multivariable Mendelian randomization

  • 文章类型: Journal Article
    目的:打鼾之间的关联,一个非常常见的情况,随着年龄的增长,痴呆症的风险是有争议的。我们的目的是调查打鼾和痴呆之间的观察和因果关系,并阐明体重指数(BMI)的作用。
    方法:使用来自基线时无痴呆的451,250名参与者的数据,我们使用Cox比例风险模型检验了自我报告的打鼾与偶发痴呆之间的关联.使用双向双样本孟德尔随机(MR)分析检查打鼾与阿尔茨海默病(AD)之间的因果关系。
    结果:在13.6年的中位随访期间,8325人患上了痴呆症。打鼾与全因痴呆(风险比[HR]0.93;95%置信区间[CI]0.89至0.98)和AD(HR0.91;95%CI0.84至0.97)的风险较低相关。在调整BMI后,关联略有减弱,在老年人身上更强壮,APOEε4等位基因携带者,在较短的随访期间。MR分析表明打鼾对AD没有因果关系,然而,AD的遗传倾向与打鼾的风险较低相关.多变量MR表明AD对打鼾的影响主要由BMI驱动。
    结论:打鼾和降低痴呆风险之间的表型关联可能源于反向因果关系,与AD的遗传易感性与减少打鼾有关。这可能是由前驱AD的体重减轻引起的。应更多地注意减少老年人的打鼾和体重减轻,作为痴呆风险的潜在早期指标。
    OBJECTIVE: The association between snoring, a very common condition that increases with age, and dementia risk is controversial. We aimed to investigate the observational and causal relationship between snoring and dementia, and to elucidate the role of body mass index (BMI).
    METHODS: Using data from 451,250 participants who were dementia-free at baseline, we examined the association between self-reported snoring and incident dementia using Cox proportional-hazards models. Causal relationship between snoring and Alzheimer\'s disease (AD) was examined using bidirectional two-sample Mendelian randomization (MR) analysis.
    RESULTS: During a median follow-up of 13.6 years, 8,325 individuals developed dementia. Snoring was associated with a lower risk of all-cause dementia (hazard ratio [HR] 0.93; 95% confidence interval [CI] 0.89 to 0.98) and AD (HR 0.91; 95% CI 0.84 to 0.97). The association was slightly attenuated after adjusting for BMI, and was stronger in older individuals, APOE ε4 allele carriers, and during shorter follow-up periods. MR analyses suggested no causal effect of snoring on AD, however, genetic liability to AD was associated with a lower risk of snoring. Multivariable MR indicated that the effect of AD on snoring was primarily driven by BMI.
    CONCLUSIONS: The phenotypic association between snoring and lower dementia risk likely stems from reverse causation, with genetic predisposition to AD associated with reduced snoring. This may be driven by weight loss in prodromal AD. Increased attention should be paid to reduced snoring and weight loss in older adults as potential early indicators of dementia risk.
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  • 文章类型: Journal Article
    观察性研究调查了偏头痛对阿尔茨海默病(AD)的影响。然而,这些发现受到混杂因素和反向因果关系的限制,导致矛盾的结果。
    我们利用单变量孟德尔随机化(UVMR)来探索偏头痛(13,971例/470,627例对照)与AD风险之间的联系(Bellenguez等人。,39,106例/46,828例控制;FinnGen,111,471例/111,471例对照)。进行Meta分析进行综合综合。采用多变量孟德尔随机化(MVMR),我们创建了包含偏头痛和35个潜在AD危险因素的模型,在考虑这些因素的情况下,检查偏头痛对AD发病风险的独立影响。
    逆方差加权MR结果的荟萃分析,结合来自Bellenguez等人的数据。(优势比(OR)[95%置信区间(CI)]:1.5717[1.1868-2.0814],p=0.0016)和FinnGen(OR[95%CI]:1.2904[0.5419-3.0730],p=0.5646),提供了遗传预测的偏头痛与AD发生风险升高之间因果关系的证据(OR[95%CI]:1.54[1.18,2.00],p<0.01)。调整舒张压后(OR[95%CI]:1.4120[0.8487-2.3493],p=0.1840)和肿瘤坏死因子α(OR[95%CI]:1.2411[0.8352-1.8443],p=0.2852),在偏头痛和AD风险之间没有发现明显的关联.
