causal mediation analysis

  • 文章类型: Journal Article
    甲状腺激素显著影响心血管病理生理学,然而,它们在急性主动脉夹层(AAD)中的预后作用仍未得到充分探讨.这项研究评估了甲状腺激素水平在AAD中的预后价值。重点研究肾功能与凝血功能的中介作用。
    我们在这项回顾性队列研究中纳入了964例AAD患者。利用逻辑回归,受限三次样条,和因果调解分析,我们调查了甲状腺激素与院内死亡率和主要不良心血管事件(MACE)之间的关系.
    在AAD患者中,FT4水平增加1个标准差与MACE风险增加31.9%(OR1.319;95%CI1.098~1.584)和住院死亡率增加36.1%(OR1.361;95%CI1.095~1.690)相关.相反,较高的FT3/FT4比值与MACE风险降低20.2%相关(OR0.798;95%CI0.637-0.999).这种相关性在A型AAD中具有统计学意义,而在B型AAD中没有统计学意义。关键的肾脏和凝血生物标志物,包括血尿素氮,肌酐,胱抑素C,凝血酶原时间比率,凝血酶原时间,和凝血酶原时间国际标准化比率,被确定为甲状腺激素和MACEs相互作用的重要介质。FT3/FT4比值主要通过调节肾功能和凝血功能发挥其预后影响,而FT4水平主要通过对凝血的部分调解作用影响结局。
    FT4水平和FT3/FT4比值是AAD患者的重要预后生物标志物。肾功能和凝血介导甲状腺激素和MACE之间的关联。
    UNASSIGNED: Thyroid hormones significantly influence cardiovascular pathophysiology, yet their prognostic role in acute aortic dissection (AAD) remains inadequately explored. This study assesses the prognostic value of thyroid hormone levels in AAD, focusing on the mediating roles of renal function and coagulation.
    UNASSIGNED: We included 964 AAD patients in this retrospective cohort study. Utilizing logistic regression, restricted cubic splines, and causal mediation analysis, we investigated the association between thyroid hormones and in-hospital mortality and major adverse cardiovascular events (MACEs).
    UNASSIGNED: In AAD patients overall, an increase of one standard deviation in FT4 levels was associated with a 31.9% increased risk of MACEs (OR 1.319; 95% CI 1.098-1.584) and a 36.1% increase in in-hospital mortality (OR 1.361; 95% CI 1.095-1.690). Conversely, a higher FT3/FT4 ratio was correlated with a 20.2% reduction in risk of MACEs (OR 0.798; 95% CI 0.637-0.999). This correlation was statistically significant predominantly in Type A AAD, while it did not hold statistical significance in Type B AAD. Key renal and coagulation biomarkers, including blood urea nitrogen, creatinine, cystatin C, prothrombin time ratio, prothrombin time, and prothrombin time international normalized ratio, were identified as significant mediators in the interplay between thyroid hormones and MACEs. The FT3/FT4 ratio exerted its prognostic influence primarily through the mediation of renal functions and coagulation, while FT4 levels predominantly impacted outcomes via a partial mediation effect on coagulation.
    UNASSIGNED: FT4 levels and the FT3/FT4 ratio are crucial prognostic biomarkers in AAD patients. Renal function and coagulation mediate the association between the thyroid hormones and MACEs.
