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Simplicity at the cost of predictive accuracy in diffuse large B‐cell lymphoma: a critical assessment of the R‐IPI IPI and NCCN‐IPI

机译:以弥漫性大B细胞淋巴瘤的预测准确性为代价的简单性:对R-IPIIPI和NCCN-IPI的严格评估

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摘要

The international prognostic index (IPI) and similar models form the cornerstone of clinical assessment in newly diagnosed diffuse large B‐cell lymphoma (DLBCL). While being simple and convenient to use, their inadequate use of the available clinical data is a major weakness. In this study, we compared performance of the International Prognostic Index (IPI) and its variations (R‐IPI and NCCN‐IPI) to a Cox proportional hazards (CPH) model using the same covariates in nondichotomized form. All models were tested in 4863 newly diagnosed DLBCL patients from population‐based Nordic registers. The CPH model led to a substantial increase in predictive accuracy as compared to conventional prognostic scores when evaluated by the area under the curve and other relevant tests. Furthermore, the generation of patient‐specific survival curves rather than assigning patients to one of few predefined risk groups is a relevant step toward personalized management and treatment. A test‐version is available on lymphomapredictor.org.
机译:国际预后指数(IPI)和类似模型是新诊断的弥漫性大B细胞淋巴瘤(DLBCL)临床评估的基石。尽管简单易用,但对可用临床数据的使用不足是一个主要弱点。在这项研究中,我们使用非二分位数形式的相同协变量将国际预后指数(IPI)及其变异(R-IPI和NCCN-IPI)的表现与Cox比例风险(CPH)模型进行了比较。所有模型均在基于人群的北欧登记册中对4863名新诊断的DLBCL患者进行了测试。当通过曲线下面积和其他相关测试评估时,与传统的预后评分相比,CPH模型导致预测准确性的大幅提高。此外,生成患者特定的生存曲线,而不是将患者分配给几个预定义的风险组之一,是朝着个性化管理和治疗迈出的重要一步。可在lymphomapredictor.org上找到测试版本。

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