Development of a generalizable multi-site and multi-modality clinical data cloud infrastructure for pediatric patient care

Andrew Hornback, Wenqi Shi, F. Giuste, Yuanda Zhu, A. Carpenter, Coleman Hilton, Vinieth N. Bijanki, Hiram Stahl, G. Gottesman, C. Purnell, H. Iwinski, J. M. Wattenbarger, May D. Wang
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引用次数: 2

Abstract

World-renowned pediatric patient care in scoliosis, craniofacial, orthopedic, and other life-altering conditions is provided at the international Shriners Children's hospital system. The impact of scoliosis can be extreme with significant curvature of the spine that often progresses during childhood periods of growth and development. Gauging the impact of treatment is vital throughout the diagnostic and treatment process and is achieved using radiographic imaging and patient reported feedback surveys. Surgeons from multiple clinical centers have amassed a wealth of patient data from more than 1,000 scoliosis patients. However, these data are difficult to access due to data heterogeneity and poor interoperability between complex hospital systems. These barriers significantly decrease the value of these data to improve patient care. To solve these challenges, we create a generalizable multi-site and multi-modality cloud infrastructure for managing the clinical data of multiple diseases. First, we establish a standardized and secure research data repository using the Fast Health Interoperability Resources (FHIR) standard to harmonize multi-modal clinical data from different hospital sites. Additionally, we develop a SMART-on-FHIR application with a user-friendly graphical user interface (GUI) to enable non-technical users to access the harmonized clinical data. We demonstrate the generalizability of our solution by expanding it to also facilitate craniofacial microsomia and pediatric bone disease imaging research. Ultimately, we present a generalized framework for multi-site, multimodal data harmonization, which can efficiently organize and store data for clinical research to improve pediatric patient care.
开发用于儿科患者护理的通用多站点和多模式临床数据云基础设施
国际Shriners儿童医院系统在脊柱侧弯、颅面、骨科和其他改变生命的疾病方面提供世界知名的儿科患者护理。脊柱侧凸的影响可能是极端的,脊柱明显弯曲,通常在儿童时期的生长和发育期间进展。评估治疗的影响在整个诊断和治疗过程中至关重要,可以通过放射成像和患者报告的反馈调查来实现。来自多个临床中心的外科医生已经从1000多名脊柱侧凸患者中积累了大量的患者数据。然而,由于数据异构性和复杂医院系统之间互操作性差,这些数据难以访问。这些障碍大大降低了这些数据对改善患者护理的价值。为了解决这些挑战,我们创建了一个通用的多站点和多模态云基础设施,用于管理多种疾病的临床数据。首先,我们使用快速健康互操作性资源(FHIR)标准建立了标准化和安全的研究数据存储库,以协调来自不同医院站点的多模式临床数据。此外,我们开发了一个具有用户友好图形用户界面(GUI)的SMART-on-FHIR应用程序,使非技术用户能够访问统一的临床数据。我们证明了我们的解决方案的普遍性,扩大它也促进颅面短小症和儿童骨病影像学研究。最后,我们提出了一个多站点、多模式数据协调的通用框架,可以有效地组织和存储临床研究数据,以改善儿科患者的护理。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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