univariable Mendelian randomization

  • 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
    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
    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:过量使用大麻可能导致教育程度降低。然而,这种关联可能是由于混杂因素和反向因果关系。我们测试了大麻使用障碍(CUD)或终身大麻使用(LCU)与教育程度之间的潜在因果关系。
    方法:进行双向双样本孟德尔随机化(MR)研究。我们的主要方法是逆方差加权(IVW)MR,进行了一系列的敏感性分析。进行了多变量MR(MVMR)以评估与智力无关的任何直接影响,开始吸烟或注意缺陷多动障碍(ADHD)。
    方法:欧洲血统个体。全基因组关联研究的样本量范围为55374至632802名参与者。
    方法:CUD的遗传变异,LCU或教育程度。
    结果:使用单变量MR,我们发现了CUD遗传责任对较低教育程度的潜在因果影响的证据[MR,95%置信区间(CI)逆方差加权(IVW)=-1.2个月(-1.9个月,-0.5个月);P=0.0008]。然而,我们没有发现LCU遗传责任对教育程度有影响的证据[MR,95%CIIVW=0.5个月(-1.5个月,2.6个月),P=0.6032]。反向分析表明,对较高的教育程度的遗传责任对较低的CUD风险有潜在的因果关系[优势比(OR),95%CIIVW=0.39(0.29,0.52),P=1.69×10-10]。我们还发现了从遗传责任到更高的教育程度到更高的LCU风险的潜在因果效应的证据[OR,95%CIIVW=1.35(1.11,1.66),P=0.0033]。
    结论:大麻使用障碍的遗传责任可能导致较低的教育程度。对更高学历的遗传责任也可能导致更高的终生大麻使用风险和更低的大麻使用障碍风险。然而,大麻使用障碍和受教育程度之间的双向影响可能是由于共同的风险因素(例如注意力缺陷多动障碍).
    Excessive cannabis use may lead to lower educational attainment. However, this association may be due to confounders and reverse causality. We tested the potential causal relationship between cannabis use disorder (CUD) or life-time cannabis use (LCU) and educational attainment.
    Bidirectional two-sample Mendelian randomization (MR) study was conducted. Our primary method was inverse-variance weighted (IVW) MR, with a series of sensitivity analyses. Multivariable MR (MVMR) was performed to estimate any direct effect independent of intelligence, smoking initiation or attention deficit hyperactivity disorder (ADHD).
    European ancestry individuals. The sample sizes of the genome-wide association study ranged from 55 374 to 632 802 participants.
    Genetic variants of CUD, LCU or educational attainment.
    Using univariable MR, we found evidence of a potential causal effect of genetic liability to CUD on a lower educational attainment [MR, 95% confidence interval (CI)inverse variance weighted (IVW)  = -1.2 month (-1.9 month, -0.5 month); P = 0.0008]. However, we found no evidence of an effect of genetic liability to LCU on educational attainment [MR, 95% CIIVW  = 0.5 month (-1.5 month, 2.6 month), P = 0.6032]. Reverse direction analysis suggested that genetic liability to higher educational attainment had a potential causal effect on lower risk of CUD [odds ratio (OR), 95% CIIVW  = 0.39 (0.29, 0.52), P = 1.69 × 10-10 ]. We also found evidence of potential causal effect from genetic liability to higher educational attainment to higher risk of LCU [OR, 95% CIIVW  = 1.35 (1.11, 1.66), P = 0.0033].
    Genetic liability to cannabis use disorder may lead to lower educational attainment. Genetic liability to higher educational attainment may also lead to higher life-time cannabis use risk and lower cannabis use disorder risk. However, the bidirectional effect between cannabis use disorder and educational attainment may be due to shared risk factors (e.g. attention-deficit hyperactivity disorder).
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