comparative effectiveness research

比较有效性研究
  • 文章类型: Journal Article
    以患者为中心的结果研究所(PCORI)资助了多项大规模比较有效性临床试验,评估姑息治疗(PC)和提前护理计划(ACP)医疗保健交付模式。本文概述了我们的调查小组在实施这些试验时遇到的最常见障碍,以及我们用来克服这些挑战的策略。特别注意确定多站点试验的研究伙伴;解决合同和监管问题;建立团队治理结构;培训和吸引跨站点的研究人员;招聘,同意,并招募研究参与者;收集PC和ACP数据和研究结果;并管理多站点合作。本文的目的是提供有关如何最好地计划和进行严格的试验评估PC和ACP医疗服务干预措施的指导。
    The Patient-Centered Outcomes Research Institute (PCORI) funded multiple large-scale comparative effectiveness clinical trials evaluating palliative care (PC) and advance care planning (ACP) healthcare delivery models. This article provides an overview of the most common barriers our investigative teams encountered while implementing these trials and the strategies we utilized to overcome these challenges, with particular attention to identifying research partners for multisite trials; addressing contracting and regulatory issues; creating a team governance structure; training and engaging study staff across sites; recruiting, consenting, and enrolling study participants; collecting PC and ACP data and study outcomes; and managing multisite collaborations. The goal of this article is to provide guidance on how to best plan for and conduct rigorous trials evaluating PC and ACP healthcare delivery interventions moving forward.
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  • 文章类型: Journal Article
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  • 文章类型: Journal Article
    本期AJE包括三篇文章(两篇报告原始分析和一篇系统综述),其中非介入研究使用现有的随机对照试验(RCT)作为参考标准,为非介入研究设计提供信息。并对结果进行基准测试。这篇评论简要介绍了非干预性比较有效性研究的挑战,在阐述(I)基于指定的现有RCT进行非介入研究设计的潜在益处和挑战之前,(ii)基于指定的现有RCT设计分析与仅基于假设的目标试验的研究之间的区别。最后,提供了一些基于现有RCTs的非干预性研究的开展和报告建议.
    This issue of AJE includes three articles (two reporting original analyses and one systematic review) in which non-interventional studies used an existing randomized controlled trial (RCT) as a reference standard to both inform non-interventional study design, and to benchmark results against. This commentary provides a brief background on the challenges of non-interventional comparative effectiveness research, before elaborating on (i) the potential benefits and challenges of basing non-interventional study design on a specified existing RCT, and (ii) the distinction between designing analysis based upon a specified existing RCT and studies based solely upon a hypothetical target trial. Finally, a number of recommendations for the conduct and reporting of non-interventional studies based upon existing RCTs are provided.
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  • 文章类型: Journal Article
    背景:将根治性前列腺切除术(RP)与放射治疗(RT)进行比较的研究一致表明,与RP相比,接受RT的患者发生其他原因死亡(OCM)的风险更高,表示前患者的健康状况较差。我们旨在评估RP与RT对具有同等OCM风险的队列中癌症特异性死亡率(CSM)的影响。
    方法:查询SEER数据库以确定2004年至2009年之间的非转移性PCa患者。根据计算的10年OCM风险对患者进行匹配,并根据D\'Amico风险评分和Gleason等级进一步分层。Cox回归模型用于计算10年OCM风险。基于计算的OCM风险的倾向评分用于匹配RP和RT患者。累积发生率曲线和竞争风险回归分析用于检查匹配队列中治疗对CSM的影响。
    结果:我们确定了55,106名接受RP治疗的PCa患者和36,674名接受RT治疗的PCa患者。比赛结束后,6,506例患者的RT与RP的分布相等,OCM率无差异(P=2)。10年的CSM率分别为8.8%和0.6%(P=0.01)的RT与RP的不良中间风险(格里森评分4+3)和7.9%比3.9%(P=.003)的高风险疾病。在RT和RP患者中,对于有利的中度风险(Gleason评分34)和低危疾病,CSM没有差异。
    结论:在两个臂之间具有可比OCM的PCa患者的匹配队列中,与RT相比,RP仅在中高危人群中产生了更有利的CSM率。
    BACKGROUND: Studies comparing radical prostatectomy (RP) to radiation therapy (RT) have consistently shown that patients undergoing RT have a higher risk of other-cause mortality (OCM) compared to RP, signifying poor health status of the former patients. We aimed to evaluate the impact of RP versus RT on cancer-specific mortality (CSM) over a cohort with equivalent OCM risk.
