Mediation Analysis

调解分析
  • 文章类型: Journal Article
    暴露于环境重金属可能是通过干预改良的先兆子痫(PE)的危险因素。这项病例对照研究旨在研究孕妇血清重金属浓度与PE之间的关系,以及激素是否在重金属对PE的影响中起中介作用。2020年10月至2022年,在东莞市松山湖中心医院招募PE患者160例、正常分娩孕妇160例。血清锰(Mn)浓度,镍(Ni),铜(Cu),锌(Zn),砷(As),镉(Cd),铅(Pb),β-人绒毛膜促性腺激素(β-hCG),孕酮(P),雌二醇(E2),睾酮(T),皮质醇(Cort),和可的松(Cor)进行测量。物流,受限三次样条,采用加权分位数和多元线性回归模型来解释不同方面,探索重金属之间的关系,荷尔蒙,和PE。进行了中介模型分析以评估激素在中介中的作用。Mn的中值浓度,PE组的E2和Cort低于对照组。铜的中值浓度,Zn,β-hCG,PE和T高于对照。Mn,E2和Cort与PE呈负相关,而Cu,Zn,β-hCG,T表现出积极的关联,通过逻辑回归确定。Mn,Cu,Zn与PE呈线性剂量-反应关系。Zn和Cu在混合重金属暴露与PE的正相关模型中具有很高的权重。中介分析显示血清E2、P、T,科特,和Cort/Cor可能是重金属(Mn,Cu,和Zn)和PE。
    Exposure to environmental heavy metals may pose a risk factor for developing preeclampsia (PE) modified through intervention. This case-control study aimed to investigate the association between serum heavy metal concentrations and PE in pregnant women and whether hormones served as mediating factors in the impact of heavy metals on PE. From October 2020 to 2022, 160 patients with PE and 160 pregnant women with normal deliveries were recruited at Dongguan Songshan Lake Central Hospital. Serum concentrations of manganese (Mn), nickel (Ni), copper (Cu), zinc (Zn), arsenic (As), cadmium (Cd), lead (Pb), β-human chorionic gonadotropin (β-hCG), progesterone (P), estradiol (E2), testosterone (T), cortisol (Cort), and cortisone (Cor) were measured. Logistic, restricted cubic splines, weighted quantile sum and multivariate linear regression models were employed to account for different aspects and explore the relationships among heavy metals, hormones, and PE. Mediation model analysis was performed to assess the role of hormones in mediation. The median concentrations of Mn, E2, and Cort were lower in the PE group than in the control group. The median concentrations of Cu, Zn, β-hCG, and T were higher in the PE than in the control. Mn, E2, and Cort showed negative associations with PE, while Cu, Zn, β-hCG, and T demonstrated positive associations, as determined through logistic regression. Mn, Cu, and Zn displayed linear dose-response relationships with PE. Zn and Cu had high weights in the positive association model of mixed heavy metal exposure with PE. The mediation analysis revealed that serum E2, P, T, Cort, and Cort/Cor might be potential mediators of the association between heavy metals (Mn, Cu, and Zn) and PE.
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  • 文章类型: Journal Article
    背景:血清25-羟维生素D与卒中风险的因果关系和生物学机制缺乏流行病学证据。
    目的:本研究旨在探讨25(OH)D浓度与卒中风险之间的关系以及潜在的中介因素。
    方法:基于社区的前瞻性社区队列研究,Chin-Shan社区心血管队列,该研究于1990年至2011年12月进行,并采用双样本孟德尔随机化(MR)研究进行外部验证.
