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比较临床试验人群代表性与真实世界人群:一项涵盖英国989种独特药物和286种病症的43895项试验及5685738名个体的外部有效性分析。

Comparing clinical trial population representativeness to real-world populations: an external validity analysis encompassing 43 895 trials and 5 685 738 individuals across 989 unique drugs and 286 conditions in England.

作者信息

Tan Yen Yi, Papez Vaclav, Chang Wai Hoong, Mueller Stefanie H, Denaxas Spiros, Lai Alvina G

机构信息

Institute of Health Informatics, University College London, London, UK.

Institute of Health Informatics, University College London, London, UK.

出版信息

Lancet Healthy Longev. 2022 Oct;3(10):e674-e689. doi: 10.1016/S2666-7568(22)00186-6. Epub 2022 Sep 20.

DOI:10.1016/S2666-7568(22)00186-6
PMID:36150402
Abstract

BACKGROUND

Randomised controlled trials (RCTs) inform prescription guidelines, but stringent eligibility criteria exclude individuals with vulnerable characteristics, which we define as comorbidities, concomitant medication use, and vulnerabilities due to age. Poor external validity can result in inadequate treatment decision information. Our first aim was to quantify the extent of exclusion of individuals with vulnerable characteristics from RCTs for all prescription drugs. Our second aim was to quantify the prevalence of individuals with vulnerable characteristics from population electronic health records who are actively prescribed such drugs. In tandem, these two aims will allow us to assess the representativeness between RCT and real-world populations and identify vulnerable populations potentially at risk of inadequate treatment decision information. When a vulnerable population is highly excluded from RCTs but has a high prevalence of individuals actively being prescribed the same medication, there is likely to be a gap in treatment decision information. Our third aim was to investigate the use of real-world evidence in contributing towards quantifying missing treatment risk or benefit through an observational study.

METHODS

We extracted RCTs from ClinicalTrials.gov from its inception to April 28, 2021, and primary care records from the Clinical Practice Research Datalink Gold database from Jan 1, 1998, to Dec 31, 2020. We referred to the British National Formulary to classify prescription drugs into drug categories. We conducted descriptive analyses and quantified RCT exclusion and prevalence of individuals with vulnerable characteristics for comparison to identify populations without treatment decision information. Exclusion and prevalence were assessed separately for different age groups, individual clinical specialities, and for quantities of concomitant conditions by clinical specialities, where multimorbidity was defined as having two or more clinical specialties, and medications prescribed, where polypharmacy was defined as having five or more medications prescribed. Population trends of individuals with multimorbidity or polypharmacy were assessed separately by age group. We conducted an observational cohort study to validate the use of real-world evidence in contributing towards quantifying treatment risk or benefit for patients with dementia on anti-dementia drugs with and without a contraindicated clinical speciality. To do so, we identified the clinical specialities that anti-dementia drug RCTs highly excluded yet had corresponding high prevalence in the real-world population, forming the groups with highest risk of having scarce treatment decision information. Cox regression was used to assess if the risk of mortality outcomes differs between both groups.

FINDINGS

43 895 RCTs from ClinicalTrials.gov and 5 685 738 million individuals from primary care records were used. We considered 989 unique drugs and 286 conditions across 13 drug-category cohorts. For the descriptive analyses, the median RCT exclusion proportion across 13 drug categories was 81·5% (IQR 76·7-85·5) for adolescents (aged <18 years), 26·3% (IQR 21·0-29·5) for individuals older than 60 years, 40·5% (IQR 33·7-43·0) for individuals older than 70 years, and 52·9% (IQR 47·1-56·0) for individuals older than 80 years. Multimorbidity had a median exclusion proportion of 91·1% (IQR 88·9-91·8) and median prevalence of 41·0% (IQR 34·9-46·0). Concomitant medication use had a median exclusion proportion of 52·5% (IQR 50·0-53·7) and a median prevalence of 94·3% (IQR 84·3-97·2), and polypharmacy had a median prevalence of 47·7% (IQR 38·0-56·1). Population trends show increasing multimorbidity with age and consistently high polypharmacy across age groups. Populations with cardiovascular or otorhinolaryngological comorbidities had the highest risk of having scarce treatment decision information. For the observational study, populations with cardiovascular or psychiatric comorbidities had highest risk of having scarce treatment decision information. Patients with dementia with an anti-dementia prescription and contraindicated cardiovascular condition had a higher risk of mortality (hazard ratio [HR] 1·20 [95% CI 1·13-1·28 ; p<0·0001]) compared with patients with dementia without a contraindicated cardiovascular condition. Patients with dementia with comorbid delirium (HR 1·25 [95% CI 1·06-1·48]; p<0·0088), intellectual disability (HR 2·72 [95% CI 1·53-4·81]; p=0·0006), and schizophrenia and schizotypal delusional disorders (HR 1·36 [95% CI 1·02-1·82]; p=0·036) had a higher risk of mortality compared with patients with dementia without these conditions.