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  • 文章类型: Journal Article
    背景:妊娠期母体血清总胆汁酸(sTBA)水平升高与不良胎儿结局相关。sTBA升高的女性可能会并发肝功能障碍或血管疾病(妊娠期高血压疾病,HDP),这加剧了不良的胎儿结局。然而,sTBA级别之间的关系,肝功能障碍,HDP和不良胎儿结局仍然是虚幻的。
    目的:我们旨在探讨肝功能障碍或血管疾病(HDP)是否介导sTBA水平升高与不良胎儿结局之间的关联。
    方法:在2014年1月至2022年12月期间,对117,789名单胎分娩的中国孕妇进行了一项大型回顾性队列研究。因果介导分析用于评估肝功能障碍(丙氨酸转氨酶>40U/L)或HDP在解释高母体sTBA水平(≥10μmol/L)与不良胎儿结局之间的关系中的中介作用。包括低出生体重(LBW),小于胎龄(SGA),早产(PTB)。
    结果:sTBA水平与LBW呈正相关(调整比值比(aOR)=1.40;[95%置信区间(CI):1.24-1.59]),SGA(aOR=1.31;[95%CI:1.18-1.46]),和PTB(aOR=1.27;[95%CI:1.15-1.41]),分别。对于LBW,HDP介导的总关联的估计比例为47%[95%CI:31%-63%],SGA的24%[95%CI:13%-35%],PTB的34%[95%CI:19%-49%],除了高sTBA水平的直接影响。肝功能障碍作为介质的贡献在高sTBA水平对胎儿结局之间的关联上较弱,由于介导的比例和95%CI为16%[4%-29%],4%[-6%-14%],32%[15%-50%]的LBW,SGA,还有PTB,分别。此外,在敏感性分析中排除HDP病例后,肝功能异常的中介效应几乎消除.
    结论:通过HDP的实质性中介效应强调了其在与sTBA水平升高相关的不良胎儿结局中的重要作用。这些发现还激发了新的见解,以了解与sTBA水平升高相关的不良胎儿结局的机制和开发临床管理策略(即血管保护)。
    BACKGROUND: Elevated maternal serum total bile acids (sTBA) level during pregnancy was associated with adverse fetal outcomes. Women with elevated sTBA could complicate with hepatic dysfunction or vascular disorders (hypertensive disorders of pregnancy, HDP), which aggravated adverse fetal outcomes. However, the relationships among sTBA level, hepatic dysfunction, HDP and adverse fetal outcomes were still illusive.
    OBJECTIVE: We aimed to explore whether hepatic dysfunction or vascular disorders (HDP) mediated the associations between elevated sTBA level and adverse fetal outcomes.
    METHODS: A large retrospective cohort study encompassing 117,789 Chinese pregnant women with singleton delivery between Jan 2014 and Dec 2022 was conducted. Causal mediation analysis was applied to assess the mediating role of hepatic dysfunction (alanine transaminase > 40 U/L) or HDP in explaining the relationship between high maternal sTBA level (≥10 μmol/L) and adverse fetal outcomes, including low birth weight (LBW), small for gestational age (SGA), and preterm birth (PTB).
    RESULTS: sTBA level were positively associated with LBW (adjusted odds ratio (aOR) = 1.40; [95 % confidence interval (CI): 1.24-1.59]), SGA (aOR=1.31; [95 % CI: 1.18-1.46]), and PTB (aOR=1.27; [95 % CI: 1.15-1.41]), respectively. The estimated proportions of the total associations mediated by HDP were 47 % [95 % CI: 31 %-63 %] for LBW, 24 % [95 % CI: 13 %-35 %] for SGA, and 34 % [95 % CI: 19 %-49 %] for PTB, excepting the direct effects of high sTBA level. The contribution of hepatic dysfunction as a mediator was weaker on the association between high sTBA level on fetal outcomes, as the proportions mediated and 95 % CI were 16 % [4 %-29 %], 4 % [-6%-14 %], 32 % [15 %-50 %] for LBW, SGA, and PTB, respectively. Moreover, the mediating effect of hepatic dysfunction was nearly eliminated after excluding cases of HDP in the sensitivity analysis.
    CONCLUSIONS: The substantial mediating effects through HDP highlighted its significant role in adverse fetal outcomes associated with elevated sTBA level. The findings also provoked new insights into understanding the mechanism and developing clinical management strategies (i.e. vascular protection) for adverse fetal outcomes associated with elevated sTBA level.
