trial emulation

试验仿真
  • 文章类型: Journal Article
    背景:现实世界的证据正在受到相当多的关注,作为评估药物使用障碍(SUD)的医疗产品的有效性和安全性的一种方法。然而,使用真实世界数据(RWD)来模拟评估SUD治疗的临床试验的可行性尚不确定.这项研究的目的是确定评估SUD治疗方法的临床试验的数量,报告的结果可以使用当代保险索赔和/或电子健康记录(EHR)数据的观察数据进行合理的模拟。
    方法:在这项横断面研究中,所有评估在ClinicalTrials.gov上注册的SUDs治疗的2-4期试验均已确定,并报告了结果。评估每个试验以确定适应症,干预措施,至少80%的资格标准,比较器,和主要终点可以使用同时可用的行政申请和/或结构化的EHR数据来确定。
    结果:在ClinicalTrials.gov上有272项SUD试验报告了结果。其中,在使用同时可用的行政索赔和/或结构化的EHR数据检查可行性时,262(96.3%)有可确定的适应症;194(71.3%)有可确定的干预措施;21(7.7%)有至少80%的资格标准可确定;17(6.3%)有可确定的主动比较者;61(22.4%)有可确定的主要终点。总的来说,对于所有5项特征均可通过现有的行政申请和/或结构化的EHR数据确定的试验,没有任何试验.当考虑安慰剂比较者是可以确定的时,有6项(2.2%)试验将所有5个关键特征分类为可从现有的行政申请和/或结构化EHR数据中确定.
    结论:没有评估SUD治疗方法的试验可以使用同时可用的RWD来模拟,证明有必要提高公共卫生系统中数据采集的分辨率,以促进试验仿真。
    BACKGROUND: Real-world evidence is receiving considerable attention as a way to evaluate the efficacy and safety of medical products for substance use disorders (SUDs). However, the feasibility of using real-world data (RWD) to emulate clinical trials evaluating treatments for SUDs is uncertain. The aim of this study is to identify the number of clinical trials evaluating treatments for SUDs with reported results that could be feasibly emulated using observational data from contemporary insurance claims and/or electronic health record (EHR) data.
    METHODS: In this cross-sectional study, all phase 2-4 trials evaluating treatments for SUDs registered on ClinicalTrials.gov with reported results were identified. Each trial was evaluated to determine if the indications, interventions, at least 80% of eligibility criteria, comparators, and primary end points could be ascertained using contemporarily available administrative claims and/or structured EHR data.
    RESULTS: There were 272 SUD trials on ClinicalTrials.gov with reported results. Of these, when examining feasibility using contemporarily available administrative claims and/or structured EHR data, 262 (96.3%) had indications that were ascertainable; 194 (71.3%) had interventions that were ascertainable; 21 (7.7%) had at least 80% of eligibility criteria that were ascertainable; 17 (6.3%) had active comparators that were ascertainable; and 61 (22.4%) had primary end points that were ascertainable. In total, there were no trials for which all 5 characteristics were ascertainable using contemporarily available administrative claims and/or structured EHR data. When considering placebo comparators as ascertainable, there were 6 (2.2%) trials that had all 5 key characteristics classified as ascertainable from contemporarily available administrative claims and/or structured EHR data.
    CONCLUSIONS: No trials evaluating treatments for SUDs could be feasibly emulated using contemporarily available RWD, demonstrating a need for an increase in the resolution of data capture within a public health system to facilitate trial emulation.
