据表明脂联素在肥胖和BC之间的关系中起作用。在一项纳入IBIS-II预防试验的队列研究中,我们调查了脂联素或其他生物标志物是否介导体重指数(BMI)对绝经后BC风险的影响。我们测量了脂联素,瘦素,IGF-I,IGFBP-1,高敏C反应蛋白,血糖,胰岛素,HOMA-IR指数,在IBIS-II预防试验的安慰剂组中,来自123例病例和302个匹配对照的基线和12个月血清样本中的SHBG。在调整Tyrer-Cuzick评分和降脂药物/补充剂使用后,我们进行了主要的中介分析,将基线BMI作为暴露量和12个月脂联素升高作为中介。在多变量Cox模型中,这两个12个月的脂联素增加(HR,0.60;95CI,0.36-1.00)和BMI与BC风险相关(HR,1.05;95CI,1.00-1.09),12个月增加脂联素的女性减少了40%。在脂联素降低的肥胖女性(BMI>30)中观察到BC事件的累积风险明显更高(p=0.0087)。未观察到脂联素增加对BMI对BC风险的总影响的中介作用(自然间接作用:HR,1.00;95CI,0.98-1.02)。提高脂联素水平可能是预防绝经后BC的一个有吸引力的目标。
    Obesity is a risk factor for postmenopausal breast cancer (BC), and evidence suggests a role for adiponectin in the relationship between obesity and BC. We investigated whether adiponectin or other biomarkers mediate the effect of body mass index (BMI) on postmenopausal BC risk in a cohort study nested in the IBIS-II Prevention Trial. We measured adiponectin, leptin, IGF-I, IGFBP-1, high-sensitivity C-reactive protein, glycemia, insulin, HOMA-IR index, and SHBG in baseline and 12-month serum samples from 123 cases and 302 matched controls in the placebo arm of the IBIS-II Prevention trial. We conducted the main mediation analysis considering baseline BMI as an exposure and the 12-month adiponectin increase as a mediator after adjustment for the Tyrer-Cuzick score and the lipid-lowering medications/supplements use. In the multivariable Cox model, both the 12-month adiponectin increase (HR, 0.60; 95%CI, 0.36-1.00) and BMI were associated with BC risk (HR, 1.05; 95%CI, 1.00-1.09), with a 40% reduction in women with a 12-month increase in adiponectin. A significantly higher cumulative hazard of BC events was observed in obese women (BMI > 30) with decreased adiponectin (p = 0.0087). No mediating effect of the adiponectin increase on the total effect of BMI on BC risk was observed (natural indirect effect: HR, 1.00; 95%CI, 0.98-1.02). Raising adiponectin levels might be an attractive target for postmenopausal BC prevention.
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  • 文章类型: Journal Article
    目的:先前的研究表明睡眠质量与心理健康之间存在关联,然而睡眠质量的综合作用,日间功能障碍,社会排斥,情绪调节困难的自我控制仍不清楚。这项研究旨在阐明睡眠质量如何通过涉及白天功能障碍的途径影响中学生的情绪调节困难。社会排斥,和自我控制,从而为心理健康干预提供更全面的理论依据。
    方法:利用匹兹堡睡眠质量指数,青少年社会排斥量表,简短的自我控制量表,和情绪调节量表的简短形式,我们评估了2023年10月至11月从4所中学随机抽取的1067名学生.去除极值(超过3个标准偏差的值)后,806名学生被保留进行数据分析。
    结果:我们的发现表明,睡眠质量差显着导致白天功能障碍增加(β=0.86,SE=0.07,p<.001),进而影响社会排斥(β=0.60,SE=0.16,p<0.001),自我控制能力(β=1.27,SE=0.16,p<.001)和情绪调节困难(β=1.56,SE=0.30,p<.001)。社会排斥调节睡眠质量与情绪调节困难之间的关系(估计值=0.11,SE=0.04,95%CI[0.04,0.20])。
    结论:本研究的目的是为制定有效的干预措施以改善青少年的睡眠和心理健康提供新的见解。
    OBJECTIVE: Previous studies have revealed associations between sleep quality and mental health, yet the comprehensive role of sleep quality, daytime dysfunction, social exclusion, and self-control in difficulties with emotion regulation remains unclear. This study aimed to elucidate how sleep quality affects emotion regulation difficulties among middle school students through pathways involving daytime dysfunction, social exclusion, and self-control, thereby providing a more comprehensive theoretical basis for mental health interventions.