    这项研究提供了令人信服的证据,表明遗传预测的偏头痛与AD风险升高之间存在显着相关性。
    UNASSIGNED: The observational studies investigated the impact of migraine on Alzheimer\'s Disease (AD). However, these findings were limited by confounding factors and reverse causation, leading to contradictory results.
    UNASSIGNED: We utilized Univariable Mendelian Randomization (UVMR) to explore the link between migraine (13,971 cases/470,627 controls) and AD risk (Bellenguez et al., 39,106 cases/46,828 controls; FinnGen, 111,471 cases/111,471 controls). Meta-analysis was performed for comprehensive synthesis. Employing Multivariable Mendelian Randomization (MVMR), we created models incorporating migraine and 35 potential AD risk factors, examining migraine\'s independent impact on AD onset risk under considering these factors.
    UNASSIGNED: The meta-analysis of inverse variance weighted MR results, combining data from Bellenguez et al. (odds ratio (OR) [95% confidence interval (CI)]: 1.5717 [1.1868-2.0814], p = 0.0016) and FinnGen (OR [95% CI]: 1.2904 [0.5419-3.0730], p = 0.5646), provided evidence for a causal relationship between genetically predicted migraine and the heightened risk of AD occurrence (OR [95% CI]: 1.54 [1.18, 2.00], p < 0.01). After adjusting for Diastolic blood pressure (OR [95% CI]: 1.4120 [0.8487-2.3493], p = 0.1840) and Tumor necrosis factor alpha (OR [95% CI]: 1.2411 [0.8352-1.8443], p = 0.2852), no discernible association was detected between migraine and the risk of AD.
    UNASSIGNED: This study offers compelling evidence indicating a significant correlation between genetically predicted migraine and an elevated risk of AD.
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  • 文章类型: Journal Article
    心血管疾病(CVD)是全球主要的死亡原因,他汀类药物治疗是动脉粥样硬化性心血管疾病的基石。然而,临床实践不令人满意,并且对残余心血管事件的风险非常感兴趣。传统的研究方法很难排除混杂因素的串扰,我们使用双样本孟德尔随机化(MR)和多变量孟德尔随机化(MVMR)方法研究了ApoB/ApoA1比值对CVD的影响。
    使用来自ApoB/ApoA1比率(BAR)的全基因组关联研究(GWAS)的汇总统计数据进行了两个样本MR和MVMR分析,脂蛋白(a)(Lp(a)),和甘油三酯(TG)在欧洲人中评估BAR之间的因果关系,Lp(a),和TG与冠状动脉疾病(CAD)。
    在双样本MR分析中,BAR的遗传预测与CAD显着相关(逆方差加权(IVW)β=0.255;OR=1.291;95%CI=1.061-1.571;P=0.011)。MVMR研究显示BAR(β=0.373;OR=1.452;95%CI=1.305-1.615;P=7.217e-12),Lp(a)(β=0.238;OR=1.269;95%CI=1.216-1.323;P=2.990e-28),TG(β=0.155;OR=1.168;95%CI=1.074-1.270;P=2.829e-04)与CAD显著相关。在对LASSO回归进行进一步的共线性分析后,IVW的多变量分析结果相似,MR-Egger,拉索先生,和中位数方法。
    BAR与冠状动脉疾病有因果关系。BAR是CAD风险的独立预测因子,独立于常规血脂测量和其他危险因素。TG和Lp(a)可能与CAD有因果关系,在临床实践中进行验证。
    UNASSIGNED: Cardiovascular disease (CVD) is the leading cause of death worldwide, and statin therapy is the cornerstone of atherosclerotic cardiovascular disease. However, clinical practice is unsatisfactory, and there is significant interest in the risk of residual cardiovascular events. Traditional study methods make it difficult to exclude the crosstalk of confounding factors, and we investigated the impact of the ApoB/ApoA1 ratio on CVD using two-sample Mendelian randomization (MR) and multivariate Mendelian randomization (MVMR) methods.
