Mediation Analysis

调解分析
  • 文章类型: Journal Article
    中介分析可以应用于医学研究,目的是了解暴露及其对结果的影响之间的作用途径。这种方法有助于提高我们对病理生理机制的理解,并可能指导潜在治疗策略的选择。传统的调解分析将干预对结果的总影响分解为2种影响:(1)间接影响,从使用调解员的暴露到结果,(2)直接影响,直接从暴露到结果。这种方法的局限性在于,它假设暴露和中介之间没有相互作用,这可能导致对临床相关影响的高估或低估。“4路分解”方法具有克服这一限制的优点。具体来说,暴露对结果的总影响分解为4个元素:(1)参考相互作用(仅限相互作用),(2)中介相互作用(中介和相互作用),(3)纯粹的间接效应(中介而不是相互作用),和(4)直接效应(无中介和无相互作用)。我们提供了一个指南,以选择最合适的方法来调查和分解任何因果效应,因为手头的研究问题。我们解释了4向分解的应用,并通过一个真实的例子来说明有氧运动如何影响帕金森病患者的运动功能。
    Mediation analysis can be applied in medical research with the aim of understanding the pathways that operate between an exposure and its effects on an outcome. This method can help to improve our understanding of pathophysiologic mechanisms and may guide the choice of potential treatment strategies. Traditional mediation analysis decomposes the total effect of an intervention on the outcome into 2 effects: (1) an indirect effect, from exposure using a mediator to the outcome, and (2) a direct effect, directly from exposure to outcome. A limitation of this method is that it assumes no interaction between the exposure and the mediator, which can either lead to an over- or underestimation of clinically relevant effects. The \"4-way decomposition\" method has the advantage of overcoming this limitation. Specifically, the total effect of an exposure on the outcome is decomposed into 4 elements: (1) reference interaction (interaction only), (2) mediated interaction (mediation and interaction), (3) the pure indirect effect (mediation but not interaction), and (4) the direct effect (no mediation and no interaction). We provide a guide to select the most appropriate method to investigate and decompose any causal effect given the research question at hand. We explain the application of the 4-way decomposition and illustrate this with a real-world example of how aerobic exercise may influence motor function in persons with Parkinson disease.
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  • 文章类型: Journal Article
    流行病学研究报道了全氟烷基物质(PFASs)与乳腺癌发病率之间的关系,然而,潜在的机制还没有得到很好的理解。本研究旨在阐明线粒体DNA拷贝数(mtDNAcn)在PFASs暴露与乳腺癌风险之间的关系中的中介作用。我们在东风-同济队列中进行了一项病例队列研究,涉及226例乳腺癌事件和一个随机子队列(n=990)。他们的6种PFAS的血浆浓度[包括全氟辛酸(PFOA),全氟壬酸(PFNA),全氟癸酸(PFDA),全氟庚酸(PFHpA),全氟辛烷磺酸(PFOS)和全氟己烷磺酸(PFHxS)],和外周血mtDNAcn水平,采用超高效液相色谱-串联质谱和实时定量PCR,分别。分别采用线性回归和Barlow加权Cox模型评估mtDNAcn与PFAS和乳腺癌风险的关系。进一步进行中介分析以量化mtDNAcn对PFAS-乳腺癌关系的中介作用。我们观察到PFNA和PFHpA暴露最高的参与者的血液mtDNAcn水平升高[Q4与Q1,β(95CI)=0.092(0.022,0.162)和0.091(0.022,0.160),分别],虽然没有观察到PFOA的显著关联,PFDA,全氟辛烷磺酸,或PFHxS与mtDNAcn。与mtDNAcn最低四分位数亚组的参与者相比,mtDNAcn水平最高的患者患乳腺癌和绝经后乳腺癌的风险显着增加[Q4与Q1,HR(95CI)=3.34(1.80,6.20)和3.71(1.89,7.31)]。此外,mtDNAcn可以介导14.6%的PFHpA与乳腺癌的关系[间接作用,HR(95CI)=1.02(1.00,1.05)]。我们的研究揭示了PFNA和短链PFHpA与mtDNAcn的关系以及mtDNAcn在PFHpA-乳腺癌关联中的介导作用。这些发现提供了有关PFAS与乳腺癌风险的潜在生物学机制的见解。
    Epidemiologic studies have reported the relationships between perfluoroalkyl substances (PFASs) and breast cancer incidence, yet the underlying mechanisms are not well understood. This study aimed to elucidate the mediation role of mitochondrial DNA copy number (mtDNAcn) in the relationships between PFASs exposure and breast cancer risk. We conducted a case-cohort study within the Dongfeng-Tongji cohort, involving 226 incident breast cancer cases and a random sub-cohort (n = 990). Their plasma concentrations of six PFASs [including perfluorooctanoic acid (PFOA), perfluorononanoic