INTERPRETATION

Overly stringent RCT exclusion criteria do not appropriately account for the heterogeneity of vulnerable characteristics observed in real-world populations. Treatment decision information is scarce for such individuals, which might affect health outcomes. We discuss the challenges facing the inclusivity of such individuals and highlight the strength of real-world evidence as an integrative solution in complementing RCTs and increasing the completeness of evidence-based medicine assessments in evaluating the effectiveness of treatment decisions.

FUNDING

Wellcome Trust, National Institute for Health Research (NIHR) University College London Hospitals Biomedical Research Centre, NIHR Great Ormond Street Hospital Biomedical Research Centre, Academy of Medical Sciences, and the University College London Overseas Research Scholarship.

摘要

背景

随机对照试验(RCT)为处方指南提供依据,但严格的入选标准将具有易损特征的个体排除在外,我们将这些易损特征定义为合并症、同时使用的药物以及因年龄导致的易损性。外部效度不佳可能导致治疗决策信息不足。我们的首要目标是量化所有处方药的RCT中排除具有易损特征个体的程度。我们的第二个目标是量化来自人群电子健康记录中正在积极使用此类药物的具有易损特征个体的患病率。同时,这两个目标将使我们能够评估RCT与现实世界人群之间的代表性,并识别可能面临治疗决策信息不足风险的脆弱人群。当一个脆弱人群在RCT中被高度排除,但正在积极使用同一药物的个体患病率很高时,治疗决策信息可能会存在差距。我们的第三个目标是通过一项观察性研究,调查使用真实世界证据在量化缺失的治疗风险或益处方面的作用。

方法

我们从ClinicalTrials.gov数据库自创建至2021年4月28日提取RCT,并从临床实践研究数据链黄金数据库中提取1998年1月1日至2020年12月31日的初级保健记录。我们参考《英国国家处方集》将处方药分类为药物类别。我们进行描述性分析,并量化RCT排除情况以及具有易损特征个体的患病率,以进行比较,从而识别缺乏治疗决策信息的人群。针对不同年龄组、各个临床专科以及按临床专科划分的合并症数量分别评估排除情况和患病率,其中,多重疾病被定义为患有两种或更多临床专科疾病,同时使用的药物被定义为开具了五种或更多药物。按年龄组分别评估患有多重疾病或使用多种药物个体的人群趋势。我们进行了一项观察性队列研究,以验证使用真实世界证据在量化患有痴呆症且使用或未使用有禁忌临床专科的抗痴呆药物患者的治疗风险或益处方面的作用。为此,我们确定了抗痴呆药物RCT高度排除但在现实世界人群中患病率相应较高的临床专科,形成治疗决策信息最匮乏风险最高的组。使用Cox回归评估两组之间死亡结局风险是否存在差异。

结果

使用了来自ClinicalTrials.gov的43895项RCT以及来自初级保健记录的5685738万个体。我们考虑了13个药物类别队列中的989种独特药物和286种疾病。对于描述性分析,13个药物类别的RCT排除比例中位数在青少年(年龄<18岁)中为81.5%(四分位间距76.7 - 85.5),60岁以上个体为26.3%(四分位间距21.0 - 29.5),70岁以上个体为40.5%(四分位间距33.7 - 43.0),80岁以上个体为52.9%(四分位间距47.1 - 56.0)。多重疾病的排除比例中位数为91.1%(四分位间距88.9 - 91.8),患病率中位数为41.0%(四分位间距34.9 - 46.0)。同时使用药物的排除比例中位数为52.5%(四分位间距50.0 - 53.7),患病率中位数为94.3%(四分位间距84.3 - 97.2),使用多种药物的患病率中位数为47.7%(四分位间距38.0 - 56.1)。人群趋势显示,多重疾病随年龄增加,各年龄组使用多种药物的情况一直很高。患有心血管或耳鼻喉科合并症的人群治疗决策信息匮乏的风险最高。对于观察性研究,患有心血管或精神科合并症的人群治疗决策信息匮乏的风险最高。患有痴呆症且开具抗痴呆药物并有禁忌心血管疾病的患者与没有禁忌心血管疾病的痴呆症患者相比,死亡风险更高(风险比[HR] 1.20 [95%置信区间1.13 - 1.28;p<0.0001])。患有痴呆症且合并谵妄(HR 1.25 [95%置信区间1.06 - 1.48];p<0.0088)、智力残疾(HR 2.72 [95%置信区间1.53 - 4.81];p = 0.0006)以及精神分裂症和分裂型妄想障碍(HR 1.36 [95%置信区间1.02 - 1.82];p = 0.036)的患者与没有这些疾病的痴呆症患者相比,死亡风险更高。

解读

过于严格的RCT排除标准未能适当考虑现实世界人群中观察到的易损特征的异质性。此类个体的治疗决策信息匮乏,这可能会影响健康结局。我们讨论了纳入此类个体所面临的挑战,并强调了真实世界证据作为一种综合解决方案在补充RCT以及提高循证医学评估在评估治疗决策有效性方面的证据完整性方面的优势。

资助

惠康信托基金会、英国国家卫生研究院(NIHR)伦敦大学学院医院生物医学研究中心、NIHR大奥蒙德街医院生物医学研究中心、医学科学院以及伦敦大学学院海外研究奖学金。

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