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  • 文章类型: Journal Article
    目标:美国公共饮用水系统(PWS)的污染估计每年会导致数百万的疾病和数十亿美元的医疗支出。以前很少有研究探索干预策略,包括环境执法,为了减少PWS中估计的与健康相关的暴露差异(暴露差异),这部分是由社会经济地位(SES)驱动的,种族主义,和PWS特性。
    方法:本研究使用纵向测量方法估算了密歇根州每个PWS的年度与健康相关的暴露水平(健康水平),基于来自执法和合规在线(ECHO)和美国人口普查局数据库的数据。使用具有四个策略的分解模型,我们分析了如何消除SES中的差异,少数比例,环境执法,社区的PWS特征会影响调整后的暴露差异。
    结果:这项研究发现,自1980年代以来,基于种族和贫困的调整后的暴露差异一直存在,但在过去的一二十年中可能有所下降。PWS特性强烈影响了粗略和调整后的曝光差异。环境执法,虽然在少数族裔集中的社区效果较差,在1980年代,调整后的基于种族的暴露差异减少了10%-20%,1990年代的8%,和0.012%在2010年代。均衡贫困率分布在1980年代将调整后的基于种族的暴露差异减少了0.72%,在2010年代减少了6.8%。然而,种族和族裔组成分布的均衡增加了2000年代调整后的基于贫困的暴露差异。
    结论:这些发现表明,密歇根州经济上处于不利地位或少数族裔集中的社区不成比例地遭受PWS质量较差的困扰。加强环境执法,家庭收入增加,PWS投资,需要采取其他行动来有效解决这些暴露差异。
    OBJECTIVE: Contamination in U.S. public drinking water systems (PWS) is estimated to cause millions of illnesses and billions of dollars in medical expenditures annually. Few prior studies have explored intervention strategies, including environmental enforcement, to reduce estimated health-related exposure disparities (exposure disparity) in PWS, which are driven partially by socioeconomic status (SES), racism, and PWS characteristics.
    METHODS: This study used a longitudinal measurement method to estimate the annual health-related exposure level (health level) of each PWS in Michigan, based on data from the Enforcement and Compliance Online (ECHO) and U.S. Census Bureau databases. Using a decomposition model with four strategies, we analyzed how eliminating disparities in SES, proportion minority, environmental enforcement, and PWS characteristics across communities would affect adjusted exposure disparities.
    RESULTS: This study found that adjusted race- and poverty-based exposure disparities have existed since the 1980s but might have decreased in the last one or two decades. PWS characteristics strongly impacted the crude and adjusted exposure disparity. Environmental enforcement, although less effective in minority-concentrated communities, reduced the adjusted race-based exposure disparity by 10%-20% in the 1980s, 8% in the 1990s, and 0.012% in the 2010s. Equalizing the poverty rate distribution reduced the adjusted race-based exposure disparity by 0.72% in the 1980s and 6.8% in the 2010s. However, equalizing racial and ethnic composition distribution increased the adjusted poverty-based exposure disparity in the 2000s.
    CONCLUSIONS: These findings indicate that economically disadvantaged or minority-concentrated communities in Michigan disproportionately suffer from poorer PWS quality. Enhanced environmental enforcement, increased household income, PWS investment, and other actions are needed to address these exposure disparities effectively.
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  • 文章类型: Journal Article
    因果中介分析由于多个效应定义而变得复杂,这些效应定义需要不同的假设集进行识别。本文对这种假设进行了系统的解释。我们定义了五种潜在的结果类型,其方法涉及各种效果定义。我们处理他们的均值/分布的识别,从需要最弱假设的开始,逐渐建立到需要最强假设的开始。这个演示清楚地表明了为什么一个估计需要一个假设,而不是另一个,并提供了一个简洁的表格,应用研究人员可以从中挑选出识别其目标因果效应所需的假设。使用运行示例,这篇文章说明了为一系列因果对比确定假设的集合和考虑。对于文献中常见的几种,这个练习澄清了识别需要比文献中经常提到的更弱的假设。这种对细节的关注也引起了人们对不同估计的积极性假设的差异的关注,具有实际意义。明确识别这些各种估计的假设将有助于研究人员进行适当的调解分析,并在假设的合理性下适当谨慎地解释结果。
    Causal mediation analysis is complicated with multiple effect definitions that require different sets of assumptions for identification. This article provides a systematic explanation of such assumptions. We define five potential outcome types whose means are involved in various effect definitions. We tackle their mean/distribution\'s identification, starting with the one that requires the weakest assumptions and gradually building up to the one that requires the strongest assumptions. This presentation shows clearly why an assumption is required for one estimand and not another, and provides a succinct table from which an applied researcher could pick out the assumptions required for identifying the causal effects they target. Using a running example, the article illustrates the assembling and consideration of identifying assumptions for a range of causal contrasts. For several that are commonly encountered in the literature, this exercise clarifies that identification requires weaker assumptions than those often stated in the literature. This attention to the details also draws attention to the differences in the positivity assumption for different estimands, with practical implications. Clarity on the identifying assumptions of these various estimands will help researchers conduct appropriate mediation analyses and interpret the results with appropriate caution given the plausibility of the assumptions.