    METHODS: Utilizing the pittsburgh sleep quality index, the adolescent social exclusion scale, the brief self-control scale, and emotion regulation scale-short form, we assessed 1067 students randomly selected from four middle schools from October to November 2023. After the removal of extreme values (those exceeding 3 standard deviations), 806 students were retained for data analysis.
    RESULTS: Our findings indicate that poor sleep quality significantly contributes to increased daytime dysfunction(β = 0.86, SE = 0.07, p < .001), which in turn affects social exclusion(β = 0.60, SE = 0.16, p < 0 0.001), self-control abilities(β = 1.27, SE = 0.16, p < .001) and emotion regulation difficulties(β = 1.56, SE = 0.30, p < .001). Social exclusion mediates the relationship between sleep quality and emotion regulation difficulties(Estimate = 0.11, SE = 0.04, 95% CI [0.04, 0.20] ).
    CONCLUSIONS: The aim of this study is to provide new insights into the development of effective intervention measures to improve sleep and mental health in adolescents.
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  • 文章类型: Journal Article
    在欧洲移植中,在等待肝移植时死亡的女性相对多于男性,移植的雌性相对较少。在2007年至2019年之间列出了成人肝移植候选人(n=21,170),我们研究性别差异是否是终末期肝病模型(MELD)评分系统固有的,或小的候选体型限制移植的间接结果。Cox比例风险模型用于量化性别对候补死亡率的直接影响,通过MELD评分独立于性别的影响,以及性别对移植率的直接影响,通过MELD和候选体型独立于性别的影响。调整后的女性候补名单死亡率风险比微不足道(HR:1.03,95%-CI:0.88-1.20)。因此,我们缺乏证据表明MELD系统地低估了女性的候补死亡率。在未经调整的分析中,女性的移植率比男性低25%(HR:0.74,95%-CI:0.71-0.77),但随着介体的调整,风险比变得微不足道(HR:0.98,95%-CI:0.93-1.04),最重要的是候选人的体型。因此,欧洲移植中的性别差异似乎很大程度上是女性移植率较低的结果,这可以通过体型的性别差异来解释。
    In Eurotransplant, relatively more females than males die while waiting for a liver transplantation, and relatively fewer females are transplanted. With adult liver transplantation candidates listed between 2007 and 2019 (n=21,170), we study whether sex disparity is inherent to the Model for End-stage Liver Disease (MELD) scoring system, or the indirect result of a small candidate body size limiting access to transplantation. Cox proportional hazards models are used to quantify the direct effect of sex on waitlist mortality, independent of sex\'s effect through MELD scores, and the direct effect of sex on the transplantation rate, independent of sex\'s effect through MELD and candidate body size. Adjusted waitlist mortality hazard ratios for female sex are insignificant (HR: 1.03, 95%-CI: 0.88-1.20). We thus lack evidence that MELD systematically underestimates waitlist mortality rates for females. Transplantation rates are 25% lower for females than males in unadjusted analyses (HR: 0.74, 95%-CI: 0.71-0.77), but hazard ratios become insignificant with adjustment for mediators (HR: 0.98, 95%-CI: 0.93-1.04), most importantly candidate body size. Sex disparity in Eurotransplant thus appears to be largely a consequence of lower transplantation rates for females, which are explained by sex differences in body size.
