Development and Validation of a High-Quality Composite Real-World Mortality Endpoint

被引:155
|
作者
Curtis, Melissa D. [1 ]
Griffith, Sandra D. [1 ]
Tucker, Melisa [1 ]
Taylor, Michael D. [2 ]
Capra, William B. [2 ]
Carrigan, Gillis [2 ]
Holzman, Ben [1 ]
Torres, Aracelis Z. [1 ]
You, Paul [1 ]
Arnieri, Brandon [2 ]
Abernethy, Amy P. [1 ]
机构
[1] Flatiron Hlth, 200 5th Ave, New York, NY 10010 USA
[2] Genentech Inc, San Francisco, CA USA
关键词
Mortality data; electronic health records; data quality; external validation; oncology; US;
D O I
10.1111/1475-6773.12872
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Objective Data Sources/Study Setting To create a high-quality electronic health record (EHR)-derived mortality dataset for retrospective and prospective real-world evidence generation. Oncology EHR data, supplemented with external commercial and US Social Security Death Index data, benchmarked to the National Death Index (NDI). Study Design Principal Findings We developed a recent, linkable, high-quality mortality variable amalgamated from multiple data sources to supplement EHR data, benchmarked against the highest completeness U.S. mortality data, the NDI. Data quality of the mortality variable version 2.0 is reported here. For advanced non-small-cell lung cancer, sensitivity of mortality information improved from 66 percent in EHR structured data to 91 percent in the composite dataset, with high date agreement compared to the NDI. For advanced melanoma, metastatic colorectal cancer, and metastatic breast cancer, sensitivity of the final variable was 85 to 88 percent. Kaplan-Meier survival analyses showed that improving mortality data completeness minimized overestimation of survival relative to NDI-based estimates. Conclusions For EHR-derived data to yield reliable real-world evidence, it needs to be of known and sufficiently high quality. Considering the impact of mortality data completeness on survival endpoints, we highlight the importance of data quality assessment and advocate benchmarking to the NDI.
引用
收藏
页码:4460 / 4476
页数:17
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