    方法:共有1,778名具有血清25-羟基维生素D数据的参与者入组。
    方法:在CCCC观察性研究中,结果被确定为中风,而在双样本MR研究中,定义为缺血性卒中.使用受限三次样条分析估计因果关系,COX比例风险比,调解分析,和两个样本MR。
    结果:经过12年(21,598人年)的随访,163名参与者(9.17%)发生卒中。较高的25(OH)D浓度与较低的卒中风险相关(风险比:0.64;95%置信区间,0.43-0.96)全车型调整后。中介分析显示,在未调整模型中,25(OH)D浓度与高血压介导的卒中风险之间存在显着关联(中介百分比23.3%,p=0.008),在完整模型中变得不显著(中介百分比,15.5%;p=0.072)。两个样本的MR证实了基因测定的25(OH)D与卒中风险之间的显著负相关(IVWOR:0.92;95%CI:0.85-0.99;p=0.036)。然而,在孟德尔随机化研究中,高血压的中介作用不显著.
    结论:较高的25(OH)D水平与降低卒中风险有关,可能由高血压介导。优先考虑血压管理可能会改善25(OH)D缺乏患者的中风预防。
    BACKGROUND: The causal association and biological mechanism linking serum 25-hydroxyvitamin D to stroke risk lacks epidemiological evidence.
    OBJECTIVE: This study aimed to investigate the association between 25(OH)D concentration and stroke risk as well as the potential mediating factors.
    METHODS: The community-based prospective community-based cohort study, the Chin-Shan Community Cardiovascular Cohort, was conducted from 1990 to December 2011, with external validation using a two-sample Mendelian randomization (MR) study.
    METHODS: A total of 1,778 participants with serum 25-hydroxyvitamin D data were enrolled.
    METHODS: In the CCCC observational study, the outcome was ascertained as stroke, while in the two-sample MR study, it was defined as ischemic stroke. Causal effects were estimated using restricted cubic spline analysis, COX proportional hazard ratios, mediation analysis, and two-sample MR.
    RESULTS: Over 12 years (21,598 person-years) of follow-up, 163 participants (9.17%) developed stroke. Higher 25(OH)D concentrations were associated with lower stroke risk (hazard ratio: 0.64; 95% confidence interval, 0.43-0.96) after full-model adjustments. Mediation analysis showed a significant association between 25(OH)D concentration and stroke risk mediated by hypertension in unadjusted models (mediation percentage 23.3%, p=0.008) that became non-significant in full models (mediation percentage, 15.5%; p=0.072). Two-sample MR confirmed a significant inverse association between genetically determined 25(OH)D and stroke risk (IVW OR: 0.92; 95% CI: 0.85-0.99; p=0.036). However, hypertension had an insignificant mediating role in the Mendelian randomization study.
    CONCLUSIONS: Higher 25(OH)D levels are linked to reduced stroke risk, potentially mediated by hypertension. Prioritizing blood pressure management may improve stroke prevention in 25(OH)D-deficient patients.
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  • 文章类型: Journal Article
    背景:“健康母亲健康婴儿”(HMHB)研究是第三阶段,在圣家庭医院(HFH)与拉瓦尔品第医科大学(RMU)联合进行的单盲随机临床试验。我们旨在研究基于认知行为治疗原则的专门心理社会方法的中介,针对经历焦虑的孕妇。HMHB干预可有效治疗围产期焦虑症状并预防未来的抑郁发作。
    方法:该试验将参与者随机分为两组:HMHB干预或增强常规护理(EUC)。遵循世界卫生组织的指导方针。HMHB干预措施包括加强社会支持网络的战略,改善母婴联系和处理人际冲突的策略,经济挑战,以及使用压力管理技术和文化共鸣插图的社会性别偏好。参与者在三个关键时间点进行了严格的数据收集:基线,妊娠晚期,产后6周。主要结果是分娩后6周使用医院焦虑和抑郁量表(HADS)进行焦虑症状严重程度评分。四个潜在的调解人-社会支持,行为激活,感知压力,和怀孕经验-在妊娠晚期评估。
    结果:共有1200名参与者被随机分配到HMHB和EUC组。在六周的随访时间点,EUC组仍有379名参与者,和387继续在HMHB组。干预后,HMHB参与者在产后焦虑和抑郁评分方面表现出显着改善。中介分析显示,社会支持和妊娠麻烦是干预对产后焦虑结局的影响的重要媒介,而只有社会支持成为抑郁症结局的重要中介。
    结论:HMHB干预在改善孕妇的焦虑和抑郁评分方面显示出良好的效果。重要的调解效果表明,针对社会支持和管理与妊娠相关的麻烦对于最佳干预效果的重要性。
    BACKGROUND: The \"Healthy Mother Healthy Baby\" (HMHB) study is a phase three, single-blind randomized clinical trial conducted at Holy Family Hospital (HFH) in association with Rawalpindi Medical University (RMU). We aimed to examine the mediators of a specialized psychosocial approach based on Cognitive Behavioural Therapy principles, targeting pregnant women experiencing anxiety. The HMHB intervention was effective in treating perinatal anxiety symptoms and preventing future depressive episodes.