    UNASSIGNED: Two-sample MR and MVMR analyses were performed using pooled statistics from genome-wide association studies (GWAS) of ApoB/ApoA1 ratio (BAR), lipoprotein (a) (Lp(a)), and triglyceride (TG) in Europeans to assess the causal relationship between BAR, Lp(a), and TG with coronary artery disease (CAD).
    UNASSIGNED: The genetic prediction of BAR was significantly correlated with CAD (Inverse variance weighted (IVW) beta = 0.255; OR = 1.291; 95 % CI = 1.061-1.571; P = 0.011) in a two-sample MR analysis. MVMR studies showed that BAR (beta = 0.373; OR = 1.452; 95 % CI = 1.305-1.615; P = 7.217e-12), Lp (a) (beta = 0.238; OR = 1.269; 95 % CI = 1.216-1.323; P = 2.990e-28), and TG (beta = 0.155; OR = 1.168; 95 % CI = 1.074-1.270; P = 2.829e-04) were significantly associated with CAD. After further colinearity analyses of LASSO regressions, the results of multivariate analyses were similar for IVW, MR-Egger, MR-Lasso, and median methods.
    UNASSIGNED: BAR is causally related to coronary artery disease. BAR is an independent predictor of CAD risk, independent of routine lipid measurements and other risk factors. TG and Lp(a) may be causally related to CAD, subject to verification in clinical practice.
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  • 文章类型: Journal Article
    强直性脊柱炎(AS)是一种自身免疫性疾病,影响数百万人。免疫细胞已被认为在AS的发病机理中起着至关重要的作用。然而,他们的关系还没有得到充分的探索。
    我们选择采用孟德尔随机化(MR)来研究免疫细胞与AS之间的潜在相关性。我们从最新的全基因组关联研究(GWAS)中获取了免疫细胞的数据。我们从FinnGen联盟获得了AS的数据。我们全面的单变量MR分析涵盖了731个免疫细胞,以探讨其与AS的潜在因果关系。主要分析方法为逆方差加权(IVW)。此外,我们使用Cochran的Q检验和MR-Egger截距检验来评估多效性和异质性的存在。我们使用留一法检验了我们的结果是否会受到单个单核苷酸多态性(SNP)的影响。我们进行了双向MR以研究反向关系。我们还应用多变量MR来降低免疫细胞之间的潜在影响。
    总的来说,我们的单变量MR分析显示8个与AS相关的免疫细胞.其中,四种免疫细胞增加了AS的风险,而四种免疫细胞被鉴定为AS的保护因子。然而,Bonferroni检验仅证实了一个危险因素和一个保护因素,其显著性水平为p<6.84E-05。效应记忆CD8+T细胞上的CD8可增加AS的风险(p:1.2302E-05,OR:2.9871,95CI:1.8289-4.8786)。CD33dimHLADR+CD11b+可以降低AS的风险(p:1.2301E-06,OR:0.5446,95CI:0.4260-0.6962)。我们还利用双向MR鉴定了CD39激活的CD4调节性T细胞上的CD4与AS之间的双向关系。为了解决免疫细胞之间潜在的混杂问题,我们采用了多变量MR分析,这表明只有一个免疫细胞对AS有独立的作用。CD33dimHLADR+CD11b+可以降低AS的风险(p:2.113E-06,OR:0.0.5323,95CI:0.4210-0.6983)。我们的研究结果始终稳定可靠。
    我们的研究结果表明,免疫细胞和AS之间存在潜在的联系,这可以为未来的研究提供新的思路。然而,具体的基础机制需要进一步探索。
    UNASSIGNED: Ankylosing spondylitis (AS) is an autoimmune disease that affects millions of individuals. Immune cells have been recognized as having a crucial role in the pathogenesis of AS. However, their relationship has not been fully explored.
    UNASSIGNED: We chose to employ Mendelian randomization (MR) to investigate the potential correlation between immune cells and AS. We sourced the data on immune cells from the latest genome-wide association studies (GWASs). We obtained data on AS from the FinnGen consortium. Our comprehensive univariable MR analysis covered 731 immune cells to explore its potential causal relationship with AS. The primary analysis method was inverse-variance weighted (IVW). Additionally, we used Cochran\'s Q test and the MR-Egger intercept test to assess the presence of pleiotropy and heterogeneity. We examined whether our results could be influenced by individual single-nucleotide polymorphisms (SNPs) using the leave-one-out test. We conducted a bidirectional MR to investigate the reverse relationship. We also applied multivariable MR to decrease the potential influence between the immune cells.