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  • 文章类型: Journal Article
    特殊教育需求(SEN)规定旨在帮助学生接受额外的教育,行为或健康需求;例如,唇裂和/或腭裂的学生可以提供SEN,以提高他们的言语和语言技能。我们的目标是为文献做出贡献,并评估SEN规定对明确定义的人口的健康和教育成果的影响。
    我们将使用ECHILD数据库,它将英格兰的教育和健康记录联系起来。我们的目标人群包括在ECHILD中确定为具有特定先天性异常的儿童:孤立的唇裂和/或腭裂。我们将应用试验仿真框架来减少观察数据的设计和分析中的偏见,以调查义务教育开始时(一年级-入学时的五岁)SEN规定(包括无)对计划外数量的因果影响到初等教育结束时的医院利用率和缺课(六年级-十岁/十一岁)。我们将使用基于倾向得分的估计器(逆概率加权(IPW)和IPW回归调整IPW)来比较SEN规定在这些结果方面的类别,并使用互补估计方法对获得的结果进行三角测量(Naive估计器,多元回归,参数g公式,如果可能的话,工具变量),针对SEN规定的各种因果对比(平均治疗效果/治疗中/未治疗中)。
    本研究将通过目标试验框架下的三角补充方法,评估义务教育开始时的合理调整对孤立的唇腭裂人群健康和教育结果的影响。
    与普通人群相比,唇裂和/或腭裂出生的儿童的学习成绩较低,并且医院就诊人数也较高。为了支持有这种健康和教育需求的儿童,可以提供特殊的教育需求规定,例如助教。这项研究的目的是了解唇裂和/或腭裂的儿童在小学开始时接受特殊教育的平均状况是否更好。
    UNASSIGNED: Special educational needs (SEN) provision is designed to help pupils with additional educational, behavioural or health needs; for example, pupils with cleft lip and/or palate may be offered SEN provision to improve their speech and language skills. Our aim is to contribute to the literature and assess the impact of SEN provision on health and educational outcomes for a well-defined population.
    UNASSIGNED: We will use the ECHILD database, which links educational and health records across England. Our target population consists of children identified within ECHILD to have a specific congenital anomaly: isolated cleft lip and/or palate. We will apply a trial emulation framework to reduce biases in design and analysis of observational data to investigate the causal impact of SEN provision (including none) by the start of compulsory education (Year One - age five year on entry) on the number of unplanned hospital utilisation and school absences by the end of primary education (Year Six - age ten/eleven). We will use propensity score-based estimators (inverse probability weighting (IPW) and IPW regression adjustment IPW) to compare categories of SEN provision in terms of these outcomes and to triangulate results obtained using complementary estimation methods (Naïve estimator, multivariable regression, parametric g-formula, and if possible, instrumental variables), targeting a variety of causal contrasts (average treatment effect/in the treated/in the not treated) of SEN provision.
    UNASSIGNED: This study will evaluate the impact of reasonable adjustments at the start of compulsory education on health and educational outcomes in the isolated cleft lip and palate population by triangulating complementary methods under a target-trial framework.
    Children born with cleft lip and/or palate have been shown to have lower academic performance compared to the general population and have also been shown to have higher attendances to hospitals. To support children with such health and education needs, special educational needs provisions such as teaching assistants can be provided. The aim of this study is to understand whether children with cleft lip and/or palate were better off on average in receiving special education needs at the start of primary school in terms of hospital usage and school absences.
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  • 文章类型: Journal Article
    三分之一的英语小学儿童有额外的学习支持,称为特殊教育需求(SEN)规定,但是早产的孩子比足月出生的孩子更有可能患有SEN。我们的目标是评估SEN规定对出生时按胎龄分组的儿童的健康和教育结果的影响。
    我们将使用链接数据中的教育和儿童健康见解(ECHILD)数据库分析英格兰的链接行政数据。目标试验仿真方法将用于指定从ECHILD中提取数据,比较兴趣和我们的分析计划。我们的目标人群是在2003年至2008年期间在英格兰NHS医院出生的所有在英格兰国家资助的小学一年级入学的儿童,按出生时的胎龄分组(极度早产(24-<28周),非常早产(28-<32周),中度早产(32-<34周),晚期早产(34-<37周)和足月(37-<42周)。感兴趣的干预将包括第一年(五岁/六岁)期间的SEN条款类别(包括无)。利息的结果是计划外的医院利用率,教育程度,小学教育结束时缺勤(六年级,年龄11岁)。我们将对互补估计方法的结果进行三角测量,包括幼稚估计器,多元回归,g-公式,逆概率加权,具有回归调整和工具变量的逆概率加权,以及各种因果对比(平均治疗效果,总的来说,和处理/未处理)。
    对于本方案中描述的ECHILD数据库的分析,我们已有研究伦理批准。我们将向不同的受众传播我们的发现(学者,政府有关部门,服务用户和提供商)通过研讨会,同行评审的出版物,非学者的简短简报报告和信息图表(发表在研究网站上)。
    三分之一的孩子在学校学习方面需要额外的帮助,比如助教的支持。与足月出生的孩子相比,早产的孩子更可能需要额外的帮助。在英国,这种帮助被称为特殊教育需求(SEN)规定。这项研究的目的是找出特殊教育需求的提供是否会影响教育和健康结果。我们将使用医院和学校收集的信息,用于2003年至2008年间在英格兰出生的所有儿童。我们将比较那些在学校接受和没有接受额外帮助的人,他们出生时胎龄相似。
    UNASSIGNED: One third of children in English primary schools have additional learning support called special educational needs (SEN) provision, but children born preterm are more likely to have SEN than those born at term. We aim to assess the impact of SEN provision on health and education outcomes in children grouped by gestational age at birth.