    METHODS: The trial randomized participants into two arms: the HMHB intervention or Enhanced Usual Care (EUC), following World Health Organization guidelines. The HMHB intervention comprised strategies to strengthen social support networks, improving mother-baby bonding and strategies to deal with interpersonal conflicts, economic challenges, and societal gender preferences using cognitive and behavioural techniques and culturally resonant illustrations. Participants underwent rigorous data collection at three pivotal timepoints: baseline, third trimester, and 6-weeks postnatal. The primary outcome was anxiety symptom severity scores using the Hospital Anxiety and Depression Scale (HADS) at 6-weeks post-childbirth. Four potential mediators - social support, behavioural activation, perceived stress, and pregnancy experience - were assessed in the third trimester of pregnancy.
    RESULTS: A total of 1200 participants were randomized to the HMHB and EUC arms. In the six-week follow-up time point, 379 participants remained in the EUC group, and 387 continued in the HMHB group. Post-intervention, HMHB participants displayed significant improvements in postnatal anxiety and depression scores. Mediation analyses revealed social support and pregnancy hassles as significant mediators of the intervention\'s effect on postnatal anxiety outcomes, while only social support emerged as a significant mediator for depression outcomes.
    CONCLUSIONS: The HMHB intervention showed promising results in improving anxiety and depression scores among pregnant women. Significant mediation effects suggest the importance of targeting social support and managing pregnancy-related hassles for optimal intervention effectiveness.
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  • 文章类型: Journal Article
    背景:据报道,残余胆固醇(RC)有助于糖尿病的发展。然而,关于孕妇RC与妊娠期患妊娠期糖尿病(GDM)风险之间关系的证据有限.本研究旨在评估孕早期孕妇RC与GDM风险之间的关系。并探讨参与RC水平与GDM风险关系的潜在途径。
    方法:从2018年至2021年,在中国设计并实施了一项前瞻性出生队列研究。使用逻辑回归模型和有限的三次样条估计母体RC和其他脂质参数与GDM风险的关联。亚组分析按孕前体重指数(pre-BMI)分层,产妇年龄和妊娠。通过中介分析探讨相关因素对RC水平与GDM风险关系的中介作用。
    结果:共包括33,018名孕妇。RC水平中位数为0.47±0.20mmol/L。GDM的患病率为15.19%。随着RC四分位数的增加,GDM的发病率大幅增加,RC的最高四分位数达到19.24%(P<0.001)。孕早期孕妇RC与GDM风险呈正相关(OR:2.254,95%CI:1.943~2.615)。与最低的RC四分位数相比,较高的RC四分位数与GDM风险增加相关,第三季度和第四季度的OR(95%CI)分别为1.208(1.101-1.325)和1.489(1.364-1.626),分别。此外,发现这种关联的线性剂量反应关系(P<0.001,P为非线性>0.05),并且在具有不同前BMI的亚组之间是一致的,产妇年龄和孕妇(所有相互作用的P值>0.05)。此外,RC水平与GDM风险之间的相关性部分由pre-BMI(9.20%)和血糖水平(-11.1%)介导.
    结论:妊娠早期孕妇RC水平升高与GDM风险增加呈正相关。这种关联部分是由前BMI和血糖水平介导的。
    BACKGROUND: Remnant cholesterol (RC) reportedly contributes to the development of diabetes mellitus. However, evidence on the relationship between maternal RC and the risk of developing gestational diabetes mellitus (GDM) during pregnancy is limited. This study aimed to assess the relationship between maternal RC and GDM risk during early pregnancy, and explore the potential pathways involved in the relationship between RC levels and GDM risk.