    METHODS: The SEER database was queried to identify patients with nonmetastatic PCa between 2004 and 2009. Patients were matched based on their calculated 10-year OCM risk and further stratified for D\'Amico Risk Score and Gleason Grade. A Cox-regression model was used to calculate the 10-year OCM risk. Propensity-score based on the calculated OCM risk were used to match RP and RT patients. Cumulative incidence curves and Competing-risk regression analyses were used to examine the impact of treatment on CSM in the matched cohort.
    RESULTS: We identified 55,106 PCa patients treated with RP and 36,674 treated with RT. After match, 6,506 patients were equally distributed for RT versus RP, with no difference in OCM rates (P = .2). The 10-year CSM rates were 8.8% versus 0.6% (P = .01) for RT versus RP in patients with unfavorable-intermediate-risk (Gleason Score 4 + 3) and 7.9% versus 3.9% (P = .003) for high-risk disease. There was no difference in CSM among RT and RP patients for favorable-intermediate-risk (Gleason Score 3 + 4) and low-risk disease.
    CONCLUSIONS: In a matched cohort of PCa patients with comparable OCM between the 2 arms, RP yielded a more favorable CSM rate compared to RT only for unfavorable-intermediate- and high-risk groups.
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  • 文章类型: Journal Article
    生物仿制药的出现可能会增加牛皮癣中生物制剂的剂量递增频率。
    为了探讨阿达木单抗依那西普剂量递增的频率和结果,和ustekinumab.
    数据来自DermaReg-Pso,斯德哥尔摩的牛皮癣登记册,瑞典。主要的暴露是治疗,主要结局是剂量递增。我们通过估计药物生存率和银屑病面积和严重程度指数(PASI)的变化来描述剂量递增的结果。
    554名患者使用阿达木单抗治疗946次发作,依那西普,或ustekinumab。剂量递增的累积发生率为4.1/100治疗年。ustekinumab与阿达木单抗和ustekinumab与依那西普剂量递增的危害比(HR)为1.93(95%CI:1.25-2.98),和2.20(95%CI:1.42-3.41),分别。剂量递增后,与ustekinumab相比,阿达木单抗和依那西普停药的HR分别为3.10(95%CI:1.56-6.18)和7.15(95%CI:3.96-12.94),分别。与依那西普剂量递增前相比,PASI较高(p=0.036),但不是阿达木单抗(p=0.832)或ustekinumab(p=0.300)。
    与阿达木单抗或依那西普相比,使用ustekinumab的剂量增加相对更频繁;然而,阿达木单抗和依那西普剂量递增后停药比ustekinumab更常见.
    UNASSIGNED: The advent of biosimilars may increase the frequency of dose escalation with biologics in psoriasis.
    UNASSIGNED: To explore the frequency and outcomes of dose escalation with adalimumab etanercept, and ustekinumab.
    UNASSIGNED: Data were extracted from DermaReg-Pso, a psoriasis register in Stockholm, Sweden. The main exposure was treatment, and the main outcome was dose escalation. We describe outcomes with dose escalation by estimating drug survival and changes in the Psoriasis Area and Severity Index (PASI).
    UNASSIGNED: 554 patients had 946 treatment episodes with adalimumab, etanercept, or ustekinumab. The cumulative incidence of dose escalation was 4.1 per 100 treatment years. The Hazard Ratios (HRs) for dose escalation with ustekinumab vs adalimumab and ustekinumab vs etanercept were 1.93 (95% CI: 1.25-2.98), and 2.20 (95% CI: 1.42-3.41), respectively. After dose escalation, the HRs for treatment discontinuation with adalimumab and etanercept compared with ustekinumab were 3.10 (95% CI: 1.56-6.18) and 7.15 (95% CI: 3.96-12.94), respectively. PASI was higher after compared to before dose escalation for etanercept (p = 0.036), but not for adalimumab (p = 0.832) or ustekinumab (p = 0.300).
    UNASSIGNED: Dose escalation was comparatively more frequent with ustekinumab than with adalimumab or etanercept; however, treatment discontinuation after dose escalation was more common with adalimumab and etanercept than ustekinumab.