    UNASSIGNED: Overall, our univariable MR analysis revealed eight immune cells associated with AS. Among these, four immune cells contributed to an increased risk of AS, while four immune cells were identified as protective factors for AS. However, the Bonferroni test confirmed only one risk factor and one protective factor with a significance level of p < 6.84E-05. CD8 on effector memory CD8+ T cell could increase the risk of AS (p: 1.2302E-05, OR: 2.9871, 95%CI: 1.8289-4.8786). HLA DR on CD33dim HLA DR+ CD11b+ could decrease the risk of AS (p: 1.2301E-06, OR: 0.5446, 95%CI: 0.4260-0.6962). We also identified a bidirectional relationship between CD4 on CD39+ activated CD4 regulatory T cells and AS utilizing the bidirectional MR. To address potential confounding among immune cells, we employed multivariable MR analysis, which revealed that only one immune cell had an independent effect on AS. HLA DR on CD33dim HLA DR+ CD11b+ could decrease the risk of AS (p: 2.113E-06, OR: 0.0.5423, 95%CI: 0.4210-0.6983). Our findings were consistently stable and reliable.
    UNASSIGNED: Our findings indicated a potential link between immune cells and AS, which could provide a new idea for future research. Nevertheless, the specific underlying mechanisms require further exploration.
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  • 文章类型: Journal Article
    尽管血清铁状态和肌肉减少症密切相关,建立两者之间因果关系的全面证据仍然不足。本研究的目的是采用孟德尔随机化技术来阐明血清铁状态与肌肉减少症之间的关系。我们进行了双向孟德尔随机化(MR)分析,以研究铁状态与肌肉减少症之间的潜在因果关系。使用逆方差加权(IVW)进行MR分析,MR-Egger,和加权中位数方法。此外,进行敏感性分析以验证因果关联结果的可靠性.然后,我们收集了SNP组合作为铁状态的整合代表,以基于IVWMVMR模型进行MVMR分析.基于IVW方法的UVMR分析确定了铁蛋白对四肢瘦肉质量的因果关系(ALM,β=-0.051,95%CI-0.072,-0.031,p=7.325×10-07)。敏感性分析在四种铁状态对肌肉减少症相关性状的影响估计中,未通过外围SNP检测到多效性或结果波动。调整PA后,分析仍然显示,每个标准差较高的基因预测铁蛋白与较低的ALM相关(β=-0.054,95%CI-0.092,-0.015,p=0.006).Further,MVMR分析确定了铁蛋白(β=-0.068,95%CI-0.12,-0.017,p=9.658×10-03)在铁状态与ALM的关联中的主要作用。我们的研究揭示了血清铁状态和肌肉减少症之间的因果关系,铁蛋白在这种关系中起着关键作用。这些发现有助于我们理解铁代谢与肌肉健康之间复杂的相互作用。
    Although serum iron status and sarcopenia are closely linked, the presence of comprehensive evidence to establish a causal relationship between them remains insufficient. The objective of this study is to employ Mendelian randomization techniques to clarify the association between serum iron status and sarcopenia. We conducted a bi-directional Mendelian randomization (MR) analysis to investigate the potential causal relationship between iron status and sarcopenia. MR analyses were performed using inverse variance weighted (IVW), MR-Egger, and weighted median methods. Additionally, sensitivity analyses were conducted to verify the reliability of the causal association results. Then, we harvested a combination of SNPs as an integrated proxy for iron status to perform a MVMR analysis based on IVW MVMR model. UVMR analyses based on IVW method identified causal effect of ferritin on appendicular lean mass (ALM, β = - 0.051, 95% CI - 0.072, - 0.031, p = 7.325 × 10-07). Sensitivity analyses did not detect pleiotropic effects or result fluctuation by outlying SNPs in the effect estimates of four iron status on sarcopenia-related traits. After adjusting for PA, the analysis still revealed that each standard deviation higher genetically predicted ferritin was associated with lower ALM (β = - 0.054, 95% CI - 0.092, - 0.015, p = 0.006). Further, MVMR analyses determined a predominant role of ferritin (β = - 0.068, 95% CI - 0.12, - 0.017, p = 9.658 × 10-03) in the associations of iron status with ALM. Our study revealed a causal association between serum iron status and sarcopenia, with ferritin playing a key role in this relationship. These findings contribute to our understanding of the complex interplay between iron metabolism and muscle health.