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  • 文章类型: Journal Article
    自发性蛛网膜下腔出血(SAH)后早期脑损伤(EBI)期间的高血糖与不良预后相关,但潜在的病理生理学是未知的。这项研究评估了EBI期间的高血糖是否与神经轴突损伤的标志物相关,以及这些生物标志物是否部分解释了高血糖与不良临床结果之间的关联。前瞻性纳入了出血发作24小时内收治的92例SAH患者。在到达时和每6小时测量葡萄糖水平,持续72小时。在72小时测量血清神经丝轻链(NFL)水平。在90天使用改良的Rankin量表(mRS)评估功能结果(不良结果,MRS>2)。葡萄糖指标之间的关联,NFL水平,通过单因素和多因素分析评估临床结局.进行中介分析以检查NFL可能介导葡萄糖与功能结果之间关系的潜在链。在调整分析中,EBI期间较高的葡萄糖和NFL水平与不良的临床结果相关。NFL水平与年龄有关,较高的初始严重性,和较高的葡萄糖水平在EBI期间。在调整后的调解分析中,血糖和临床结局之间的关联是由NFL水平显著介导的.介体NFL解释了EBI期间葡萄糖与90天不良功能结果之间25%的关联。在SAH,EBI期间葡萄糖水平与不良临床结局之间的关联可能由NFL水平显著介导.高血糖与不良临床结果之间的联系可能部分是通过继发性神经轴索损伤来解释的。
    Hyperglycemia during early brain injury (EBI) period after spontaneous subarachnoid hemorrhage (SAH) is associated with poor outcome, but the underlying physiopathology is unknown. This study assessed if hyperglycemia during EBI is associated with markers of neuroaxonal injury and whether these biomarkers partially account for the association between hyperglycemia and poor clinical outcome. Ninety-two SAH patients admitted within 24 h of bleeding onset were prospectively included. Glucose levels were measured at arrival and every 6 h for 72 h. Serum neurofilament light chain (NFL) levels were measured at 72 h. Functional outcome was assessed with the modified Rankin Scale (mRS) at 90 days (poor outcome, mRS > 2). The association between glucose metrics, NFL levels, and clinical outcome was assessed with univariate and multivariate analyses. Mediation analysis was performed to examine the potential chain in which NFL may mediate the relationship between glucose and functional outcome. Higher glucose and NFL levels during EBI were associated with poor clinical outcome in adjusted analysis. NFL levels were associated with older age, higher initial severity, and higher glucose levels during EBI period. In adjusted mediation analyses, the association between glucose and clinical outcome was significantly mediated by NFL levels. The mediator NFL explained 25% of the association between glucose during EBI period and poor functional outcome at 90 days. In SAH, the association between glucose levels during EBI and poor clinical outcome might be significantly mediated by NFL levels. The link between hyperglycemia and poor clinical outcome might be explained in part through secondary neuroaxonal injury.
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  • 文章类型: Journal Article
    使用来自法国人口代表性样本的横截面数据(2008年残疾健康调查),本文研究了SF-6D,在经济评估中广泛使用的基于偏好的健康相关生活质量衡量标准,完全捕获由于慢性疾病引起的主观幸福感(SWB)的变化。我们进行了调解分析,以理清直接和间接的关系,通过SF-6D,各种慢性病对SWB(幸福)的影响。我们的结果表明,SF-6D反映了除精神疾病外的大多数疾病引起的幸福感变化。由SF-6D介导的SWB的改变占总效应的74%。当慢性疾病与焦虑或抑郁相结合时,SF-6D无法解释的变化是显着的,并且在多患病的情况下大大增加。总的来说,我们的结果表明,SF-6D不完全捕获慢性病患者的主观体验,尤其是那些有共存条件的人。
    Using cross-sectional data from a representative sample of the French population (the 2008 Disability Health survey), this paper examines whether the SF-6D, a widely used preference-based measure of health-related quality of life in economic evaluations, fully captures the variation in subjective well-being (SWB) due to chronic illnesses. We conduct a mediation analysis to disentangle the direct and indirect, through the SF-6D, effects of various chronic conditions on SWB (happiness). Our results show that the SF-6D reflects changes in happiness due to most illnesses except mental illness. Changes in SWB mediated by the SF-6D account for 74% of the total effect. The variation unexplained by the SF-6D is significant and increases substantially in the presence of multimorbidity when a chronic illness is combined with anxiety or depression. Overall, our results suggest that the SF-6D incompletely captures the subjective experience of chronically ill patients, especially those with comorbid conditions.
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