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  • 文章类型: Journal Article
    Talquetamab是第一个被批准用于治疗三类暴露(TCE)复发性/难治性多发性骨髓瘤(RRMM)的GPRC5D靶向双特异性抗体。进行了这项匹配调整的间接比较(MAIC)研究,以比较talquetamab与selinexor-地塞米松(sel-dex)和belantamabmafodotin(belamaf)在TCERRMM患者中的有效性。
    使用来自MonumenTAL-1(NCT03399799/NCT04636552)的皮下talquetamab每周0.4mg/kg和每隔一周0.8mg/kg(Q2W)治疗的患者的个体患者水平数据进行了非锚定MAIC,并发表了来自STORM(NCT02336815)和NAMDREbel678纳入符合STORM和DREAMM-2关键资格标准的MonumenTAL-1患者。感兴趣的结果是总体反应率(ORR),完全反应或更好(≥CR),响应持续时间(DOR),无进展生存期(PFS),总生存率(OS)。
    调整交叉试验差异后,使用两种给药方案的talquetamab治疗的患者显示出明显更好的ORR,≥CR,DORvssel-dex,ORR和≥CRvsbelamaf明显更高;DOR与belamaf相对相似。使用talquetamabQ2W可显着改善PFS,并且在数值上有利于talquetamabQW与sel-dex,并且使用talquetamab与belamaf的两种给药方案可显着改善。talquetamab与sel-dex的两种给药方案均显着改善了OS,并且在数字上有利于talquetamab与belamaf的两种给药方案。
    这些分析显示,talquetamab给药方案与sel-dex和belamaf相比,在大多数结果中具有优异的有效性,并强调talquetamab是TCERRMM患者的有效治疗选择。
    UNASSIGNED: Talquetamab is the first GPRC5D-targeting bispecific antibody approved for the treatment of triple-class exposed (TCE) relapsed/refractory multiple myeloma (RRMM). This matching-adjusted indirect comparison (MAIC) study was conducted to compare the effectiveness of talquetamab vs selinexor-dexamethasone (sel-dex) and vs belantamab mafodotin (belamaf) in patients with TCE RRMM.
    UNASSIGNED: An unanchored MAIC was performed using individual patient-level data from patients treated with subcutaneous talquetamab 0.4 mg/kg weekly (QW) and 0.8 mg/kg every other week (Q2W) from MonumenTAL-1 (NCT03399799/NCT04636552) and published summary data for sel-dex from STORM (NCT02336815) and belamaf from DREAMM-2 (NCT0325678). Patients from MonumenTAL-1 who met key eligibility criteria for STORM and DREAMM-2 were included. Outcomes of interest were overall response rate (ORR), complete response or better (≥CR), duration of response (DOR), progression-free survival (PFS), and overall survival (OS).
    UNASSIGNED: After adjustment for cross-trial differences, patients treated with both dosing schedules of talquetamab showed significantly better ORR, ≥CR, and DOR vs sel-dex and significantly higher ORR and ≥ CR vs belamaf; DOR was relatively similar to belamaf. PFS was significantly improved with talquetamab Q2W and numerically in favor of talquetamab QW vs sel-dex and significantly improved with both dosing schedules of talquetamab vs belamaf. OS was significantly improved with both dosing schedules of talquetamab vs sel-dex and was numerically in favor of both dosing schedules of talquetamab vs belamaf.
    UNASSIGNED: These analyses show superior effectiveness of both talquetamab dosing schedules vs sel-dex and vs belamaf for most outcomes and highlight talquetamab as an effective treatment option for patients with TCE RRMM.