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  • 文章类型: Journal Article
    孟德尔随机化(MR)是一种工具变量方法,用于推断暴露和结果之间的因果关系,由于其能够处理来自全基因组关联研究(GWAS)的摘要统计信息,因此变得越来越受欢迎。然而,现有的MR方法通常会受到弱工具变量的影响,水平多效性和样品重叠。我们引入MRBEE(使用偏置校正估计方程的MR),一种多变量MR方法,能够同时消除弱仪器和样本重叠偏差并识别水平多效性。我们广泛的模拟和实际数据分析表明,MRBEE提供了几乎无偏的因果效应估计,控制良好的I型错误率和比相对可靠的方法更高的功率,并且在计算上高效。我们的实际数据分析得出一致的因果效应估计,并为进行多变量MR研究提供有价值的指导。阐明多效性的作用,并识别出先前与近视相关的总共42个水平多效性位点,精神分裂症,和冠状动脉疾病。
    Mendelian randomization (MR) is an instrumental variable approach used to infer causal relationships between exposures and outcomes, which is becoming increasingly popular because of its ability to handle summary statistics from genome-wide association studies. However, existing MR approaches often suffer the bias from weak instrumental variables, horizontal pleiotropy and sample overlap. We introduce MRBEE (MR using bias-corrected estimating equation), a multivariable MR method capable of simultaneously removing weak instrument and sample overlap bias and identifying horizontal pleiotropy. Our extensive simulations and real data analyses reveal that MRBEE provides nearly unbiased estimates of causal effects, well-controlled type I error rates and higher power than comparably robust methods and is computationally efficient. Our real data analyses result in consistent causal effect estimates and offer valuable guidance for conducting multivariable MR studies, elucidating the roles of pleiotropy, and identifying total 42 horizontal pleiotropic loci missed previously that are associated with myopia, schizophrenia, and coronary artery disease.
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  • 文章类型: Journal Article
    大量证据表明精神疾病与慢性心力衰竭之间存在关联。然而,需要进一步的研究来确认这些精神疾病和慢性心力衰竭之间的因果关系.为了解决这个问题,我们使用孟德尔随机双样本(MR)评估了5种精神疾病对慢性心力衰竭的潜在影响.
    我们选择了与慢性心力衰竭和五种精神疾病(注意缺陷多动障碍(ADHD),自闭症谱系障碍(ASD)严重抑郁,双相情感障碍和精神分裂症(SCZ))。单变量(UVMR)和多变量双样本孟德尔随机化(MVMR)用于评估这些条件之间的因果关系。控制吸烟和饮酒对多变量MR的中介作用。方差逆加权(IVW)和Wald比率估计方法是估计潜在因果效应的主要分析方法。还进行了MR-Egger和加权中位数分析以验证结果。敏感性分析包括漏斗图,leave-one-out,和MR-Egger拦截测试。此外,通过危险因素分析调查了潜在的介质.
    遗传预测的心力衰竭与ADHD显着相关(比值比(OR),1.12;95%CI,1.04-1.20;p=0.001),ASD(或,1.29;95%CI,1.07-1.56;p=0.008),双相情感障碍(或,0.89;95%CI,0.83-0.96;p=0.001),重度抑郁症(或,1.15;95%CI,1.03-1.29;p=0.015),SCZ(或,1.04;95%CI,1.00-1.07;p=0.024)。心力衰竭的几个危险因素与上述因果关系有关。包括吸烟和饮酒。
    我们的研究证明了多动症,ASD,SCZ和重度抑郁症可能与心力衰竭风险增加有因果关系。相比之下,双相情感障碍与心力衰竭风险降低有关,这可能是由吸烟和饮酒引起的。因此,心力衰竭的预防策略也应纳入心理健康考虑,反之亦然。
    Substantial evidence suggests an association between psychiatric disorders and chronic heart failure. However, further investigation is needed to confirm the causal relationship between these psychiatric disorders and chronic heart failure. To address this, we evaluated the potential effects of five psychiatric disorders on chronic heart failure using two-sample Mendelian Randomization (MR).