    UNASSIGNED: We will analyse linked administrative data for England using the Education and Child Health Insights from Linked Data (ECHILD) database. A target trial emulation approach will be used to specify data extraction from ECHILD, comparisons of interest and our analysis plan. Our target population is all children enrolled in year one of state-funded primary school in England who were born in an NHS hospital in England between 2003 and 2008, grouped by gestational age at birth (extremely preterm (24-<28 weeks), very preterm (28-<32 weeks), moderately preterm (32-<34 weeks), late preterm (34-<37 weeks) and full term (37-<42 weeks). The intervention of interest will comprise categories of SEN provision (including none) during year one (age five/six). The outcomes of interest are rates of unplanned hospital utilisation, educational attainment, and absences by the end of primary school education (year six, age 11). We will triangulate results from complementary estimation methods including the naïve estimator, multivariable regression, g-formula, inverse probability weighting, inverse probability weighting with regression adjustment and instrumental variables, along with a variety for a variety of causal contrasts (average treatment effect, overall, and on the treated/not treated).
    UNASSIGNED: We have existing research ethics approval for analyses of the ECHILD database described in this protocol. We will disseminate our findings to diverse audiences (academics, relevant government departments, service users and providers) through seminars, peer-reviewed publications, short briefing reports and infographics for non-academics (published on the study website).
    One third of all children need extra help with learning in school, such as support from a teaching assistant. Children born preterm are more likely to need extra help compared to those born at term. In England, this help is called special educational needs (SEN) provision. The aim of this study is to find out whether special educational need provision affects education and health outcomes. We will use information collected by hospitals and schools for all children who were born in England between 2003 and 2008. We will compare those with who received and did not receive extra help in school who have a similar gestational age at birth.
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  • 文章类型: Journal Article
    据报道,接受原发性肿瘤切除术(PTR)的患者的总生存率(OS)明显高于未接受该手术的患者。然而,这一结果仅在过去的回顾性研究中显而易见,和临床试验结果没有显示相同的趋势。因此,目前尚不清楚,在不同的研究设计中,原发性肿瘤切除术是否能有效提高转移性结直肠癌(mCRC)患者的生存率.我们比较了接受PTR的无症状不可切除mCRC患者与未接受PTR的患者的OS。这项回顾性队列研究旨在作为一项随机对照试验(RCT)的目标试验模拟,该试验将比较2009年至2017年无症状不可切除的mCRC患者中PTR与非PTR的有效性。进行了系统评价和荟萃分析,以比较PTR和非PTR在mCRC患者中的疗效。并对相应的结果进行了比较。该队列包括1,132名患者进行符合方案分析。在我们的队列中,PTR组比非PTR组具有非显著更长的生存期(调整后的风险比:0.70,95%置信区间:0.62-1.01)。包括5个RCTs(1,016例)和我们的队列的荟萃分析发现,PTR组的死亡率并未低于非PTR组。这项队列研究和以前的RCT结果表明,在无症状的不可切除的mCRC患者中,与全身化疗联合靶向治疗相比,PTR与改善生存率无关。因此,这些患者不推荐常规PTR.