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  • 文章类型: Journal Article
    利钠肽(NP)具有多种作用,有益于心血管和代谢健康。尽管其中许多是由鸟苷酸环化酶(GC)受体NPR1和NPR2介导的,但它们在体内的作用和相对重要性尚不清楚。NPR1和NPR2的细胞内介质,cGMP,在血浆中循环,可用于检查受体活性与NP靶向的组织反应之间的关系。测量了348名先前在多学科社区研究(CHALICE)中招募的50岁的参与者的血浆cGMP。生物活性NP和生物非活性氨基产品与cGMP之间的关联,以及具有组织反应的cGMP,使用线性回归进行分析。通过因果中介分析(CMA)评估NPs对关联的中介作用。ANP对cGMP的贡献远远超过其他NP。跨三个组成部分的建模(人口统计,NP和心血管功能)表明ANP和CNP是cGMP的独立且阳性的预测因子。直觉上相反,CMA的发现意味着在特定的组织中,NPR1对BNP刺激的反应比ANP更强。总的来说,这些发现与BNP的组织半衰期更长一致,并指导进一步的治疗干预措施以扩大ANP和CNP的组织活性。
    Natriuretic peptides (NP) have multiple actions benefitting cardiovascular and metabolic health. Although many of these are mediated by Guanylyl Cyclase (GC) receptors NPR1 and NPR2, their role and relative importance in vivo is unclear. The intracellular mediator of NPR1 and NPR2, cGMP, circulates in plasma and can be used to examine relationships between receptor activity and tissue responses targeted by NPs. Plasma cGMP was measured in 348 participants previously recruited in a multidisciplinary community study (CHALICE) at age 50 years at a single centre. Associations between bio-active NPs and bio-inactive aminoterminal products with cGMP, and of cGMP with tissue response, were analysed using linear regression. Mediation of associations by NPs was assessed by Causal Mediation Analysis (CMA). ANP\'s contribution to cGMP far exceed those of other NPs. Modelling across three components (demographics, NPs and cardiovascular function) shows that ANP and CNP are independent and positive predictors of cGMP. Counter intuitively, findings from CMA imply that in specific tissues, NPR1 responds more to BNP stimulation than ANP. Collectively these findings align with longer tissue half-life of BNP, and direct further therapeutic interventions towards extending tissue activity of ANP and CNP.
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  • 文章类型: Journal Article
    为了比较焦虑/抑郁的患病率,弹性,护士的社会支持,外籍家庭佣工(外佣),和居住在细分单位(SDU)中的居民,并研究他们在Omicron波期间在香港这些高危人群中的关联。
    我们招募了1,014名护士,621名外佣,在这项横断面调查中,2021年12月至2022年5月有651名SDU居民。抑郁症,焦虑,社会支持,和弹性水平由验证的量表测量。应用多元二元逻辑回归和因果中介分析来检查关联。
    我们观察到焦虑和抑郁的患病率分别为17.7%和21.6%,这在SDU居民中最高。其次是外佣,护士最低。社会支持与韧性水平的提高和焦虑/抑郁风险的降低相关。社会支持与精神障碍的关联部分是由韧性介导的,占社会支持对焦虑和抑郁总效应的30.9%和20.9%,分别。
    公共卫生战略应以改善社会支持为目标,并提供促进复原力的干预措施,以帮助减少弱势群体的精神障碍。
    UNASSIGNED: To compare the prevalence of anxiety/depression, resilience, and social support among nurses, foreign domestic helpers (FDHs), and residents living in subdivided units (SDUs), and to examine their associations in these high-risk groups in Hong Kong during Omicron waves.
