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DO-GAP指数在特发性肺纤维化个体生存预测中的外部验证及纵向应用

External validation and longitudinal application of the DO-GAP index to individualise survival prediction in idiopathic pulmonary fibrosis.

作者信息

Chandel Abhimanyu, King Christopher S, Ignacio Rosalinda V, Pastre Jean, Shlobin Oksana A, Khangoora Vikramjit, Aryal Shambhu, Nyquist Alan, Singhal Anju, Flaherty Kevin R, Nathan Steven D

机构信息

Department of Pulmonary and Critical Care, Walter Reed National Military Medical Center, Bethesda, MD, USA.

Advanced Lung Disease and Transplant Program, Inova Fairfax Hospital, Falls Church, VA, USA.

出版信息

ERJ Open Res. 2023 May 9;9(3). doi: 10.1183/23120541.00124-2023. eCollection 2023 May.

Abstract

BACKGROUND

The Distance-Oxygen-Gender-Age-Physiology (DO-GAP) index has been shown to improve prognostication in idiopathic pulmonary fibrosis (IPF) compared to the Gender-Age-Physiology (GAP) score. We sought to externally validate the DO-GAP index compared to the GAP index for baseline risk assessment in patients with IPF. Additionally, we evaluated the utility of serial change in the DO-GAP index in predicting survival.

METHODS

We performed an analysis of patients with IPF from the Pulmonary Fibrosis Foundation-Patient Registry (PFF-PR). Discrimination and calibration of the two models were assessed to predict transplant-free survival and IPF-related mortality. Joint longitudinal time-to-event modelling was utilised to individualise survival prediction based on DO-GAP index trajectory.

RESULTS

There were 516 patients with IPF from the PFF-PR with available demographics, pulmonary function tests, 6-min walk test data and outcomes included in this analysis. The DO-GAP index (C-statistic: 0.73) demonstrated improved discrimination in discerning transplant-free survival compared to the GAP index (C-statistic: 0.67). DO-GAP index calibration was adequate, and the model retained predictive accuracy to identify IPF-related mortality (C-statistic: 0.74). The DO-GAP index was similarly accurate in the subset of patients taking antifibrotic medications. Serial change in the DO-GAP index improved model discrimination (cross-validated area under the curve: 0.83) enabling the personalised prediction of disease trajectory in individual patients.

CONCLUSION

The DO-GAP index is a simple, validated, multidimensional score that accurately predicts transplant-free survival in patients with IPF and can be adapted longitudinally in individual patients. The DO-GAP may also find use in studies of IPF to risk stratify patients and possibly as a clinical trial end-point.

摘要

背景

与性别-年龄-生理学(GAP)评分相比,距离-氧-性别-年龄-生理学(DO-GAP)指数已被证明可改善特发性肺纤维化(IPF)的预后预测。我们试图在IPF患者中对DO-GAP指数与GAP指数进行外部验证,以进行基线风险评估。此外,我们评估了DO-GAP指数的连续变化在预测生存方面的效用。

方法

我们对来自肺纤维化基金会患者登记处(PFF-PR)的IPF患者进行了分析。评估了两种模型的辨别力和校准情况,以预测无移植生存和IPF相关死亡率。采用联合纵向事件发生时间建模,根据DO-GAP指数轨迹进行个体化生存预测。

结果

本分析纳入了PFF-PR中516例有可用人口统计学数据、肺功能测试、6分钟步行试验数据及结局的IPF患者。与GAP指数(C统计量:0.67)相比,DO-GAP指数(C统计量:0.73)在辨别无移植生存方面表现出更好的辨别力。DO-GAP指数校准良好,该模型在识别IPF相关死亡率方面保持了预测准确性(C统计量:0.74)。在服用抗纤维化药物的患者亚组中,DO-GAP指数同样准确。DO-GAP指数的连续变化改善了模型辨别力(交叉验证曲线下面积:0.83),能够对个体患者的疾病轨迹进行个体化预测。

结论

DO-GAP指数是一个简单、经过验证的多维评分,可准确预测IPF患者的无移植生存,并且可以在个体患者中进行纵向调整。DO-GAP指数也可能用于IPF研究,对患者进行风险分层,并可能作为临床试验终点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3093/10204731/066de3cf199d/00124-2023.01.jpg

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