    Patients who undergo primary tumor resection (PTR) reportedly have significantly higher overall survival (OS) than those who do not undergo this procedure. However, this result is only evident in past retrospective studies, and clinical trial results did not show the same trend. Thus, it remains unclear whether primary tumor resection effectively increases survival in patients with metastatic colorectal cancer (mCRC) across different study designs. We compared the OS of patients with asymptomatic unresectable mCRC who underwent PTR with that of those who did not. This retrospective cohort study was designed to be a target trial emulation of a randomized controlled trial (RCT) that would have compared the effectiveness of PTR versus non-PTR in patients with asymptomatic unresectable mCRC from 2009 to 2017. A systematic review and meta-analysis were conducted to compare the efficacy of PTR and non-PTR in patients with mCRC, and corresponding results were compared. This cohort included 1,132 patients for a per-protocol analysis. The PTR group had non-significantly longer survival (adjusted hazard ratio: 0.70, 95% confidence interval: 0.62-1.01) than the non-PTR group in our cohort. A meta-analysis including five RCTs (1,016 patients) and our cohort found that the PTR group did not have a significantly lower mortality rate than the non-PTR group. The results of this cohort study and previous RCTs suggest that PTR is not associated with improved survival compared to systemic chemotherapy combined with targeted therapy among asymptomatic unresectable mCRC patients. Therefore, routine PTR is not recommended in these patients.
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  • 文章类型: Journal Article
    直接口服抗凝剂(DOAC)彻底改变了血栓栓塞性疾病的管理。随着因子XIs进行大规模结果试验,临床护理可能会得到进一步改善。非随机数据库研究在促进临床实践中对这些药物的理解方面可以发挥什么作用?RCT-DUPLICATIVE计划使用非随机索赔数据库研究模拟了8项DOAC随机临床试验(RCT)的设计。数据库研究密切模拟了RCT研究设计参数和测量,并产生了高度一致的结果。单一数据库研究的结果不符合与它所模拟的特定RCT的所有一致指标,与六个研究类似问题的试验的荟萃分析相一致。表明试验结果是一个异常值。使用适合目的数据的精心设计的数据库研究得出了与DOAC试验相同的结论,说明数据库研究如何通过加速对代表性不足的人群的洞察来补充因子XI抑制剂的随机对照试验,在临床实践中证明有效性和安全性,并测试更广泛的适应症。
    Direct oral anticoagulants (DOACs) revolutionized the management of thromboembolic disorders. Clinical care may be further improved as Factor XIs undergo large-scale outcome trials. What role can non-randomized database studies play in expediting understanding of these drugs in clinical practice? The RCT-DUPLICATIVE Initiative emulated the design of eight DOAC randomized clinical trials (RCT) using non-randomized claims database studies. RCT study design parameters and measurements were closely emulated by the database studies and produced highly concordant results. The results of the single database study that did not meet all agreement metrics with the specific RCT it was emulating were aligned with a meta-analysis of six trials studying similar questions, suggesting the trial result was an outlier. Well-designed database studies using fit-for-purpose data came to the same conclusions as DOAC trials, illustrating how database studies could complement RCTs for Factor XI inhibitors-by accelerating insights in underrepresented populations, demonstrating effectiveness and safety in clinical practice, and testing broader indications.
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  • 文章类型: Clinical Study
    背景:据报道,癌症患者中负面侵入性思维的发生率很高。β受体阻滞剂治疗的普遍使用者报告的癌症相关侵入性思维水平低于非使用者。这项研究的目的是调查是否开始β受体阻滞剂治疗降低了侵入性思想(共同主要终点)的患病率和严重程度以及焦虑的患病率,情绪低落,癌症幸存者的生活质量(次要终点)低。
    方法:关于患者报告的结果的数据,来自三个被诊断为结肠的瑞典患者的队列研究,前列腺癌或直肠癌与从瑞典处方药物注册中心检索的β受体阻滞剂处方数据相结合.两项随机对照试验被模拟。试验1在诊断后1年进行随访,试验2在诊断后2年随访,两项试验的基线均为随访前12个月.那些在基线和随访之间开始β受体阻滞剂治疗的人被分配为活动组,那些没有被分配到对照组。使用贝叶斯有序逻辑回归分析所有终点。
    结果:试验1由活动组组成,n=59,对照组,n=3936。试验2由活动组组成,n=87,对照组,n=3132。大多数参与者是男性,83%在试验1和94%在试验2。在试验1中,Active组的侵入性思维的患病率和严重程度较低,但在任一试验中,组间均无显著差异。情绪低落的患病率,在两项试验中,Active组的生活质量和焦虑时间较差,在试验1和试验2中,生活质量存在显著差异.