    UNASSIGNED: We recruited 1,014 nurses, 621 FDHs, and 651 SDU residents from December 2021 to May 2022 in this cross-sectional survey. The depression, anxiety, social support, and resilience levels were measured by the validated scales. The multivariate binary logistic regression and causal mediation analysis were applied to examine the associations.
    UNASSIGNED: We observed a prevalence of 17.7% in anxiety and 21.6% in depression which were the highest in SDU residents, followed by FDHs, and lowest in nurses. Social support was associated with increased resilience levels and decreased risks of anxiety/depression. The association of social support with mental disorders was partly mediated by resilience, accounting for 30.9% and 20.9% of the total effect of social support on anxiety and depression, respectively.
    UNASSIGNED: Public health strategies should target improving social support and providing resilience-promoting interventions to help reduce mental disorders in vulnerable groups.
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  • 文章类型: Journal Article
    本文旨在为因果中介分析的实践者提供对估计方案的更好理解。我们采用两种熟悉的策略(加权和基于模型的预测)和一种简单的组合方法(加权模型)作为输入,并显示如何生成一系列估计器,具有不同的建模要求和鲁棒性。主要目标是帮助建立对稳健估计的直观欣赏,这有利于健全的实践。我们通过可视化目标估计和估计策略来做到这一点。第二个目标是提供估算器的“菜单”,从业者可以从中选择估算边际自然(直接)影响。从这项练习中产生的估计量包括一些与现有估计量一致或相似的估计量,以及其他先前未在文献中出现的估计量。我们注意到几种不同的方法来估计基于加权函数的三个表达式的跨世界加权的权重,包括一个新颖的;并展示如何检查产生的协变量和中介平衡。我们使用随机连续权重引导来获得置信区间,并推导了估计器的一般渐近方差公式。使用青少年饮酒预防研究的数据说明了估算器。提供R代码。
    This paper aims to provide practitioners of causal mediation analysis with a better understanding of estimation options. We take as inputs two familiar strategies (weighting and model-based prediction) and a simple way of combining them (weighted models), and show how a range of estimators can be generated, with different modeling requirements and robustness properties. The primary goal is to help build intuitive appreciation for robust estimation that is conducive to sound practice. We do this by visualizing the target estimand and the estimation strategies. A second goal is to provide a \"menu\" of estimators that practitioners can choose from for the estimation of marginal natural (in)direct effects. The estimators generated from this exercise include some that coincide or are similar to existing estimators and others that have not previously appeared in the literature. We note several different ways to estimate the weights for cross-world weighting based on three expressions of the weighting function, including one that is novel; and show how to check the resulting covariate and mediator balance. We use a random continuous weights bootstrap to obtain confidence intervals, and also derive general asymptotic variance formulas for the estimators. The estimators are illustrated using data from an adolescent alcohol use prevention study. R-code is provided.