acid (PFNA), perfluorodecanoic acid (PFDA), perfluoroheptanoic acid (PFHpA), perfluorooctane sulfonic acid (PFOS) and perfluorohexane sulfonic acid (PFHxS)], and peripheral blood levels of mtDNAcn, were detected at baseline by using ultraperformance liquid chromatography-tandem mass spectrometry and quantitative real-time PCR, respectively. Linear regression and Barlow-weighted Cox models were employed separately to assess the relationships of mtDNAcn with PFASs and breast cancer risk. Mediation analysis was further conducted to quantify the mediating effects of mtDNAcn on PFAS-breast cancer relationships. We observed increased blood mtDNAcn levels among participants with the highest PFNA and PFHpA exposure [Q4 vs. Q1, β(95%CI) = 0.092(0.022, 0.162) and 0.091(0.022, 0.160), respectively], while no significant associations were observed of PFOA, PFDA, PFOS, or PFHxS with mtDNAcn. Compared to participants within the lowest quartile subgroup of mtDNAcn, those with the highest mtDNAcn levels exhibited a significantly increased risk of breast cancer and postmenopausal breast cancer [Q4 vs. Q1, HR(95%CI) = 3.34(1.80, 6.20) and 3.71(1.89, 7.31)]. Furthermore, mtDNAcn could mediate 14.6 % of the PFHpA-breast cancer relationship [Indirect effect, HR(95%CI) = 1.02(1.00, 1.05)]. Our study unveiled the relationships of PFNA and the short-chain PFHpA with mtDNAcn and the mediation role of mtDNAcn in the PFHpA-breast cancer association. These findings provided insights into the potential biological mechanisms linking PFASs to breast cancer risk.
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  • 文章类型: Journal Article
    背景:在因果中介分析框架中,在过去的几年中,已经引入了几种基于参数回归的方法,用于通过目标介体将暴露对二元结果的总影响分解为直接影响和间接影响。在这种情况下,众所周知的策略包括为结果指定逻辑模型,并调用罕见结果假设(ROA)来简化估计。最近,引入了自然直接和间接效应的精确估计器,以规避ROA带来的挑战。至于依赖于ROA的近似方法,这些确切的方法不能像病例对照数据那样使用,因为病例对照数据的采样机制取决于结果。
    方法:考虑到连续或二元介体,我们在各种病例控制情景下使用模拟数据对近似和精确的方法进行了实证比较。提供了关于病例控制数据的这些方法的说明,长期使用口服避孕药对卵巢癌的自然调解作用,以一生的排卵周期数作为中介,是估计的。
    结果:在模拟中,当结果罕见时,我们发现近似方法和精确方法的性能之间几乎没有差异,在变量上既有边际上的,也有条件的。然而,在至少一个变量层中,随着结局的患病率增加,近似方法的性能下降.在近似方法之间也观察到行为的差异。在数据分析中,所有研究的方法都与自然直接和间接影响估计一致。
    结论:在适用或预期违反ROA的情况下,应避免或谨慎使用近似调解方法,精确估计器更受欢迎。
    BACKGROUND: In the causal mediation analysis framework, several parametric regression-based approaches have been introduced in past years for decomposing the total effect of an exposure on a binary outcome into a direct effect and an indirect effect through a target mediator. In this context, a well-known strategy involves specifying a logistic model for the outcome and invoking the rare outcome assumption (ROA) to simplify estimation. Recently, exact estimators for natural direct and indirect effects have been introduced to circumvent the challenges prompted by the ROA. As for the approximate approaches relying on the ROA, these exact approaches cannot be used as is on case-control data where the sampling mechanism depends on the outcome.
    METHODS: Considering a continuous or a binary mediator, we empirically compare the approximate and exact approaches using simulated data under various case-control scenarios. An illustration of these approaches on case-control data is provided, where the natural mediation effects of long-term use of oral contraceptives on ovarian cancer, with lifetime number of ovulatory cycles as the mediator, are estimated.