    METHODS: From 2018 to 2021, a prospective birth cohort study was designed and carried out in China. The associations of maternal RC and other lipid parameters with GDM risk were estimated using logistic regression models and restricted cubic splines. Subgroup analyses were performed stratified by prepregnancy body mass index (pre-BMI), maternal age and gravidity. Mediation analyses were conducted to explore the mediating effect of some related factors on the relationship between RC levels and the risk of GDM.
    RESULTS: A total of 33,018 pregnant women were included. The median RC level was 0.47 ± 0.20 mmol/L. The prevalence of GDM was 15.19%. As RC quartiles increased, the incidence of GDM increased substantially, reaching 19.24% for the highest quartile of RC (P < 0.001). Maternal RC in the first trimester was positively correlated with GDM risk (OR: 2.254, 95% CI: 1.943-2.615). Compared to the lowest RC quartile, higher RC quartiles were correlated with an increased risk of GDM, and the ORs (95% CIs) for Q3 and Q4 were 1.208 (1.101-1.325) and 1.489 (1.364-1.626), respectively. Moreover, a linear dose-response relationship was found for this association (P for all < 0.001, P for nonlinearity > 0.05) and was consistent across subgroups with different pre-BMIs, maternal ages and gravidities (all P values for interactions > 0.05). Furthermore, the correlation between RC level and GDM risk was partially mediated by pre-BMI (9.20%) and blood glucose level (-11.1%).
    CONCLUSIONS: Higher maternal RC levels in the early stage of pregnancy was positively associated with an increased risk of developing GDM. This association was partially mediated by pre- BMI and blood glucose levels.
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  • 文章类型: Journal Article
    背景:先前的研究表明,体育锻炼(PA)和休闲久坐行为(LSB,包括休闲看电视)与胃食管反流病(GERD)有关。然而,PA/LSB与GERD之间的关联仍存在争议.在这项研究中,我们旨在通过双向和两步孟德尔随机化(MR)分析,揭示这些关联是否反映了因果关系,并揭示这些关联的潜在机制.
    方法:我们获得了PA/LSB的全基因组关联研究(GWAS)汇总统计,四个常见的风险因素(包括每天吸烟,每周酒精饮料,甘油三酯,总胆固醇)和GERD来自已发表的GWASs。进行双向MR分析以确定PA/LSB和GERD之间的因果关系。然后,我们进行了一系列敏感性分析,以验证结果的稳健性.最后,我们通过两步MR进行了中介分析,以调查由这些关系中的常见危险因素解释的任何影响.
    结果:在双向MR分析中,遗传预测的闲暇时间看电视每增加1-SD显着增加GERD的风险(OR=1.33;95%CI:1.14-1.56;P=2.71×10-4)。敏感性分析成功验证了因果关系的稳健性。进一步的调解分析表明,这种作用部分是由每天吸烟量增加所介导的,介导比例为18.37%(95%CI:11.94-39.79%)。
    结论:我们的发现揭示了休闲看电视与GERD风险增加之间的因果关系,特别是,因果效应部分由每天吸烟的香烟介导.这些发现可能为针对GERD的预防和管理策略提供信息。
    BACKGROUND: Previous studies have shown that physical activity (PA) and leisure sedentary behaviors (LSB, including leisure television watching) are linked to gastroesophageal reflux disease (GERD). However, the associations between PA/LSB and GERD remain controversial. In this study, we aimed to reveal whether these associations reflect causal relationships and reveal the potential mechanisms of these relationships using bidirectional and two-step Mendelian randomization (MR) analyses.
    METHODS: We obtained genome-wide association study (GWAS) summary statistics for PA/LSB, four common risk factors (including cigarettes smoked per day, alcoholic drinks per week, triglycerides, total cholesterol) and GERD from published GWASs. A bidirectional MR analysis was performed to identify causal relationships between PA/LSB and GERD. Then, a series of sensitivity analyses were performed to verify the robustness of the results. Finally, a mediation analysis via two-step MR was conducted to investigate any effects explained by common risk factors in these relationships.