    We selected single nucleotide polymorphisms (SNPs) associated with chronic heart failure and five psychiatric disorders (Attention-Deficit Hyperactivity Disorder (ADHD), Autism Spectrum Disorder (ASD), Major Depression, Bipolar Disorder and Schizophrenia (SCZ)). Univariable (UVMR) and multivariable two-sample Mendelian Randomization (MVMR) were employed to assess causality between these conditions. Ever smoked and alcohol consumption were controlled for mediating effects in the multivariable MR. The inverse variance weighting (IVW) and Wald ratio estimator methods served as the primary analytical methods for estimating potential causal effects. MR-Egger and weighted median analyses were also conducted to validate the results. Sensitivity analyses included the funnel plot, leave-one-out, and MR-Egger intercept tests. Additionally, potential mediators were investigated through risk factor analyses.
    Genetically predicted heart failure was significantly associated with ADHD (odds ratio (OR), 1.12; 95% CI, 1.04-1.20; p = 0.001), ASD (OR, 1.29; 95% CI, 1.07-1.56; p = 0.008), bipolar disorder (OR, 0.89; 95% CI, 0.83-0.96; p = 0.001), major depression (OR, 1.15; 95% CI, 1.03-1.29; p = 0.015), SCZ (OR, 1.04; 95% CI, 1.00-1.07; p = 0.024). Several risk factors for heart failure are implicated in the above cause-and-effect relationship, including ever smoked and alcohol consumption.
    Our study demonstrated ADHD, ASD, SCZ and major depression may have a causal relationship with an increased risk of heart failure. In contrast, bipolar disorder was associated with a reduced risk of heart failure, which could potentially be mediated by ever smoked and alcohol consumption. Therefore, prevention strategies for heart failure should also incorporate mental health considerations, and vice versa.
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  • 文章类型: Journal Article
    椎间盘退变(IVDD)是慢性下腰痛的主要原因,每年影响数百万人。目前关于椎间盘退变的研究越来越重视免疫系统在这一过程中的作用。然而,免疫力与椎间盘退变之间的确切关系仍有待完全阐明。
    我们从最新的汇总级GWAS获得了免疫细胞的GWAS数据,包括来自撒丁岛的6,620人和来自五个全球人口的746,667人。IVDD的摘要结果来自FinnGen财团,包括20,001例病例和164,682例对照。我们进行了全面的单变量孟德尔随机化(MR)分析,以探索免疫细胞与IVDD之间的潜在因果关系。使用逆方差加权(IVW)进行初步估计。为了确保鲁棒性,我们采用了额外的MR方法,如MR-Egger,加权中位数,加权模式,和简单的模式。采用各种测试来评估多效性和异质性,包括CochranQ测试,漏检,MR-Egger截距分析和MR-PRESSO检验。为了解释免疫细胞中潜在的混杂因素,我们进行了多变量MR分析.最后,我们通过双向MR研究了免疫细胞与IVDD之间反向关联的可能性.
    总共,我们的研究通过单变量MR鉴定了15个与IVDD显著相关的免疫细胞。其中,9种免疫细胞类型被认为是IVDD的潜在贡献者,而6人被发现有保护作用。重要的是,我们没有观察到异质性或多效性的证据,这标志着我们结果的稳健性。为了减轻免疫细胞之间的混杂,我们利用多变量MR,导致发现只有9种免疫细胞类型对IVDD产生独立影响。这些包括7个危险因素和2个保护因素。此外,我们的分析显示CD39+CD4+T细胞%CD4+T细胞与IVDD之间存在双向因果关系.
    我们的研究结果表明,免疫细胞与IVDD风险之间存在联系,阐明调节IVDD个体免疫细胞功能的潜在治疗途径。然而,具体的潜在机制值得在未来的实验中进一步研究。
    Intervertebral disc degeneration (IVDD) is a prominent contributor to chronic low back pain, impacting millions of individuals annually. Current research on disc degeneration is placing a growing emphasis on the role of the immune system in this process. Nevertheless, the precise relationship between immunity and disc degeneration remains to be fully elucidated.