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  • 文章类型: Journal Article
    背景:钠-葡萄糖协同转运蛋白2抑制剂(SGLT2is)和胰高血糖素样肽-1受体激动剂(GLP-1RA)可降低2型糖尿病(T2DM)患者发生主要不良心血管事件(MACE)的风险。然而,它们相对于彼此和其他二线降糖药的有效性是未知的,没有任何重大的正面交锋的临床试验。
    目的:本研究的目的是比较SGLT2is的心血管有效性,GLP-1RA,二肽基肽酶-4抑制剂(DPP4is),和临床磺脲类药物(SUs)作为2型糖尿病的二线抗高血糖药。
    方法:跨LEGEND-T2DM(跨2型糖尿病数据库网络的大规模证据生成和评估)网络,包括10个联邦国际数据源,从1992年到2021年。总的来说,1,492,855名接受二甲双胍单药治疗的T2DM和心血管疾病(CVD)患者被确定为启动了4种二线药物中的1种(SGLT2is,GLP-1RA,DPP4is,或SU)。使用大规模倾向评分模型进行主动比较器目标试验仿真,以进行成对比较。在评估了经验均衡和种群普适性之后,治疗中Cox比例风险模型适合3点MACE(心肌梗死,中风,和死亡)和4点MACE(3点MACE加心力衰竭住院)风险和HR估计值使用随机效应荟萃分析进行组合。
    结果:超过520万患者年的随访时间和4.89亿患者天的风险时间,患者经历了25,982个3点MACE和41,447个4点MACE.SGLT2is和GLP-1RA的3点MACE风险低于DPP4is(HR:0.89[95%CI:0.79-1.00]和0.83[95%CI:0.70-0.98])和SU(HR:0.76[95%CI:0.65-0.89]和0.72[95%CI:0.58-0.88])。DPP4与低于SUs的3点MACE风险相关(HR:0.87;95%CI:0.79-0.95)。对于4点MACE结果也观察到3点MACE的模式。对于3点或4点MACE,SGLT2is和GLP-1RA之间没有显着差异(HR:1.06[95%CI:0.96-1.17]和1.05[95%CI:0.97-1.13])。
    结论:在T2DM和CVD患者中,发现SGLT2is和GLP-1RA可降低心血管风险,两种药物都比DPP4更有效,这反过来又比SUs更有效。这些研究结果表明,SGLT2is和GLP-1RAs的使用应优先作为二线药物在那些已建立的CVD。
    BACKGROUND: Sodium-glucose cotransporter 2 inhibitors (SGLT2is) and glucagon-like peptide-1 receptor agonists (GLP-1 RAs) reduce the risk of major adverse cardiovascular events (MACE) in patients with type 2 diabetes mellitus (T2DM). However, their effectiveness relative to each other and other second-line antihyperglycemic agents is unknown, without any major ongoing head-to-head clinical trials.
    OBJECTIVE: The aim of this study was to compare the cardiovascular effectiveness of SGLT2is, GLP-1 RAs, dipeptidyl peptidase-4 inhibitors (DPP4is), and clinical sulfonylureas (SUs) as second-line antihyperglycemic agents in T2DM.
    METHODS: Across the LEGEND-T2DM (Large-Scale Evidence Generation and Evaluation Across a Network of Databases for Type 2 Diabetes Mellitus) network, 10 federated international data sources were included, spanning 1992 to 2021. In total, 1,492,855 patients with T2DM and cardiovascular disease (CVD) on metformin monotherapy were identified who initiated 1 of 4 second-line agents (SGLT2is, GLP-1 RAs, DPP4is, or SUs). Large-scale propensity score models were used to conduct an active-comparator target trial emulation for pairwise comparisons. After evaluating empirical equipoise and population generalizability, on-treatment Cox proportional hazards models were fit for 3-point MACE (myocardial infarction, stroke, and death) and 4-point MACE (3-point MACE plus heart failure hospitalization) risk and HR estimates were combined using random-effects meta-analysis.
    RESULTS: Over 5.2 million patient-years of follow-up and 489 million patient-days of time at risk, patients experienced 25,982 3-point MACE and 41,447 4-point MACE. SGLT2is and GLP-1 RAs were associated with lower 3-point MACE risk than DPP4is (HR: 0.89 [95% CI: 0.79-1.00] and 0.83 [95% CI: 0.70-0.98]) and SUs (HR: 0.76 [95% CI: 0.65-0.89] and 0.72 [95% CI: 0.58-0.88]). DPP4is were associated with lower 3-point MACE risk than SUs (HR: 0.87; 95% CI: 0.79-0.95). The pattern for 3-point MACE was also observed for the 4-point MACE outcome. There were no significant differences between SGLT2is and GLP-1 RAs for 3-point or 4-point MACE (HR: 1.06 [95% CI: 0.96-1.17] and 1.05 [95% CI: 0.97-1.13]).
    CONCLUSIONS: In patients with T2DM and CVD, comparable cardiovascular risk reduction was found with SGLT2is and GLP-1 RAs, with both agents more effective than DPP4is, which in turn were more effective than SUs. These findings suggest that the use of SGLT2is and GLP-1 RAs should be prioritized as second-line agents in those with established CVD.