    RESULTS: In the simulations, we found few differences between the performances of the approximate and exact approaches when the outcome was rare, both marginally and conditionally on variables. However, the performance of the approximate approaches degraded as the prevalence of the outcome increased in at least one stratum of variables. Differences in behavior were also observed among the approximate approaches. In the data analysis, all studied approaches were in agreement with respect to the natural direct and indirect effects estimates.
    CONCLUSIONS: In the case where a violation of the ROA applies or is expected, approximate mediation approaches should be avoided or used with caution, and exact estimators favored.
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  • 文章类型: Journal Article
    我们调查了哥伦比亚与冲突有关的暴力对个人心理健康的因果影响及其潜在途径。使用哥伦比亚政府与哥伦比亚革命武装力量(FARC)之间2016年和平协议前后的数据,我们采用了结合工具变量估计的差异差异实证设计。我们还使用正式的调解分析来调查饮酒在冲突暴露与心理健康之间的关系中可能的中介作用。我们的结果不支持以下假设:和平协议后暴露于冲突暴力的变化会导致个人心理健康的任何变化。我们无法确定饮酒在暴露于冲突暴力与心理健康之间的关系中具有统计学意义的中介作用。
    We investigated the causal impact of conflict-related violence on individual mental health and its potential pathways in Colombia. Using data from before and after the 2016 peace accord between the Colombian government and the Revolutionary Armed Forces of Colombia (FARC), we adopted a difference-in-differences empirical design combined with instrumental variables estimation. We also used formal mediation analysis to investigate a possible mediating role of alcohol consumption in the relationship between conflict exposure and mental health. Our results did not support the hypothesis that changes in exposure to conflict violence after the peace accord causally led to any changes in individual mental health. We were unable to identify a statistically significant mediating effect of alcohol consumption in the relationship between exposure to conflict violence and mental health.
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  • 文章类型: Journal Article
    参考基于主要感兴趣的二元变量的分层病例控制(CC)程序,我们推导了二次变量logistic模型参数的抽样设计引起的失真表达式。在结果和中介都是二进制的设置中,使用分层病例控制(SCC)数据执行中介分析(可能在因果框架中)时,这一点尤其重要。尽管是为参数识别而设计的,我们的策略是通用的,也可以在非参数环境中使用。参考参数估计,我们推导了联合结果中介参数向量的最大似然(ML)估计器和M估计器。然后,我们进行模拟研究,重点是主要的因果中介量(即,自然效应),并将M-和ML估计与现有方法进行比较,基于权重。作为一个说明性的例子,我们重新分析了一个德国CC数据集,以研究免疫功能降低对李斯特菌病发病的影响是否由摄入胃酸抑制剂介导.
    With reference to a stratified case-control (CC) procedure based on a binary variable of primary interest, we derive the expression of the distortion induced by the sampling design on the parameters of the logistic model of a secondary variable. This is particularly relevant when performing mediation analysis (possibly in a causal framework) with stratified case-control (SCC) data in settings where both the outcome and the mediator are binary. Despite being designed for parametric identification, our strategy is general and can be used also in a nonparametric context. With reference to parametric estimation, we derive the maximum likelihood (ML) estimator and the M-estimator of the joint outcome-mediator parameter vector. We then conduct a simulation study focusing on the main causal mediation quantities (i.e., natural effects) and comparing M- and ML estimation to existing methods, based on weighting. As an illustrative example, we reanalyze a German CC data set in order to investigate whether the effect of reduced immunocompetency on listeriosis onset is mediated by the intake of gastric acid suppressors.
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  • 文章类型: Journal Article
    背景:疫苗有效性(VE)研究巩固了在不同情况下对现实世界有效性的了解。然而,方法学问题可能会破坏他们的结论:评估意大利人群中针对COVID-19的VE,对有效性的特定威胁与绿色通行证政策的不同遵守情况的后果有关。
    方法:为了应对这一挑战,我们在FriuliVeneziaGiulia地区(FVG)≥12岁的居民中进行了一项测试阴性病例对照(TNCC)研究和多重敏感性分析。意大利东北部,从2021年2月1日至2022年3月31日。从区域计算机化卫生数据库获得了有关211,437例COVID-19感染病例和845,748例匹配对照的信息。调查认为:COVID-19感染,住院治疗,和死亡。进行了多条件逻辑回归,对协变量进行了调整,VE估计为(1-ORCOVID-19接种疫苗与未接种疫苗)x100。进行了中介分析,以抵消潜在的对撞机变量,特别是,引入大流行限制后进行的拭子数量。
    结果:抗感染的全周期VE从Alpha期的96%(95%CI:96,97)下降到Omicron期的43%(95%CI:42,45)。加强剂量将Omicron期的保护提高到67%(95%CI:66,67)。针对回避的Omicron变体,加强剂量对住院的保护率为87%(95%CI:83,90),对死亡的保护率为90%(95%CI:82,95).进行的拭子数量作为协变量包括在调整中,中介分析证实,它是疫苗接种和COVID-19相关结局之间的强中介.