    We obtained GWAS data for immune cells from the latest summary-level GWAS, including 6,620 individuals from Sardinian and 746,667 individuals from five global populations. Summary results for IVDD were sourced from the FinnGen consortium, comprising 20,001 cases and 164,682 controls. We conducted a comprehensive univariable Mendelian randomization (MR) analysis to explore the potential causal relationship between immune cells and IVDD. Primary estimation was carried out using Inverse-Variance Weighting (IVW). To ensure robustness, we employed additional MR methods such as MR-Egger, Weighted Median, Weighted Mode, and Simple Mode. Various tests were employed to assess pleiotropy and heterogeneity, including the Cochran Q test, leave-one-out test, MR-Egger intercept analysis and MR-PRESSO test. To account for potential confounding factors among the immune cells, we conducted a multivariable MR analysis. Finally, we investigated the possibility of a reverse association between immune cells and IVDD through bidirectional MR.
    In total, our study identified 15 immune cells significantly associated with IVDD through univariable MR. Among these, 9 immune cell types were indicated as potential contributors to IVDD, while 6 were found to have protective effects. Importantly, we observed no evidence of heterogeneity or pleiotropy, signifying the robustness of our results. To mitigate confounding among immune cells, we utilized multivariable MR, leading to the discovery that only 9 immune cell types exerted independent effects on IVDD. These encompassed 7 as risk factors and 2 as protective factors. Additionally, our analysis revealed a bidirectional causal relationship between CD39+ CD4+ T cell %CD4+ T cell and IVDD.
    Our findings suggest a connection between immune cells and the risk of IVDD, shedding light on potential therapeutic avenues for modulating immune cell function in individuals with IVDD. However, the specific underlying mechanisms warrant further investigation in future experiments.
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  • 文章类型: Journal Article
    目的:慢性鼻-鼻窦炎(CRS)与胃食管反流(GERD)相关。然而,因果关系是有争议的。我们进行了两个样本的孟德尔随机化(MR)分析,以探索这种潜在的关联。
    方法:基于全基因组关联研究(GWAS),进行了单变量MR以探讨GERD与CRS的因果关系.使用与抗GERD治疗相关的仪器变量(IVs)作为验证手段。使用逆方差加权(IVW)方法确定主要MR结局,辅以多重敏感性分析。随后,进行了多变量MR来解释潜在的混杂变量,从而确定GERD对CRS的直接影响。最后,我们进行了网络MR分析,以阐明哮喘在GERD和CRS之间的关系中的中介作用.
    结果:单变量MR显示GERD与CRS风险升高之间存在关联(IVWOR=1.30,95%CI=1.18-1.45,p=4.19×10-7)。使用奥美拉唑与CRS风险降低相关(IVWOR=0.64,95%CI=0.42-0.98,p=0.039)。GERD和CRS之间的因果关系在调整了潜在的混杂因素后仍然存在,例如吸烟特征,身体质量指数,哮喘,过敏性鼻炎,在多变量MR分析中。此外,GERD对哮喘介导的CRS的因果效应比例为19.65%(95%CI=2.69%-36.62%).
    结论:GERD与CRS风险增加独立相关。哮喘在GERD和CRS之间的中介作用也揭示了GERD是统一气道疾病的潜在机制之一。
    方法:3喉镜,2024.
    OBJECTIVE: Chronic rhinosinusitis (CRS) is associated with gastroesophageal reflux (GERD). However, the causal relationship is controversial. We conducted a two-sample Mendelian Randomization (MR) analysis to explore this potential association.
    METHODS: Based on genome-wide association studies (GWAS), a univariable MR was performed to explore the causal relationship of GERD with CRS. Instrumental variables (IVs) pertinent to anti-GERD treatment were employed as a means of validation. The primary MR outcome was established using an inverse variance weighted (IVW) method, supplemented by multiple sensitivity analyses. Subsequently, a multivariable MR was conducted to account for potential confounding variables, thereby ascertaining a direct effect of GERD on CRS. Finally, a network MR analysis was carried out to elucidate the mediating role of asthma in the relationship between GERD and CRS.