    RESULTS: Genetically predicted per 1-SD increase in leisure time television watching significantly increased the risk of GERD in the bidirectional MR analysis (OR = 1.33; 95% CI: 1.14-1.56; P = 2.71 × 10- 4). Sensitivity analyses successfully verified the robustness of the causal relationship. Further mediation analysis showed that this effect was partly mediated by increasing cigarettes smoked per day, with mediated proportions of 18.37% (95% CI: 11.94-39.79%).
    CONCLUSIONS: Our findings revealed a causal relationship between leisure television watching and an increased risk of GERD, notably, the causal effect was partially mediated by cigarettes smoked per day. These findings may inform prevention and management strategies directed toward GERD.
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  • 文章类型: Journal Article
    目的:本研究探讨糖尿病在非酒精性脂肪性肝病(NAFLD)与动脉粥样硬化性心血管疾病(ASCVD)之间的中介作用。
    方法:在这项前瞻性社区队列研究中,82975名参与者被登记,主要结局是新发ASCVD的发生率。使用Cox比例风险模型,在NAFLD组和非NAFLD组之间计算ASCVD发生的风险比(HR)和95%置信区间(CI).NAFLD和糖尿病之间的相关性使用二元逻辑回归模型进行评估,在NAFLD之间,使用中介模型的糖尿病和ASCVD。
    结果:随访期间,观察到9471例ASCVD病例。与没有NAFLD的个体相比,NAFLD患者ASCVD风险增加(HR:1.424;95%CI:1.363-1.488;P<0.001).根据代谢亚型对NAFLD进行分层显示,NAFLD合并糖尿病亚组的ASCVD风险高于非NAFLD亚组(HR:1.960;95%CI:1.817-2.115;P<0.001)。NAFLD与基线糖尿病呈正相关(比值比:2.983;95%CI:2.813-3.163;P<0.001)。此外,NAFLD严重程度与糖尿病风险呈正相关。中介分析表明,糖尿病部分介导了NAFLD对ASCVD发病率的影响,占总效应的20.33%。
    结论:NAFLD是ASCVD风险增加的独立预测因子,这可能是由NAFLD患者的糖尿病轻微介导的。评估NAFLD和糖尿病可能对早期筛查和预防ASCVD至关重要。
    OBJECTIVE: This study explored the mediating effect of diabetes on the relationship between nonalcoholic fatty liver disease (NAFLD) and atherosclerotic cardiovascular disease (ASCVD).
    METHODS: In this prospective community cohort study, 82 975 participants were enrolled, with the primary outcome being the incidence of new-onset ASCVD. Using the Cox proportional hazards model, the hazard ratio (HR) and 95% confidence interval (CI) for ASCVD occurrence were computed between NAFLD and non-NAFLD groups. The correlation between NAFLD and diabetes was assessed using a binary logistic regression model, and that between NAFLD, diabetes and ASCVD using a mediation model.
    RESULTS: During follow-up, 9471 ASCVD cases were observed. Compared with individuals without NAFLD, those with NAFLD showed an increased ASCVD risk (HR: 1.424; 95% CI: 1.363-1.488; P < 0.001). Stratifying NAFLD based on metabolic subphenotypes revealed a higher ASCVD risk in the NAFLD combined with diabetes subgroup than in the non-NAFLD subgroup (HR: 1.960; 95% CI: 1.817-2.115; P < 0.001). NAFLD was positively associated with baseline diabetes (odds ratio: 2.983; 95% CI: 2.813-3.163; P < 0.001). Furthermore, NAFLD severity was positively correlated with diabetes risk. Mediation analysis indicated that diabetes partially mediated the effect of NAFLD on ASCVD incidence, accounting for 20.33% of the total effect.
