Department of Radiation Oncology, Stanford University School of Medicine, Stanford, CA.
Department of Statistics, Stanford University, Stanford, CA.
JCO Clin Cancer Inform. 2022 Jun;6:e2200019. doi: 10.1200/CCI.22.00019.
For real-world evidence, it is convenient to use routinely collected data from the electronic medical record (EMR) to measure survival outcomes. However, patients can become lost to follow-up, causing incomplete data and biased survival time estimates. We quantified this issue for patients with metastatic cancer seen in an academic health system by comparing survival estimates from EMR data only and from EMR data combined with high-quality cancer registry data.
Patients diagnosed with metastatic cancer from 2008 to 2014 were included in this retrospective study. Patients who were diagnosed with cancer or received their initial treatment within our system were included in the institutional cancer registry and this study. Overall survival was calculated using the Kaplan-Meier method. Survival curves were generated in two ways: using EMR follow-up data alone and using EMR data supplemented with data from the Stanford Cancer Registry/California Cancer Registry.
Four thousand seventy-seven patients were included. The median follow-up using EMR + Cancer Registry data was 19.9 months, and the median follow-up in surviving patients was 67.6 months. There were 1,301 deaths recorded in the EMR and 3,140 deaths recorded in the Cancer Registry. The median overall survival from the date of cancer diagnosis using EMR data was 58.7 months (95% CI, 54.2 to 63.2); using EMR + Cancer Registry data, it was 20.8 months (95% CI, 19.6 to 22.3). A similar pattern was seen using the date of first systemic therapy or date of first hospital admission as the baseline date.
Using EMR data alone, survival time was overestimated compared with EMR + Cancer Registry data.
对于真实世界的数据来说,从电子病历(EMR)中获取常规收集的数据来衡量生存结果是很方便的。然而,患者可能会失去随访,导致数据不完整,并对生存时间的估计产生偏差。我们通过比较仅从 EMR 数据和 EMR 数据与高质量癌症登记数据相结合得出的生存估计值,来量化这种情况,该情况涉及在学术医疗系统中看到的转移性癌症患者。
这项回顾性研究纳入了 2008 年至 2014 年间被诊断为转移性癌症的患者。在本系统中被诊断患有癌症或接受初始治疗的患者被纳入机构癌症登记处和本研究中。使用 Kaplan-Meier 方法计算总生存期。生存曲线通过两种方式生成:仅使用 EMR 随访数据,以及使用 EMR 数据补充斯坦福癌症登记处/加利福尼亚癌症登记处的数据。
共纳入 4077 例患者。使用 EMR +癌症登记处数据的中位随访时间为 19.9 个月,存活患者的中位随访时间为 67.6 个月。在 EMR 中记录了 1301 例死亡,在癌症登记处记录了 3140 例死亡。使用 EMR 数据从癌症诊断日期起计算的中位总生存期为 58.7 个月(95%CI,54.2 至 63.2);使用 EMR +癌症登记处数据,中位总生存期为 20.8 个月(95%CI,19.6 至 22.3)。使用首次全身治疗日期或首次住院日期作为基线日期,也观察到了类似的模式。
单独使用 EMR 数据时,与 EMR +癌症登记处数据相比,生存时间被高估了。