Custom R Flexdashboard for molecular genetic pathology quality tracking

Q2 Medicine
Steven Shen , Ju-Yoon Yoon
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引用次数: 0

Abstract

The practice of modern-day laboratory medicine entails extensive, daily practice of tracking various quality metrics of every molecular test to ensure quality maintenance, as well as for laboratory management. While various third-party tools are commercially available, such represent a significant investment for publicly funded institutions. To automate aspects of this quality management, we developed a custom dashboard, written using R. We used R Studio, a freely available software, and employed the Shiny and Flexdashboard packages to develop the code base for the dashboard. Data for the dashboard were pulled from multiple Excel tracking spreadsheets for different clinical assays. The current dashboard allows for dynamic, automated reporting of case volume, and turn-around time, which are regularly reported metrics to CancerCare Ontario for reimbursement purposes. Workload tracking is also made possible, automating calculations regularly performed for billing purposes. The dashboard summarizes various quality metrics for each assay in a single table, viewable by multiple personnel within a single network. Additional features such as filtering quality metrics by date and customization of a variety of plots were also included. Whereas other informatics solutions may be available, our custom solution represents a low-cost system that alleviates a significant workload from various members of the laboratory medicine department, easing the currently significant administrative burden from the “hands-on” staff. Future work will be focused on further improving the accessibility of the dashboard and the integration of additional molecular assays for quality monitoring.
定制R Flexdashboard用于分子遗传病理学质量跟踪
现代检验医学的实践需要广泛的日常实践,跟踪每个分子测试的各种质量指标,以确保质量维护,以及实验室管理。虽然各种第三方工具在商业上可用,但这对公共资助的机构来说是一项重大投资。为了自动化这个质量管理的各个方面,我们开发了一个定制的仪表板,使用R语言编写。我们使用R Studio,一个免费的软件,并使用Shiny和Flexdashboard包来开发仪表板的代码库。仪表板的数据是从多个Excel跟踪电子表格中提取的,用于不同的临床分析。当前的仪表板允许动态、自动报告病例量和周转时间,这些指标定期报告给安大略省癌症护理中心,用于报销目的。还可以对工作负载进行跟踪,使定期为计费目的执行的计算自动化。仪表板将每个分析的各种质量指标总结在一个表中,可由单个网络中的多个人员查看。还包括其他功能,如按日期过滤质量指标和各种绘图的自定义。鉴于其他信息学解决方案可能是可用的,我们的定制解决方案代表了一个低成本的系统,减轻了实验室医学部门各种成员的大量工作量,减轻了目前“动手”工作人员的重大行政负担。未来的工作将集中在进一步改善仪表板的可访问性和集成其他分子检测以进行质量监测。
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来源期刊
Journal of Pathology Informatics
Journal of Pathology Informatics Medicine-Pathology and Forensic Medicine
CiteScore
3.70
自引率
0.00%
发文量
2
审稿时长
18 weeks
期刊介绍: The Journal of Pathology Informatics (JPI) is an open access peer-reviewed journal dedicated to the advancement of pathology informatics. This is the official journal of the Association for Pathology Informatics (API). The journal aims to publish broadly about pathology informatics and freely disseminate all articles worldwide. This journal is of interest to pathologists, informaticians, academics, researchers, health IT specialists, information officers, IT staff, vendors, and anyone with an interest in informatics. We encourage submissions from anyone with an interest in the field of pathology informatics. We publish all types of papers related to pathology informatics including original research articles, technical notes, reviews, viewpoints, commentaries, editorials, symposia, meeting abstracts, book reviews, and correspondence to the editors. All submissions are subject to rigorous peer review by the well-regarded editorial board and by expert referees in appropriate specialties.
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