    CONCLUSIONS: NAFLD is an independent predictor of increased ASCVD risk, which may be slightly mediated by diabetes in patients with NAFLD. Evaluating NAFLD and diabetes may be crucial in the early screening and prevention of ASCVD.
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  • 文章类型: Journal Article
    研究背景丙型肝炎病毒(HCV)感染是一种全身性疾病。然而,肝内和肝外疾病对介导HCV诱导死亡率的相对贡献尚不清楚,尽管资源分配对减少可预防的死亡至关重要。为此,这项研究全面量化了肝内和肝外疾病介导HCV诱导死亡率的程度.方法在台湾进行了一项以社区为基础的队列研究,随访时间>25年。通过参与者血清样本中的抗HCV抗体和HCVRNA对HCV感染进行分析。队列数据与台湾的国家健康保险研究数据库相关联,以确定潜在的中介疾病和死亡率的发生率。我们采用因果中介分析来评估与34种候选疾病发病率相关的HCV对死亡率的中介作用。结果在18,972名934名HCV感染的参与者中,我们观察到54.1%的HCV诱导死亡率是由肝内疾病介导的,比如肝硬化和肝癌,45.9%的死亡率是由肝外疾病介导的。主要的肝外介导疾病包括败血症(估计通过该疾病介导的HCV引起的死亡率比例:25.2%),肾脏疾病(16.7%),血液/免疫疾病(12.2%),胆囊疾病(9.7%),和内分泌疾病(9.6%)。在女性中,高血压(20.0%),代谢综合征(18.9%),2型糖尿病(17.0%)也介导了HCV诱导的死亡率。HCV病毒载量的剂量-反应关系进一步证明了其介导作用。结论肝内和肝外表现介导约一半的HCV诱导死亡率。介导机制由HCV病毒载量的剂量-反应关系支持。
    BackgroundHepatitis C virus (HCV) infection is a systemic disease. However, the relative contribution of intrahepatic and extrahepatic diseases to mediating HCV-induced mortality is unclear, albeit critical in resource allocation for reducing preventable deaths. To this end, this study comprehensively quantified the extent to which intrahepatic and extrahepatic diseases mediate HCV-induced mortality.MethodsA community-based cohort study with >25 years of follow-up was conducted in Taiwan. HCV infection was profiled by antibodies against HCV and HCV RNA in participants\' serum samples. The cohort data were linked to Taiwan\'s National Health Insurance Research Database to determine the incidences of potential mediating diseases and mortality. We employed causal mediation analyses to estimate the mediation effects of HCV on mortality in relation to the incidences of 34 candidate diseases.ResultsIn 18,972 participants with 934 HCV infection, we observed that 54.1% of HCV-induced mortality was mediated by intrahepatic diseases, such as liver cirrhosis and liver cancer, and 45.9% of mortality was mediated by extrahepatic diseases. The major extrahepatic mediating diseases included septicemia (estimated proportion of HCV-induced mortality mediated through the disease: 25.2%), renal disease (16.7%), blood/immune diseases (12.2%), gallbladder diseases (9.7%), and endocrine diseases (9.6%). In women, hypertension (20.0%), metabolic syndrome (18.9%), and type 2 diabetes (17.0%) also mediated HCV-induced mortality. A dose-response relationship of HCV viral load was further demonstrated for the mediation effect.ConclusionBoth intrahepatic and extrahepatic manifestations mediated approximately a half of HCV-induced mortality. The mediation mechanisms are supported by a dose-response relationship of HCV viral load.