    结论:模拟试验没有证据表明β受体阻滞剂治疗对侵入性思维有保护作用。与对照组相比,活动组的生活质量降低,焦虑升高。
    背景:三项队列研究注册于isrctn.com/clinicaltrials.gov(ISRCTN06393679、NCT02530593和NCT01477229)。
    BACKGROUND: High rates of negative intrusive thoughts have been reported among cancer patients. Prevalent users of beta-blocker therapy have reported lower levels of cancer related intrusive thoughts than non-user. The aim of this study is to investigate if initiation of beta-blocker therapy reduces the prevalence and severity of intrusive thoughts (co-primary endpoints) and the prevalence of anxiety, depressed mood, and low quality of life (secondary endpoints) in cancer survivors.
    METHODS: Data on patient-reported outcomes from three cohort studies of Swedish patients diagnosed with colon, prostate or rectal cancer were combined with data on beta-blocker prescriptions retrieved from the Swedish Prescribed Drug Register. Two randomized controlled trials were emulated. Trial 1 had follow-up 1 year after diagnosis, trial 2 had follow-up 2 years after diagnosis, baseline in both trials was 12 months before follow-up. Those who initiated beta-blocker therapy between baseline and follow-up was assigned Active group, those who did not was assigned Control group. All endpoints were analysed using Bayesian ordered logistic regression.
    RESULTS: Trial 1 consisted of Active group, n = 59, and Control group, n = 3936. Trial 2 consisted of Active group, n = 87, and Control group, n = 3132. The majority of participants were men, 83% in trial 1 and 94% in trial 2. The prevalence and severity of intrusive thoughts were lower in the Active group in trial 1, but no significant differences between groups were found in either trial. The prevalence of depressed mood, worse quality of life and periods of anxiety were higher in the Active group in both trials with significant differences for quality of life in trial 1 and anxiety in trial 2.
    CONCLUSIONS: The emulated trials demonstrated no evidence of a protective effect of beta-blocker therapy against intrusive thoughts. The Active group had reduced quality of life and elevated anxiety compared to the Control group.
    BACKGROUND: The three cohort studies were registered at isrctn.com/clinicaltrials.gov (ISRCTN06393679, NCT02530593 and NCT01477229).
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  • 文章类型: Journal Article
    没有关于阻塞性睡眠呼吸暂停(OSA)患者使用β受体阻滞剂与死亡率或心血管结局之间的关联的真实证据。我们旨在研究使用β受体阻滞剂对OSA患者全因死亡率和心血管疾病(CVD)的影响。
    我们使用IMRD-UK数据库(以前称为THIN数据库),对2000年1月1日至2021年11月30日期间的37581例新诊断OSA患者进行了一项目标试验模拟研究。我们比较了在一年内开始β受体阻滞剂治疗与非β受体阻滞剂治疗的治疗策略。协变量,包括患者人口统计学,生活方式,合并症,和最近的药物,被测量和控制。对患者进行全因死亡率或复合CVD结局的随访(心绞痛,心肌梗塞,中风/短暂性脑缺血发作,心力衰竭,或心房颤动)。我们估计了五年的绝对风险,具有95%置信区间(CI)的标准化风险差异和风险比,加权混合逻辑回归,这是一个用于生存分析的离散时间风险模型。进行了几项敏感性分析,包括解决丢失数据的多个插补。
    中位随访时间为4.1(四分位距,1.9-7.8)年。在β受体阻滞剂使用者中,全因死亡率和CVD结局的五年绝对风险分别为4.9%(95%CI,3.8-6.0)和13.0%(95%CI,11.4-15.0),非β受体阻滞剂使用者中的4.0%(95%CI,3.8-4.2)和9.4%(95%CI,9.1-9.7),分别。全因死亡率和CVD结局的五年绝对风险差异和风险比分别为0.9%(95%CI,-0.2至2.1)和1.22(95%CI,0.96-1.54),和3.5%(95%CI,2.1-5.5)和1.37(95%CI,1.22-1.62),分别。敏感性分析的结果是一致的。
    β受体阻滞剂治疗与OSA患者的CVD风险增加和死亡风险增加趋势相关。需要进一步的研究来证实我们的发现。
    香港特别行政区政府创新科技委员会。
    UNASSIGNED: There is no real-world evidence regarding the association between beta-blocker use and mortality or cardiovascular outcomes in patients with obstructive sleep apnoea (OSA). We aimed to investigate the impact of beta-blocker use on all-cause mortality and cardiovascular diseases (CVDs) in patients with OSA.
