Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri, USA.
John Cochran Saint Louis Veterans Administration Medical Center, Saint Louis, Missouri, USA.
J Thromb Haemost. 2022 Aug;20(8):1920-1927. doi: 10.1111/jth.15759. Epub 2022 May 30.
Since the development of the Khorana score to predict risk of cancer-associated venous thromboembolism (VTE), many modified and de novo risk prediction models (RPMs) have been proposed. Comparison of the prognostic performance across models requires comprehensive reporting and standardized methods for model development, validation and evaluation. To improve the standardization of RPM reporting, the Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis (TRIPOD) tool was published in 2015. To better understand the quality of reporting and development of RPMs for cancer-associated VTE, we performed a literature search of published RPMs and assessed each model using the TRIPOD checklist. Our results yielded 29 RPMs for which 30 items were evaluated. There was a non-significant (p = 0.15) improvement in reporting of the 30 items in the post-TRIPOD era (81%) versus the pre-TRIPOD era (75%). Of seven items (title, sample size, missing data handling, baseline demographics, methods and results for model performance, and supplemental resources) with the lowest reporting in the pre-TRIPOD era (<70%), there was an average improvement of 22% in the post-TRIPOD era. Only two of the 22 studies published in the post-TRIPOD era acknowledged compliance with TRIPOD. Informed by the results of this assessment, the Scientific and Standardization Committee (SSC) Subcommittee on Hemostasis & Malignancy of the International Society on Thrombosis and Hemostasis (ISTH) advocates for standardization of four key elements of RPMs for cancer-associated VTE: (1) inclusion of the TRIPOD checklist, (2) clear definition of the derivation population, with justification of sample size, (3) clear definition of predictors, and (4) external validation prior to implementation.
自科拉纳评分(Khorana score)用于预测癌症相关静脉血栓栓塞症(venous thromboembolism,VTE)风险以来,已经提出了许多改良和全新的风险预测模型(risk prediction models,RPMs)。为了比较模型的预后性能,需要全面报告并采用标准化方法来开发、验证和评估模型。为了提高 RPM 报告的标准化程度,2015 年发布了用于个体预后或诊断的多变量预测模型的透明报告(Transparent Reporting of a multivariable prediction model for Individual Prognosis or Diagnosis,TRIPOD)工具。为了更好地了解癌症相关 VTE 的 RPM 报告和开发质量,我们对已发表的 RPM 进行了文献检索,并使用 TRIPOD 清单对每个模型进行了评估。结果发现了 29 个 RPM,共评估了 30 个项目。在 TRIPOD 之后的时代(81%),30 个项目的报告情况有了非显著的改善(p=0.15),而在 TRIPOD 之前的时代(75%)。在 TRIPOD 之前的时代,有 7 个项目(标题、样本量、缺失数据处理、基线人口统计学、模型性能的方法和结果以及补充资源)的报告率最低(<70%),在 TRIPOD 之后的时代,平均改善了 22%。在 TRIPOD 之后的时代出版的 22 项研究中,仅有两项承认符合 TRIPOD。根据这项评估的结果,国际血栓与止血学会(International Society on Thrombosis and Hemostasis,ISTH)止血与恶性肿瘤科学和标准化委员会(Scientific and Standardization Committee,SSC)子委员会主张对癌症相关 VTE 的 RPM 进行四个关键要素的标准化:(1)纳入 TRIPOD 清单;(2)明确推导人群的定义,并说明样本量的合理性;(3)明确预测因子的定义;(4)在实施前进行外部验证。