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  • 文章类型: Journal Article
    虽然学习方法与学生的学习成绩直接相关,学习环境因素可能起到更间接的作用。本研究的目的是(I)评估学习环境因素作为学生平均考试成绩的预测因素,(ii)研究方法是否介导了学习环境因素与考试成绩之间的关联。
    三项年度调查(2017-2019年)来自总共263名挪威职业治疗学生的数据。学习环境因素通过课程体验问卷进行评估,学生的方法和学习技能清单被用来评估学习方法。进行线性回归分析和中介分析。
    较高的“学生自主性”水平与较低的平均成绩直接相关,而较高的“适当工作量”水平与较高的平均成绩相关。“明确的目标”和“适当的工作量”对成绩的总间接影响具有统计学意义;这些影响是通过研究方法变量发生的。然而,所有学习环境变量都显示出一种或多种与学业成绩的关系,这是由学习方法变量介导的。
    学习环境变量似乎与学业成绩复杂相关,直接和间接。
    UNASSIGNED: While study approaches have been directly associated with students\' academic performance, learning environment factors may play a more indirect role. The aim of this study was (i) to assess learning environment factors as predictors of students\' average exam grades, and (ii) whether study approaches mediated associations between learning environment factors and exam grades.
    UNASSIGNED: Three annual surveys (2017-2019) yielded data from a total of 263 Norwegian occupational therapy students. Learning environment factors were assessed with the Course Experience Questionnaire, and the Approaches and Study Skills Inventory for Students were used to assess study approaches. Linear regression analyses and mediation analyses were performed.
    UNASSIGNED: Higher levels of \'student autonomy\' were directly associated with lower averaged grades whereas higher levels of \'appropriate workload\' were associated with higher averaged grades. There were statistically significant total indirect effects of \'clear goals\' and \'appropriate workload\' on grades; these effects occurred through the study approach variables. However, all learning environment variables showed one or more relationships with academic performance that was mediated by study approach variables.
    UNASSIGNED: Learning environment variables appear to be complexly associated with academic performance, both directly and indirectly.
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  • 文章类型: Journal Article
    目的:本横断面研究旨在基于国家健康与营养调查(NHANES2011-2012)的数据,探讨甲基汞(MeHg)水平与潜伏性结核感染(LTBI)风险之间的关系。
    方法:共纳入5243名具有20个变量的参与者。这些变量对TB感染的重要性首先由XGBoost和随机森林方法排名。然后通过有限三次样条评估甲基汞浓度与感染风险之间的关系,阈值效应,和广义线性回归分析。我们还探讨了与MeHg水平差异相关的因素,最后进行了中介分析,以评估MeHg在LTBI中的中介作用。
    结果:521名参与者正在经历LTBI,12个变量显示感染组和非感染组之间的差异(均P<0.05)。其中,甲基汞在LTBI中具有最高的重要性。受限三次样条(RCS)显示MeHg与LTBI存在显著的非线性相关性(均P<0.05)。调整后的回归模型进一步显示了它们的独立关联(所有P<0.05),随着甲基汞浓度的升高,感染风险增加(P<0.05)。我们还发现了一个重要的转折点,当MeHg>5.75µg/L时,它们之间的关联显着(P<0.05)。此外,哮喘病史与LTBI组和非LTBI组之间MeHg水平的差异相关.中介分析发现,MeHg水平部分介导了哮喘与LTBI风险的相关性(均P<0.05)。
    结论:我们的研究确定甲基汞是LTBI风险的独立危险因素。它们的因果关系需要更多的调查来验证。
    OBJECTIVE: This cross-sectional study aimed to explore the association between methyl mercury (MeHg) level and latent tuberculosis infection (LTBI) risk based on the data from National Health and Nutrition Examination Survey (NHANES 2011-2012).
    METHODS: A total of 5243 participants with 20 variables were enrolled. The importance of these variables on TB infection was first ranked by XGBoost and Random Forest methods. Then the association between MeHg level and infection risk was evaluated by restricted cubic spline, threshold effect, and generalized linear regression analyses. We also explored the factors correlated with the difference in MeHg level and finally conducted a mediation analysis to assess the mediating effect of MeHg in LTBI.
    RESULTS: 521 participants were experiencing the LTBI, and 12 variables showed the differences between infection and non-infection groups (all P < 0.05). Of them, MeHg presented the highest importance on the LTBI. Restricted cubic spline (RCS) next revealed a significant non-linear correlation of MeHg with LTBI (all P < 0.05). Adjusted regression models further indicated their independent association (all P < 0.05), and infection risk increased with the increase of MeHg (P for trend < 0.05). We also found a significant turning point, and their association was significantly observed when MeHg > 5.75 µg/L (P < 0.05). In addition, asthma history was related to the difference in MeHg levels between LTBI and non-LTBI groups. Mediation analysis found that MeHg level partially mediated the association of asthma and LTBI risk (all P < 0.05).