    UNASSIGNED: We conducted a target trial emulation study of 37,581 patients with newly diagnosed OSA from 1st January 2000 to 30th November 2021 using the IMRD-UK database (formerly known as the THIN database). We compared the treatment strategies of initiating beta-blocker treatment within one year versus non-beta-blocker treatment through the method of clone-censor-weight. Covariates, including patients\' demographics, lifestyle, comorbidities, and recent medications, were measured and controlled. Patients were followed up for all-cause mortality or composite CVD outcomes (angina, myocardial infarction, stroke/transient ischaemic attack, heart failure, or atrial fibrillation). We estimated the five-year absolute risks, risk differences and risk ratio with 95% confidence intervals (CIs) with standardised, weighted pooled logistic regression, which is a discrete-time hazard model for survival analysis. Several sensitivity analyses were performed, including multiple imputation addressing the missing data.
    UNASSIGNED: The median follow-up time was 4.1 (interquartile range, 1.9-7.8) years. The five-year absolute risk of all-cause mortality and CVD outcomes were 4.9% (95% CI, 3.8-6.0) and 13.0% (95% CI, 11.4-15.0) among beta-blocker users, and 4.0% (95% CI, 3.8-4.2) and 9.4% (95% CI, 9.1-9.7) among non-beta-blocker users, respectively. The five-year absolute risk difference and risk ratio between the two groups for all-cause mortality and CVD outcomes were 0.9% (95% CI, -0.2 to 2.1) and 1.22 (95% CI, 0.96-1.54), and 3.5% (95% CI, 2.1-5.5) and 1.37 (95% CI, 1.22-1.62), respectively. Findings were consistent across the sensitivity analyses.
    UNASSIGNED: Beta-blocker treatment was associated with an increased risk of CVD and a trend for an increased risk of mortality among patients with OSA. Further studies are needed to confirm our findings.
    UNASSIGNED: Innovation and Technology Commission of the Hong Kong Special Administration Region Government.
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  • 文章类型: Review
    背景:进行随机对照试验是不切实际的,另一种选择是进行观察性研究。然而,由于存在多种统计偏差的风险,从观测数据中做出有效的因果推断是具有挑战性的.2016年,Hernán和Robins提出了“目标试验框架”,作为最佳设计和分析观察性研究的指南,同时防止最常见的偏见。这个框架包括(1)明确定义一个关于干预的因果问题,(2)指定假设试验的方案,(3)解释如何使用观测数据来模拟它。
    方法:本范围审查的目的是确定和审查所有医学领域的试验模拟研究的所有明确尝试。Embase,搜索了Medline和WebofScience,以获取从数据库开始到2021年2月25日以英文发表的试验仿真研究。以下信息是从被认为有资格审查的研究中提取的:主题领域,他们利用的观察数据的类型,以及他们用来解决以下偏见的统计方法:(A)混杂偏见,(B)不朽的时间偏见,和(C)选择偏差。
    结果:搜索得出617项研究,其中38个我们认为有资格审查。在这38项研究中,最专注于心脏病学,传染病或肿瘤学,大多数使用电子健康记录/电子病历数据和队列研究数据。使用不同的统计方法来解决基线和选择偏差的混淆问题,主要取决于混杂因素(N=18/49,37%)和审查权重的逆概率(N=7/20,35%)。不同的方法被用来解决不朽的时间偏差,在随访开始时根据他们在该特定时间获得的数据(N=21,55%)将个体分配到治疗策略,使用序贯试验模拟方法(N=11,29%)或克隆方法(N=6,16%)。
    结论:可以利用不同的方法来解决(A)混淆偏差,(B)不朽的时间偏见,和(C)选择偏差。在处理观测数据时,如果可能的话,应使用“目标试验”框架,因为它为观察性研究提供了结构化的概念性方法.
    When conducting randomised controlled trials is impractical, an alternative is to carry out an observational study. However, making valid causal inferences from observational data is challenging because of the risk of several statistical biases. In 2016 Hernán and Robins put forward the \'target trial framework\' as a guide to best design and analyse observational studies whilst preventing the most common biases. This framework consists of (1) clearly defining a causal question about an intervention, (2) specifying the protocol of the hypothetical trial, and (3) explaining how the observational data will be used to emulate it.
