Oberprieler Nikolaus G, Pladevall-Vila Manel, Johannes Catherine, Layton J Bradley, Golozar Asieh, Lavallee Martin, Liu Fangfang, Kubin Maria, Vizcaya David
Bayer AS, Oslo, Norway.
RTI Health Solutions, Barcelona, Spain.
BMC Med Res Methodol. 2024 Oct 1;24(1):224. doi: 10.1186/s12874-024-02344-w.
Real-world evidence (RWE) plays a key role in regulatory and healthcare decision-making, but the potentially fragmentated nature of generated evidence may limit its utility for clinical decision-making. Heterogeneity and a lack of reproducibility in RWE resulting from inconsistent application of methodologies across data sources should be minimized through harmonization.
This paper's aim is to describe and reflect upon a multidisciplinary research platform (FOUNTAIN; FinerenOne mUlti-database NeTwork for evidence generAtIoN) with coordinated studies using diverse RWE generation approaches and explore the platform's strengths and limitations. With guidance from an executive advisory committee of multidisciplinary experts and patient representatives, the goal of the FOUNTAIN platform is to harmonize RWE generation across a portfolio of research projects, including research partner collaborations and a common data model (CDM)-based program. FOUNTAIN's overarching objectives as a research platform are to establish long-term collaborations among pharmacoepidemiology research partners and experts and to integrate diverse approaches for RWE generation, including global protocol execution by research partners in local data sources and common protocol execution in multiple data sources through federated data networks, while ensuring harmonization of medical definitions, methodology, and reproducible artifacts across all studies. Specifically, the aim of the multiple studies run within the frame of FOUNTAIN is to provide insight into the real-world utilization, effectiveness, and safety of finerenone across its life-cycle.
Currently, the FOUNTAIN platform includes 9 research partner collaborations and 8 CDM-mapped data sources from 7 countries (United States, United Kingdom, China, Japan, The Netherlands, Spain, and Denmark). These databases and research partners were selected after a feasibility fit-for-purpose evaluation. Six multicountry, multidatabase, cohort studies are ongoing to describe patient populations, current standard of care, comorbidity profiles, healthcare resource use, and treatment effectiveness and safety in different patient populations with chronic kidney disease and type 2 diabetes. Strengths and potential limitations of FOUNTAIN are described in the context of valid RWE generation.
The establishment of the FOUNTAIN platform has allowed harmonized execution of multiple studies, promoting consistency both within individual studies that employ multiple data sources and across all studies run within the platform's framework. FOUNTAIN presents a proposal to efficiently improve the consistency and generalizability of RWE on finerenone.
真实世界证据(RWE)在监管和医疗决策中发挥着关键作用,但所产生证据的潜在碎片化性质可能会限制其在临床决策中的效用。应通过协调来尽量减少因跨数据源方法应用不一致而导致的RWE中的异质性和缺乏可重复性的问题。
本文旨在描述和反思一个多学科研究平台(FOUNTAIN;非奈利酮多数据库证据生成网络),该平台通过使用多种RWE生成方法进行协调研究,并探索该平台的优势和局限性。在多学科专家和患者代表组成的执行咨询委员会的指导下,FOUNTAIN平台的目标是在一系列研究项目中协调RWE的生成,包括研究合作伙伴合作和基于通用数据模型(CDM)的项目。FOUNTAIN作为一个研究平台的总体目标是在药物流行病学研究合作伙伴和专家之间建立长期合作,并整合多种RWE生成方法,包括研究合作伙伴在本地数据源中执行全球方案以及通过联合数据网络在多个数据源中执行通用方案,同时确保所有研究中医学定义、方法和可重复工件的一致性。具体而言,在FOUNTAIN框架内开展的多项研究旨在深入了解非奈利酮在其整个生命周期内的真实世界使用情况、有效性和安全性。
目前,FOUNTAIN平台包括来自7个国家(美国、英国、中国、日本、荷兰(The Netherlands)、西班牙和丹麦)的9个研究合作伙伴合作项目和8个映射到CDM的数据源。这些数据库和研究合作伙伴是在进行了可行性适用性评估后选定的。正在进行六项多国、多数据库队列研究,以描述慢性肾脏病和2型糖尿病不同患者群体中的患者人群、当前护理标准、合并症概况、医疗资源使用情况以及治疗有效性和安全性。在有效生成RWE的背景下描述了FOUNTAIN的优势和潜在局限性。
FOUNTAIN平台的建立使得多项研究能够协调执行,促进了在使用多个数据源的单个研究内部以及在平台框架内开展的所有研究之间的一致性。FOUNTAIN提出了一项有效提高非奈利酮RWE的一致性和可推广性的建议。