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  • 文章类型: Journal Article
    目的:尽管美国FDA鼓励医疗器械制造商提交真实世界证据(RWE)以支持监管决策,真实世界数据(RWD)产生适合决策的证据的能力尚不清楚.2017年医疗器械使用费修正案(MDUFAIV)授权国家卫生技术协调中心评估系统(NESTcc)进行试点项目,或\'测试用例\',评估当前RWD是否捕获了回答行业利益相关者提出的研究问题所需的信息。我们根据2020年至2022年之间进行的18个测试案例,综合了有关使用RWD进行研究的挑战以及研究团队为增强其从RWD生成证据的能力而使用的策略的关键经验教训。材料与方法:我们审查了每个测试用例小组的研究方案和报告,并与参与组织的代表进行了49次半结构化访谈。面试记录被编码和主题分析。结果:利益相关者在与RWD合作时遇到的挑战包括缺乏唯一的设备标识符,捕获关键数据元素及其在结构化数据中的适当含义,结构化数据中诊断和程序代码的可靠性有限,从非结构化电子健康记录(EHR)数据中提取信息,对长期研究终点的捕获有限,缺少数据和数据共享。成功的策略包括使用制造商和供应链数据,利用临床注册和注册报告流程来收集和汇总数据,查询标准化的EHR数据,实现自然语言处理算法并使用多学科研究团队。结论:测试案例确定了与RWD一起工作的众多挑战,但也有机会解决这些挑战,并提高研究人员使用RWD生成医疗设备证据的能力。
    Aim: Although the US FDA encourages manufacturers of medical devices to submit real-world evidence (RWE) to support regulatory decisions, the ability of real-world data (RWD) to generate evidence suitable for decision making remains unclear. The 2017 Medical Device User Fee Amendments (MDUFA IV), authorized the National Evaluation System for health Technology Coordinating Center (NESTcc) to conduct pilot projects, or \'Test-Cases\', to assess whether current RWD captures the information needed to answer research questions proposed by industry stakeholders. We synthesized key lessons about the challenges conducting research with RWD and the strategies used by research teams to enhance their ability to generate evidence from RWD based on 18 Test-Cases conducted between 2020 and 2022. Materials & methods: We reviewed study protocols and reports from each Test-Case team and conducted 49 semi-structured interviews with representatives of participating organizations. Interview transcripts were coded and thematically analyzed. Results: Challenges that stakeholders encountered in working with RWD included the lack of unique device identifiers, capturing key data elements and their appropriate meaning in structured data, limited reliability of diagnosis and procedure codes in structured data, extracting information from unstructured electronic health record (EHR) data, limited capture of long-term study end points, missing data and data sharing. Successful strategies included using manufacturer and supply chain data, leveraging clinical registries and registry reporting processes to collect and aggregate data, querying standardized EHR data, implementing natural language processing algorithms and using multidisciplinary research teams. Conclusion: The Test-Cases identified numerous challenges working with RWD but also opportunities to address these challenges and improve researchers\' ability to use RWD to generate evidence on medical devices.
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  • 文章类型: Journal Article
    当坚持这些药物时,比较不同的药物是复杂的。我们可以通过评估持续使用的有效性来克服依从性问题,就像通常的因果关系一样。然而,当持续使用在实践中难以满足时,这些资产的有用性可能是有限的。在这里,我们提出了一种不同的定义:依从性的可分离效应。这些资产比较了改良药物,持有固定的组件负责不遵守。在关于治疗成分作用机制的假设下,一种可分离的效果评估,可以量化药物启动策略对其中一种药物的依从性机制下感兴趣的结果的有效性。这些假设适合主题专家的询问,并且可以使用因果图进行评估。我们描述了一种构建可分离效应因果图的算法,说明如何使用这些图形来推理识别所需的假设,并提供半参数加权估计。
    Comparing different medications is complicated when adherence to these medications differs. We can overcome the adherence issue by assessing effectiveness under sustained use, as in usual causal \'per-protocol\' estimands. However, when sustained use is challenging to satisfy in practice, the usefulness of these estimands can be limited. Here we propose a different class of estimands: separable effects for adherence. These estimands compare modified medications, holding fixed a component responsible for non-adherence. Under assumptions about treatment components\' mechanisms of effect, a separable effects estimand can quantify the effectiveness of medication initiation strategies on an outcome of interest under the adherence mechanism of one of the medications. These assumptions are amenable to interrogation by subject-matter experts and can be evaluated using causal graphs. We describe an algorithm for constructing causal graphs for separable effects, illustrate how these graphs can be used to reason about assumptions required for identification, and provide semi-parametric weighted estimators.