    The aim of this scoping review was to identify and review all explicit attempts of trial emulation studies across all medical fields. Embase, Medline and Web of Science were searched for trial emulation studies published in English from database inception to February 25, 2021. The following information was extracted from studies that were deemed eligible for review: the subject area, the type of observational data that they leveraged, and the statistical methods they used to address the following biases: (A) confounding bias, (B) immortal time bias, and (C) selection bias.
    The search resulted in 617 studies, 38 of which we deemed eligible for review. Of those 38 studies, most focused on cardiology, infectious diseases or oncology and the majority used electronic health records/electronic medical records data and cohort studies data. Different statistical methods were used to address confounding at baseline and selection bias, predominantly conditioning on the confounders (N = 18/49, 37%) and inverse probability of censoring weighting (N = 7/20, 35%) respectively. Different approaches were used to address immortal time bias, assigning individuals to treatment strategies at start of follow-up based on their data available at that specific time (N = 21, 55%), using the sequential trial emulations approach (N = 11, 29%) or the cloning approach (N = 6, 16%).
    Different methods can be leveraged to address (A) confounding bias, (B) immortal time bias, and (C) selection bias. When working with observational data, and if possible, the \'target trial\' framework should be used as it provides a structured conceptual approach to observational research.
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  • 文章类型: Journal Article
    目的:外科医生和医院相关特征,如音量,可能与治疗选择和结果相关。由于数据的聚类性质,利用倾向得分(PS)分析来核算这些协变量可能是具有挑战性的。与逻辑回归相比,我们使用随机效应建模(REM)研究了六种不同的PS估计策略。方法:使用蒙特卡罗模拟来生成可变的聚类水平混杂强度[优势比(OR)=1.01-2.5]和聚类大小(每个聚类20-1,000名患者)。比较了以下PS估计策略:i)逻辑回归,省略了聚类水平的混杂因素;ii)逻辑回归,包括聚类水平的混杂因素;iii)与ii)相同,但包括跨水平的相互作用;iv),v),andvi),类似于i),),andiii),分别,而是使用快速眼动而不是逻辑回归。在部分与全膝关节置换(TKR)手术的试验仿真中测试了相同的策略,将观察性估计值与基于试验的估计值作为偏倚的替代变量进行比较.性能指标包括偏差和均方误差(MSE)。结果:在大多数模拟场景中,逻辑回归,包括集群级混杂因素,导致最低的偏差和MSE,例如,50个簇×200个个体,混杂强度OR=1.5,相对偏差为10%,与(iv)的32%和0.010相比,(i)的MSE为0.003。试验仿真的结果也给出了类似的趋势。结论:Logistic回归,包括患者和外科医生/医院层面的混杂因素,似乎是PS估计的首选策略。
    Purpose: Surgeon and hospital-related features, such as volume, can be associated with treatment choices and outcomes. Accounting for these covariates with propensity score (PS) analysis can be challenging due to the clustered nature of the data. We studied six different PS estimation strategies for clustered data using random effects modelling (REM) compared with logistic regression. Methods: Monte Carlo simulations were used to generate variable cluster-level confounding intensity [odds ratio (OR) = 1.01-2.5] and cluster size (20-1,000 patients per cluster). The following PS estimation strategies were compared: i) logistic regression omitting cluster-level confounders; ii) logistic regression including cluster-level confounders; iii) the same as ii) but including cross-level interactions; iv), v), and vi), similar to i), ii), and iii), respectively, but using REM instead of logistic regression. The same strategies were tested in a trial emulation of partial versus total knee replacement (TKR) surgery, where observational versus trial-based estimates were compared as a proxy for bias. Performance metrics included bias and mean square error (MSE). Results: In most simulated scenarios, logistic regression, including cluster-level confounders, led to the lowest bias and MSE, for example, with 50 clusters × 200 individuals and confounding intensity OR = 1.5, a relative bias of 10%, and MSE of 0.003 for (i) compared to 32% and 0.010 for (iv). The results from the trial emulation also gave similar trends. Conclusion: Logistic regression, including patient and surgeon-/hospital-level confounders, appears to be the preferred strategy for PS estimation.