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  • 文章类型: Journal Article
    目标:扩展现有研究,表明减少产前焦虑的策略可以减少功能障碍(例如,执行日常活动和社会参与的困难),我们检查了这种影响是否因焦虑产生问题的类型而异(即,与其他问题相比,有家庭问题和关系问题)在怀孕期间报告。Further,我们探讨了感知的社会支持是否介导了这种关系。
    方法:我们使用了310名焦虑的巴基斯坦妇女的纵向数据,这些妇女接受了任何心理社会干预课程,作为基于认知行为疗法的计划的一部分。心理成果档案(PSYCHLOPS)用于评估女性是否有“家庭问题和关系问题”或“其他问题。世卫组织残疾评估表2.0评估分娩后六周的功能残疾。缺乏支持是使用12项多维感知社会支持量表进行测量的。我们使用线性回归来检查怀孕期间报告的问题类型与产后功能障碍之间的关联。因果中介分析用于评估产后社会支持是否介导了这种关系。
    结果:焦虑的孕妇,34%的人将家庭问题或关系问题报告为怀孕期间的主要问题。与报告其他问题的女性相比,她们在分娩后六周更有可能报告更高的功能障碍(调整后B=2.40,95%CI:0.83-3.97)。缺乏总体社会支持(估计间接=0.69,95%CI:0.04-1.38)和缺乏朋友的支持(估计间接=0.62,95%CI:0.01-1.29)显着介导了这种关系。
    结论:研究结果表明,通过解决家庭问题和关系问题的支持计划和服务来补充产前和产后护理,以及加强社会支持对功能性残疾很重要。
    OBJECTIVE: Expanding on existing research suggesting that strategies to reduce prenatal anxiety can decrease functional disability (e.g., difficulties in performing everyday activities and social participation), we examined if this effect varied by type of anxiety-producing problem (i.e., having family concerns and relationship problems versus other problems) reported during pregnancy. Further, we explored if perceived social support mediated this relationship.
    METHODS: We used longitudinal data on 310 anxious Pakistani women who received any psychosocial intervention sessions as part of a program that was based on Cognitive Behavioral Therapy. The Psychological Outcome Profiles (PSYCHLOPS) was used to assess whether women had \'family concerns and relationship problems\' or \'other problems.\' The WHO Disability Assessment Schedule 2.0 assessed functional disability at six-weeks after delivery. Lack of support was measured using a 12-item Multi-dimensional Scale of Perceived Social Support. We employed linear regression to examine associations between types of problems reported during pregnancy and postnatal functional disability. Causal mediation analysis was used to assess whether postnatal social support mediated this relationship.
    RESULTS: Of anxious pregnant women, 34% reported family concerns or relationship problems as primary problems in pregnancy. They were more likely to report higher functional disability at six-weeks after delivery than women who reported other problems (adjusted B = 2.40, 95% CI: 0.83-3.97). Lack of overall social support (Estimateindirect = 0.69, 95% CI: 0.04-1.38) and lack of support from friends (Estimateindirect = 0.62, 95% CI: 0.01-1.29) significantly mediated the relationship.
    CONCLUSIONS: Findings suggest that complementing pre- and post-natal care with support programs and services that address family concerns and relationship problems, as well as enhancing social support is important to functional disability.
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  • 文章类型: Journal Article
    背景:肥胖与结直肠癌(CRC)风险之间的机制关系尚不清楚。这里,使用体重指数(BMI)作为肥胖指标,我们将肥胖对CRC风险的总影响分解为:(1)直接影响,可能是由未测量的或目前未知的因素介导的;(2)循环瘦素和脂联素介导的间接作用;(3)不是由循环瘦素和脂联素介导的,而是由高胰岛素血症和慢性炎症介导的间接作用(通过循环连接肽和C反应蛋白评估,分别)。
    方法:我们采用了因果调解框架,使用来自44,271名日本男性的大型前瞻性队列研究的数据。
    结果:由于不是由循环瘦素和脂联素介导的直接和间接作用,BMI与CRC的风险无关。相比之下,体重指数为25.0-27.4kg/m2的个体(风险比,1.29;95%置信区间,0.98-1.69)和≥27.5kg/m2(风险比,1.28;95%置信区间,由于循环瘦素和脂联素的间接作用,0.98-1.68)患CRC的风险更高。
    结论:我们的中介分析表明,BMI与CRC风险之间的关联可能主要由循环瘦素和脂联素的通路介导。
    BACKGROUND: The mechanistic associations between obesity and risk of colorectal cancer (CRC) remain unclear. Here, using body mass index (BMI) as an obesity indicator, we decomposed the total effects of obesity on the risk of CRC into: (1) direct effects, which are possibly mediated by unmeasured or currently unknown factors; (2) indirect effects mediated by circulating leptin and adiponectin; and (3) indirect effects that are not mediated by circulating leptin and adiponectin but by hyperinsulinemia and chronic inflammation (assessed via circulating connecting peptide and C-reactive protein, respectively).