    CONCLUSIONS: Our study identified MeHg as an independent risk factor for LTBI risk. Their causal relationship needs more investigation to verify.
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  • 文章类型: Journal Article
    研究肠道菌群对骨质疏松症的影响,并确定血液代谢物在此过程中的介导作用。
    这项双样本孟德尔随机化(MR)研究利用了来自全基因组关联研究(GWAS)的汇总水平数据。肠道菌群GWAS数据来自MiBio-Gen联盟荟萃分析(n=13,266),而骨质疏松汇总统计来自FinnGen联盟R9发布数据(7300例病例和358,014例对照).代谢物数据,包括1400种代谢物或代谢物比率,来自一项涉及8299名无关个体的研究。采用的主要MR方法是逆方差加权(IVW)方法。在正向MR中对与骨质疏松症相关的细菌进行反向MR分析。选择具有最小p值的肠道微生物群作为后续介导分析的最高影响因素。两步MR方法量化了血液代谢物对影响骨质疏松症的肠道微生物群的影响比例。IVW和Egger方法用于评估异质性和水平多效性。
    IVW估计表明了Christenellaceae家族对骨质疏松症的提示作用(比值比(OR)=1.292,95%置信区间(CI):1.110-1.503,P=9.198×10-4)。反向MR分析显示,骨质疏松对金莲花科没有显着因果关系(OR=0.947,95%CI:0.836-1.072,P=0.386)。3,4-二羟基丁酸酯对循环水平介导的骨质疏松症的影响比例为9.727%。在用于MR分析的工具变量中未检测到显着的异质性或水平多效性。
    这项研究建立了Christensenellaceae家族与骨质疏松症之间的因果关系,与小比例的作用介导的循环水平升高的3,4-二羟基丁酸。需要进一步的随机对照试验(RCT)来验证这一结论。
    UNASSIGNED: To investigate the impact of gut microbiota on osteoporosis and identify the mediating role of blood metabolites in this process.
    UNASSIGNED: This two-sample Mendelian randomization (MR) study utilized summary level data from genome-wide association studies (GWAS). Gut microbiota GWAS data were obtained from the MiBio-Gen consortium meta-analysis (n=13,266), while osteoporosis summary statistics were sourced from the FinnGen consortium R9 release data (7300 cases and 358,014 controls). Metabolite data, including 1400 metabolites or metabolite ratios, were derived from a study involving 8,299 unrelated individuals. The primary MR method employed was the inverse variance weighted (IVW) method. Reverse MR analysis was conducted on bacteria causally associated with osteoporosis in forward MR. The gut microbiota with the smallest p-value was selected as the top influencing factor for subsequent mediation analysis. A two-step MR approach quantified the proportion of the blood metabolite effect on gut microbiota influencing osteoporosis. IVW and Egger methods were used to assess heterogeneity and horizontal pleiotropy.
    UNASSIGNED: IVW estimates indicated a suggestive effect of family Christensenellaceae on osteoporosis (odds ratio(OR) = 1.292, 95% confidence interval(CI): 1.110-1.503, P =9.198 × 10-4). Reverse MR analysis revealed no significant causal effect of osteoporosis on family Christensenellaceae (OR = 0.947, 95% CI: 0.836-1.072, P =0.386). The proportion of the effect of family Christensenellaceae on osteoporosis mediated by circulating levels of 3,4-dihydroxybutyrate was 9.727%. No significant heterogeneity or horizontal pleiotropy was detected in the instrumental variables used for MR analysis.
    UNASSIGNED: This study establishes a causal link between family Christensenellaceae and osteoporosis, with a minor proportion of the effect mediated by elevated circulating levels of 3,4-dihydroxybutyrate. Further randomized controlled trials (RCTs) are warranted to validate this conclusion.
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