    结论:研究表明,在类似的TNCC设置下,应包括调解分析和诊断测试数量的调整,作为一种有效的方法来应对可能决定实质性选择偏差的差异测试行为的挑战。这种校正使我们能够与其他研究的结果保持一致,这些研究表明,针对感染的全周期VE最初是高的,但随着时间的推移,变异循环会降低。通过加强剂量平衡,提高对变体和结果严重程度的保护。
    Vaccine effectiveness (VE) studies consolidate knowledge of real-world effectiveness in different contexts. However, methodological issues may undermine their conclusions: to assess the VE against COVID-19 within the Italian population, a specific threat to validity is related to the consequences of divergent compliance to the Green Pass policy.
    To address this challenge we conducted a test negative case-control (TNCC) study and multiple sensitivity analysis among residents aged ≥ 12 in Friuli Venezia Giulia Region (FVG), North-east Italy, from February 1, 2021 to March 31, 2022. Information regarding 211,437 cases of COVID-19 infection and 845,748 matched controls was obtained from the regional computerized health database. The investigation considered: COVID-19 infection, hospitalization, and death. Multiple conditional logistic regressions adjusted for covariates were performed and VE was estimated as (1-OR COVID-19vaccinated vs. unvaccinated)x100. Mediation analyses were carried out to offset potential collider variables, particularly, the number of swabs performed after the introduction of pandemic restrictions.
    Full-cycle VE against infection decreased from 96% (95% CI: 96, 97) in the Alpha period to 43% (95% CI: 42, 45) in the Omicron period. Booster dose raised the protection in Omicron period to 67% (95% CI: 66, 67). Against the evasive Omicron variant, the protection of the booster dose was 87% (95% CI: 83, 90) for hospitalization and 90% (95% CI: 82, 95) for death. The number of swabs performed was included as a covariate in the adjustments, and the mediation analysis confirmed that it was a strong mediator between vaccination and COVID-19-related outcomes.
    The study suggests that, under similar TNCC settings, mediation analysis and adjustment for number of diagnostic tests should be included, as an effective approach to the challenge of differential testing behavior that may determine substantial selection bias. This correction allowed us to align with results from other studies that show how full-cycle VE against infection was initially high but decreased over time by variant circulation, counterbalanced by booster dose that raised protection across variants and outcome severity.
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  • 文章类型: Journal Article
    尽管大量证据表明锌可能对预防和治疗糖尿病有有益的影响,人口研究的结果尚无定论。为了解决这个差距,我们进行了嵌套病例对照研究,使用限制性三次样条和条件逻辑回归模型来探讨血清锌水平与糖尿病风险之间的关系。我们还通过分层分析评估了潜在的效应改变,并使用多类中介效应模型检查了代谢指标的中介效应。我们使用电感耦合等离子体质谱法在2156名参与者的队列中测量基线血清锌浓度。包括1078名糖尿病患者和1078名匹配的对照。我们的发现显示,当比较血清锌水平的最高四分位数(Q4)与最低四分位数(Q1)时,糖尿病风险增加了51%(赔率比[95%置信区间]:1.51[1.09,2.09])。血清锌与糖尿病风险之间存在正线性剂量-反应关系(P总体≤0.01,P非线性=0.20)。血清锌和受教育程度等因素之间的效应变化是明显的,身体质量指数,酒精指数,糖尿病家族史,高血压病史,冠心病,和中风,所有这些都会影响糖尿病的风险(所有P交互作用<0.05)。此外,我们的研究确定了甘油三酯水平对糖尿病风险的显著间接影响,参与者在第三(Q3)和第四(Q4)的血清锌四分位数,调解比例分别为19.23%和19.28%,分别。丙氨酸转氨酶对糖尿病风险的显著间接影响被发现在那些在血清锌的Q4,调解比例为12.05%。考虑到这些发现,建议进行血清锌水平测试,并在考虑补充锌时谨慎行事。此外,我们的结果强调了通过大样本前瞻性人群研究和实验研究进行额外验证的必要性.