    METHODS: We adopted a causal mediation framework, using data from a large prospective cohort study of 44,271 Japanese men.
    RESULTS: BMI was not associated with the risk of CRC due to direct and indirect effects that were not mediated by circulating leptin and adiponectin. By contrast, individuals with BMIs of 25.0-27.4 kg/m2 (risk ratio, 1.29; 95% confidence interval, 0.98-1.69) and ≥27.5 kg/m2 (risk ratio, 1.28; 95% confidence interval, 0.98-1.68) had a higher risk of CRC due to indirect effects of circulating leptin and adiponectin.
    CONCLUSIONS: Our mediation analyses suggest that the association between BMI and CRC risk may be largely mediated by a pathway involving circulating leptin and adiponectin.
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  • 文章类型: Journal Article
    先前的研究表明,组蛋白甲基化在雌激素受体(ER)与乳腺癌预后之间的关系中起着介质的作用。然而,中介作用从未得到评估。因此,我们调查了7种组蛋白甲基化(H3K4me2,H3K4me3,H3K9me1,H3K9me2,H3K9me3,H3K27me3和H4K20me3),以确定它们是否介导ER对乳腺癌预后的影响.组织微阵列由1045例原发性浸润性乳腺肿瘤构建而成,免疫组化检测组蛋白甲基化的表达。使用多因素逻辑回归分析ER和组蛋白甲基化之间的关联。Cox比例风险模型用于评估组蛋白甲基化与乳腺癌预后之间的关系。通过基于模型的因果中介分析评估组蛋白甲基化的中介效应。H3K9me1、H3K9me2、H3K4me2、H3K27me3、H4K20me3的高表达与ER阳性相关。而H3K9me3的高表达与ER阴性相关。较高的H3K9me2、H3K4me2和H4K20me3水平与较好的预后相关。ER与乳腺癌预后之间的关联由H4K20me3介导最强(OS为29.07%;PFS为22.42%),其次是H3K4me2(OS为11.5%;PFS为10.82%),H3K9me2最少(OS为9.35%;PFS为7.34%)。H4K20me3、H3K4me2和H3K9me2介导的ER与乳腺癌预后的关系,这将有助于从表观遗传学角度进一步阐明ER对乳腺癌预后的影响,为乳腺癌的治疗提供新思路。
    Previous studies have indicated that histone methylations act as mediators in the relationship between oestrogen receptor (ER) and breast cancer prognosis, yet the mediating role has never been assessed. Therefore, we investigated seven histone methylations (H3K4me2, H3K4me3, H3K9me1, H3K9me2, H3K9me3, H3K27me3 and H4K20me3) to determine whether they mediate the prognostic impact of ER on breast cancer. Tissue microarrays were constructed from 1045 primary invasive breast tumours, and the expressions of histone methylations were examined by immunohistochemistry. Multifactorial logistic regression was used to analyse the associations between ER and histone methylations. Cox proportional hazard model was performed to assess the relationship between histone methylations and breast cancer prognosis. The mediation effects of histone methylations were evaluated by model-based causal mediation analysis. High expressions of H3K9me1, H3K9me2, H3K4me2, H3K27me3, H4K20me3 were associated with ER positivity, while high expression of H3K9me3 was associated ER negativity. Higher H3K9me2, H3K4me2 and H4K20me3 levels were associated with better prognosis. The association between ER and breast cancer prognosis was most strongly mediated by H4K20me3 (29.07% for OS; 22.42% for PFS), followed by H3K4me2 (11.5% for OS; 10.82% for PFS) and least by H3K9me2 (9.35% for OS; 7.34% for PFS). H4K20me3, H3K4me2 and H3K9me2 mediated the relationship between ER and breast cancer prognosis, which would help to further elucidate the impact of ER on breast cancer prognosis from an epigenetic perspective and provide new ideas for breast cancer treatment.
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