    RESULTS: The univariable MR demonstrated an association between GERD and an elevated risk of CRS (IVW OR = 1.30, 95% CI = 1.18-1.45, p = 4.19 × 10-7). Omeprazole usage was associated with a reduction in CRS risk (IVW OR = 0.64, 95% CI = 0.42-0.98, p = 0.039). The causal relationship between GERD and CRS remained after adjusting for potential confounders, such as smoking characteristics, body mass index, asthma, allergic rhinitis, in the multivariable MR analysis. Besides, the proportion of the causal effect of GERD on CRS mediated by asthma was 19.65% (95% CI = 2.69%-36.62%).
    CONCLUSIONS: GERD was independently associated with an increased risk of CRS. The mediating role of asthma between GERD and CRS also reveals that GERD is one of the mechanisms underlying unified airway disease.
    METHODS: 3 Laryngoscope, 134:3086-3092, 2024.
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  • 文章类型: Journal Article
    目的:针对关于血脂与失眠风险之间关联的观察性研究的争议,这项研究的目的是分析血脂谱,包括甘油三酯(TG),载脂蛋白A-1(ApoA-1),载脂蛋白B(ApoB)和脂蛋白A(LPA),在欧洲人群中进一步评估这些脂质类型与失眠之间的因果关系。
    方法:本研究基于全基因组关联研究(GWAS)衍生的公共数据集,使用双样本和多变量孟德尔随机化(MVMR)分析,探索了血脂谱对失眠的因果效应。主要的MR分析使用逆方差加权(IVW)优势比(OR),敏感性分析包括加权中位数(WM)和MR-Egger。
    结果:MR和MVMR均显示降低ApoA-1和LPA水平对失眠风险有因果关系[MR:每10单位,ApoA-1:OR:0.7546,95%CI:0.6075-0.9372,P=0.011;LPA:OR:0.8392,95%CI:0.7202-0.9778,P=0.025;MVMR:每10个单位,ApoA-1:OR:0.7600,95%CI:0.6362-0.9079,P=0.002;LPA,OR:0.903,95%CI:0.8283-0.9845,P=0.021]。TG和ApoB对失眠无因果关系(均P>0.05)。MR-Egger截距测试,漏斗图,IVW方法都表明没有很强的方向性多效性,留一法排列分析未检测到任何对结果有重大影响的单核苷酸多态性.
    结论:ApoA-1和LPA水平升高与失眠的风险存在独立和因果关系,提示ApoA-1和LPA水平升高可能有助于降低失眠风险.
    In response to the controversy surrounding observational studies of the association between lipid profiles and the risk of insomnia, the aim of this study was to analyze lipid profiles, including triglycerides (TG), apolipoprotein A-1 (ApoA-1), apolipoprotein B (ApoB) and lipoprotein A (LPA), in a European population to further assess the causal relationship between these lipid types and insomnia.
    This study explores the causal effect of lipid profiles on insomnia based on a genome-wide association study (GWAS)-derived public dataset using two-sample and multivariate Mendelian randomization (MVMR) analysis. The main MR analyses used inverse variance weighting (IVW) odds ratio (OR), and the sensitivity analyses included weighted median (WM) and MR‒Egger.
    Both MR and MVMR showed that lowering ApoA-1 and LPA levels had causal effects on the risk of insomnia [MR: per 10 units, ApoA-1: OR: 0.7546, 95% CI: 0.6075-0.9372, P = 0.011; LPA: OR: 0.8392, 95% CI: 0.7202-0.9778, P = 0.025; MVMR: per 10 units, ApoA-1: OR: 0.7600, 95% CI: 0.6362-0.9079, P = 0.002; LPA, OR: 0.903, 95% CI: 0.8283-0.9845, P = 0.021]. There were no causal effects of TG or ApoB on insomnia (all P > 0.05). The MR‒Egger intercept test, funnel plot, and IVW methods all suggested an absence of strong directional pleiotropy, and leave-one-out permutation analysis did not detect any single single-nucleotide polymorphism that had a strong influence on the results.
    Elevated levels of ApoA-1 and LPA were independently and causally associated with the risk of insomnia, suggesting that elevated ApoA-1 and LPA levels may contribute to a reduced risk of insomnia.
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