    Although numerous evidences suggest that zinc may have a beneficial impact on preventing and treating diabetes, findings from the population studies are inconclusive. To address this gap, we conducted a nested case-control study, employing restricted cubic splines and a conditional logistic regression model to explore the association between serum zinc levels and the risk of diabetes. We also assessed potential effect modifications through stratified analyses and examined the mediating effects of metabolic indicators using a multiclass mediation effect model. We measured baseline serum zinc concentrations using Inductively Coupled Plasma Mass Spectrometry in a cohort of 2156 participants, including 1078 individuals with diabetes and 1078 matched controls. Our findings revealed a 51 % increased risk of diabetes when comparing the highest quartile (Q4) to the lowest quartile (Q1) of serum zinc levels (Odds Ratio [95 % Confidence Interval]: 1.51 [1.09, 2.09]). There was a positive linear dose-response relationship between serum zinc and diabetes risk (P overall ≤0.01, P nonlinear = 0.20). Effect modifications were evident between serum zinc and factors such as educational attainment, body mass index, alcohol index, family history of diabetes, history of hypertension, coronary heart disease, and stroke, all of which influenced the risk of diabetes (all P-interaction <0.05). Moreover, our study identified significant indirect effects of triglycerides levels on diabetes risk for participants in the third (Q3) and fourth (Q4) quartiles of serum zinc, with mediation proportions of 19.23 % and 19.28 %, respectively. A significant indirect effect of alanine aminotransferase on diabetes risk was found for those in the Q4 of serum zinc, with a mediation proportion of 12.05 %. Considering these findings, it is advisable to conduct testing for serum zinc level and exercise caution when considering zinc supplementation. Furthermore, our results emphasized the necessity for additional validation through large-sample prospective population studies and experimental research.
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  • 文章类型: Journal Article
    在社会工作文献中,没有已知的已发表的实证研究调查了与目标相关的反馈,寻求对人类服务案例管理者的直接或间接影响。因此,这项实地调查研究试图填补现有文献中的这一空白,使用纽约州的两个不同的县级人力服务案例管理者样本。
    对463名公共援助和349名儿童福利案例管理人员进行了调查,以测试与目标相关的反馈寻求的主要和接收与目标相关的反馈对内部工作动机的中介作用。
    来自每个样本的数据证实了这两种类型的影响。
    作为第一个发现这两组发现的人,这项实地调查研究为社会工作和寻求反馈的文献做出了独特的贡献。
    UNASSIGNED: No known published empirical study in the social work literature has investigated goal-related feedback seeking\'s direct or indirect impact on human service case managers. Consequently, this field survey study sought to fill this gap in the extant literature using two different samples of county-based human service case managers across the state of New York.
    UNASSIGNED: Four hundred and sixty-three public assistance and 349 child welfare case managers were surveyed in order to test goal-related feedback seeking\'s main and receiving goal-related feedback\'s mediating effect on internal work motivation.
    UNASSIGNED: Data from each sample confirmed both types of effects.
    UNASSIGNED: As the first to uncover these two sets of findings, this field survey study makes a unique contribution to the social work and feedback seeking literatures.
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  • 文章类型: Journal Article
    背景:摄入的酒精主要被乙醇脱氢酶1B(ADH1B)氧化为乙醛,乙醛主要被醛脱氢酶2(ALDH2)进一步氧化为乙酸盐。尽管饮酒是食管癌的一个令人信服的危险因素,ADH1Brs1229984(His48Arg)的作用,与酒精代谢缓慢相关的单核苷酸多态性,在食管癌的发展尚不清楚。因为这种单核苷酸多态性与食道癌风险增加和饮酒强度有关,它与食道癌的关联可能通过独立于饮酒强度的直接途径起作用,通过饮酒强度介导的间接途径,或者两者兼而有之。
    方法:为了解开这些不同的途径,我们通过将ADH1BArg等位基因和饮酒定义为暴露和介质,将中介分析应用于食管癌病例对照研究(600例和865例对照)。分别,并将ADH1BArg等位基因的总效应比值比分解为直接效应和间接效应比值比。
    结果:ADH1BArg等位基因通过饮酒强度变化以外的途径与食道癌风险相关(直接效应比值比,2.03;95%置信区间,1.41-2.92),除了饮酒强度介导的间接途径(间接效应比值比,1.27;95%置信区间,1.05-1.53)。通过对ALDH2rs671(Glu504Lys)的基因型进行分层进一步分析,强烈减弱酶活性的功能性单核苷酸多态性,在每个层内显示出显著的直接效应优势比。
    结论:这些结果表明,ADH1BArg等位基因通过减缓酒精分解而导致食道癌风险,除了它对酒精消耗量的影响。
    BACKGROUND: Ingested alcohol is predominantly oxidized to acetaldehyde by alcohol dehydrogenase 1B (ADH1B), and acetaldehyde is further oxidized to acetate mainly by aldehyde dehydrogenase 2 (ALDH2). Although alcohol consumption is a convincing risk factor for oesophageal cancer, the role of ADH1B rs1229984 (His48Arg), the single-nucleotide polymorphism associated with slow alcohol metabolism, in oesophageal cancer development is unclear. Because this single-nucleotide polymorphism is associated with both increased risk of oesophageal cancer and drinking intensity, its association with oesophageal cancer might operate either through a direct pathway independently of drinking intensity, via an indirect pathway mediated by drinking intensity, or both.