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  • 文章类型: Journal Article
    背景:OmicronB.1.1.529变种在双重接种疫苗的个体中增加了严重急性呼吸道综合症冠状病毒2(SARS-CoV-2)的感染,特别是在牛津-阿斯利康COVID-19疫苗(ChAdOx1)接受者中。为了解决感染,英国的加强疫苗接种计划使用信使核糖核酸(mRNA)疫苗,而不考虑个人的主要疗程疫苗类型,并优先考虑临床上脆弱的人群。这些mRNA疫苗包括Pfizer-BioNTechCOVID-19疫苗(BNT162b2)和ModernaCOVID-19疫苗(mRNA-1273)。对于针对SARs-COV-2感染的mRNA加强疫苗的不同初级疫苗接种过程的有效性以及随时间变化的混杂因素如何影响这些评估,了解有限。
    方法:将试验模拟应用于英格兰和威尔士的前瞻性社区观察队列,以减少因年龄优先接种疫苗而引起的随时间变化的混杂因素。脆弱性和暴露。试验模拟是通过荟萃分析8个成人队列结果进行的,这些结果的加强疫苗接种在2021年9月16日至2022年1月5日之间交错进行,然后一直持续到2022年1月23日。从加强疫苗接种到SARS-CoV-2感染的时间,使用Cox比例风险模型对随访失败或研究结束进行建模,并根据年龄进行校正,性别,少数民族地位,临床脆弱性和剥夺。
    结果:共分析了19159名参与者,拥有11709ChAdOx1初级课程和7450BNT162b2初级课程。年龄中位数,临床易损性状态和感染率随时间波动。在mRNA增强的成年人中,7.4%(n=863)的ChAdOx1初级课程的增强成年人经历了SARS-CoV-2感染,而以BNT162b2为主要课程的人中有7.7%(n=571)。合并调整风险比(aHR)为1.01,95%置信区间(CI)为:0.90至1.13。
    结论:mRNA加强剂量后,我们发现,与BNT162b2初级课程和ChAdOx1初级课程相比,在保护方面没有差异。这与之前的研究结果相反,之前的研究表明BNT162b2在预防感染方面比ChAdOx1更有效。
    The Omicron B.1.1.529 variant increased severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infections in doubly vaccinated individuals, particularly in the Oxford-AstraZeneca COVID-19 vaccine (ChAdOx1) recipients. To tackle infections, the UK\'s booster vaccination programmes used messenger ribonucleic acid (mRNA) vaccines irrespective of an individual\'s primary course vaccine type, and prioritized the clinically vulnerable. These mRNA vaccines included the Pfizer-BioNTech COVID-19 vaccine (BNT162b2) the Moderna COVID-19 vaccine (mRNA-1273). There is limited understanding of the effectiveness of different primary vaccination courses on mRNA booster vaccines against SARs-COV-2 infections and how time-varying confounders affect these evaluations.
    Trial emulation was applied to a prospective community observational cohort in England and Wales to reduce time-varying confounding-by-indication driven by prioritizing vaccination based upon age, vulnerability and exposure. Trial emulation was conducted by meta-analysing eight adult cohort results whose booster vaccinations were staggered between 16 September 2021 and 05 January 2022 and followed until 23 January 2022. Time from booster vaccination until SARS-CoV-2 infection, loss of follow-up or end of study was modelled using Cox proportional hazard models and adjusted for age, sex, minority ethnic status, clinically vulnerability and deprivation.
    A total of 19 159 participants were analysed, with 11 709 ChAdOx1 primary courses and 7450 BNT162b2 primary courses. Median age, clinical vulnerability status and infection rates fluctuate through time. In mRNA-boosted adults, 7.4% (n = 863) of boosted adults with a ChAdOx1 primary course experienced a SARS-CoV-2 infection compared with 7.7% (n = 571) of those who had BNT162b2 as a primary course. The pooled adjusted hazard ratio (aHR) was 1.01 with a 95% confidence interval (CI) of: 0.90 to 1.13.
    After an mRNA booster dose, we found no difference in protection comparing those with a primary course of BNT162b2 with those with a ChAdOx1 primary course. This contrasts with pre-booster findings where previous research shows greater effectiveness of BNT162b2 than ChAdOx1 in preventing infection.
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