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  • 文章类型: Journal Article
    目标:监管和卫生技术评估(HTA)机构越来越多地发布框架,指导方针,以及在医疗保健决策中使用真实世界证据(RWE)的建议。这些文件的范围和内容的变化,更新并行运行,可能会给它们的实施带来挑战,尤其是在药品生命周期的市场授权和报销阶段。此环境扫描旨在全面识别和总结大多数完善的监管和报销机构为RWE制定的指导文件,以及其他专注于医疗保健决策的组织,并呈现它们的异同。方法:RWE指导文件,包括监管机构和HTA机构的白皮书,在2024年3月进行了审查。由两名审核员提取了每个机构的范围和建议数据,并在四个主题上总结了异同:研究计划,选择适合目的的数据,研究行为,和报告。排除授权后或非药物指导。结果:在多个机构中确定了46份文件;美国FDA制定了与RWE相关的指南。所有机构都解决了与研究设计有关的特定且通常类似的方法问题,数据适合目的,可靠性,和再现性,尽管注意到这些主题的术语不一致。两个HTA机构(国家健康与护理卓越研究所[NICE]和加拿大药品局)各自将所有相关的RWE指导集中在一个统一的框架下。RWE质量工具和清单的命名不一致,并注意到偏好的一些差异。欧洲药品管理局,Nice,高级自动驾驶,卫生保健质量和效率研究所包括关于使用分析方法来解决RWE复杂性并增加对其结果的信任的具体建议。结论:机构对RWE研究设计的期望相似,质量元素,和报告将促进制造商面临的证据生成策略和活动,包括全球,监管和报销提交和重新提交。决策机构对本地现实世界数据生成的强烈偏好可能会阻碍数据共享和来自国际联合数据网络的输出的机会。决策机构之间更紧密的合作,以实现统一的RWE路线图,可以集中保存在生活模式中,将为制造商和研究人员提供最低验收要求和期望的清晰度,特别是作为RWE一代的新方法正在迅速出现。
    Aim: Regulatory and health technology assessment (HTA) agencies have increasingly published frameworks, guidelines, and recommendations for the use of real-world evidence (RWE) in healthcare decision-making. Variations in the scope and content of these documents, with updates running in parallel, may create challenges for their implementation especially during the market authorization and reimbursement phases of a medicine\'s life cycle. This environmental scan aimed to comprehensively identify and summarize the guidance documents for RWE developed by most well-established regulatory and reimbursement agencies, as well as other organizations focused on healthcare decision-making, and present their similarities and differences. Methods: RWE guidance documents, including white papers from regulatory and HTA agencies, were reviewed in March 2024. Data on scope and recommendations from each body were extracted by two reviewers and similarities and differences were summarized across four topics: study planning, choosing fit-for-purpose data, study conduct, and reporting. Post-authorization or non-pharmacological guidance was excluded. Results: Forty-six documents were identified across multiple agencies; US FDA produced the most RWE-related guidance. All agencies addressed specific and often similar methodological issues related to study design, data fitness-for-purpose, reliability, and reproducibility, although inconsistency in terminologies on these topics was noted. Two HTA bodies (National Institute for Health and Care Excellence [NICE] and Canada\'s Drug Agency) each centralized all related RWE guidance under a unified framework. RWE quality tools and checklists were not consistently named and some differences in preferences were noted. European Medicines Agency, NICE, Haute Autorité de Santé, and the Institute for Quality and Efficiency in Health Care included specific recommendations on the use of analytical approaches to address RWE complexities and increase trust in its findings. Conclusion: Similarities in agencies\' expectations on RWE studies design, quality elements, and reporting will facilitate evidence generation strategy and activities for manufacturers facing multiple, including global, regulatory and reimbursement submissions and re-submissions. A strong preference by decision-making bodies for local real-world data generation may hinder opportunities for data sharing and outputs from international federated data networks. Closer collaboration between decision-making agencies towards a harmonized RWE roadmap, which can be centrally preserved in a living mode, will provide manufacturers and researchers clarity on minimum acceptance requirements and expectations, especially as novel methodologies for RWE generation are rapidly emerging.
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