    METHODS: To disentangle these different pathways, we applied a mediation analysis to an oesophageal cancer case-control study (600 cases and 865 controls) by defining the ADH1B Arg allele and alcohol consumption as exposure and mediator, respectively, and decomposed the total-effect odds ratio of the ADH1B Arg allele into direct- and indirect-effect odds ratio.
    RESULTS: The ADH1B Arg allele was associated with oesophageal cancer risk through pathways other than change in drinking intensity (direct-effect odds ratio, 2.03; 95% confidence interval, 1.41-2.92), in addition to the indirect pathway mediated by drinking intensity (indirect-effect odds ratio, 1.27; 95% confidence interval, 1.05-1.53). Further analyses by stratifying genotypes of ALDH2 rs671 (Glu504Lys), the functional single-nucleotide polymorphism that strongly attenuates the enzymatic activity, showed significant direct-effect odds ratio within each stratum.
    CONCLUSIONS: These results indicate that ADH1B Arg allele contributes to oesophageal cancer risk by slowing alcohol breakdown, in addition to its effect on the amount of alcohol consumed.
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  • 文章类型: Journal Article
    这项研究调查了健康素养(HL)和对健康信息的信任如何影响中国香港成年人对COVID-19疫苗的犹豫。2022年8月进行了一项横断面研究。共有401名参与者完成了这项研究。参与者完成了新开发的香港HL量表,并自我报告了他们对来自不同资源的健康信息的信任水平。COVID-19疫苗第一剂和加强剂的早期摄取比例分别为69.1%和71.8%,分别。在功能性HL不足的参与者中,延迟首次给药的风险更高(OR=0.58,p=0.015),临界HL的两个子域的足够水平(OR=1.82,p=0.013;OR=1.91,p<0.01),政府对健康信息的信任度较低(OR=0.57,p=0.019)。具有足够的交互式HL(OR=0.52,p=0.014)和临界HL的一个子域水平不足(OR=1.71,p=0.039)的受访者更有可能延迟加强剂量。严重HL与疫苗接种之间的这种负关联被政府对健康信息的信任所抑制。这项研究表明,HL和对政府健康信息的信任与COVID-19疫苗的犹豫有关。应努力针对人们的HL提供量身定制的沟通策略,并增加公众对卫生当局的信心,以减少疫苗的犹豫。
    This study investigates how health literacy (HL) and trust in health information affected COVID-19 vaccine hesitancy among Chinese Hong Kong adults. A cross-sectional study was conducted in August 2022. A total of 401 participants completed the study. Participants completed a newly developed Hong Kong HL scale and self-reported their trust levels in health information from different resources. The proportions of early uptake of the first dose and booster dose of COVID-19 vaccine were 69.1% and 71.8%, respectively. The risk of delaying the first dose was higher among participants with inadequate functional HL (OR = 0.58, p = 0.015), adequate levels of two subdomains of critical HL (OR = 1.82, p = 0.013; OR = 1.91, p < 0.01), and low-level trust in health information from the government (OR = 0.57, p = 0.019). Respondents with adequate interactive HL (OR = 0.52, p = 0.014) and inadequate level of one subdomain of critical HL (OR =1.71, p = 0.039) were more likely to delay the booster dose. This negative association between critical HL and vaccination was suppressed by trust in health information from the government. This study shows that HL and trust in health information from the government are associated with COVID-19 vaccine hesitancy. Efforts should be directed at providing tailored communication strategies with regard to people\'s HL and increasing public confidence in health authorities to decrease vaccine hesitancy.
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