Mapping the NEI-VFQ-25 scores to the EQ-5D-Y-3L and CHU-9D utility values among adolescents with myopia.

IF 3.4 3区 医学 Q1 HEALTH CARE SCIENCES & SERVICES
Chang Luo, Mingxing Liu, Rongjie Shao, Shitong Xie, Jing Wu
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引用次数: 0

Abstract

Purpose: To develop mapping algorithms for predicting EQ-5D-Y-3L and CHU-9D utility values from the National Eye Institute 25-Item Visual Function Questionnaire (NEI-VFQ-25) among adolescents with myopia to support economic evaluation.

Methods: Data were collected from 2,198 adolescents with myopia in China. Conceptual overlap was assessed using Spearman's rank correlation. Six regression models, including ordinary least squares (OLS), Tobit, censored least absolute deviations (CLAD), generalized linear model (GLM), two-part model (TPM), and adjusted limited dependent variable mixture model (ALDVMM), were evaluated. The predictors included the NEI-VFQ-25 total score and the subscale scores. Model performance was assessed via five-fold cross-validation and random sample validation based on mean absolute error (MAE), root mean squared error (RMSE), Akaike information criterion (AIC), Bayesian information criterion (BIC), and the proportions of absolute error (AE) > 0.05. Sensitivity analyses of model validation were conducted.

Results: The mean (SD) utility values were 0.962 (0.070) for the EQ-5D-Y-3L and 0.851 (0.160) for the CHU-9D. The NEI-VFQ-25 total score correlated moderately with the CHU-9D (r = 0.50) but weakly with the EQ-5D-Y-3L (r = 0.37). The OLS and GLM using stepwise-selected subscale scores demonstrated the best predictive performance for EQ-5D-Y-3 L (MAE = 0.045, RMSE = 0.061, AE > 0.05 [%] = 30.37%) and CHU-9D (MAE = 0.103, RMSE = 0.139, AE > 0.05 [%] = 61.50%), respectively. Sensitivity analyses generally supported the primary model-selection results.

Conclusion: This study established algorithms for estimating EQ-5D-Y-3L and CHU-9D utility values based on NEI-VFQ-25 subscale scores for adolescents with myopia, thus facilitating future economic evaluation for myopia interventions. However, given the limited conceptual overlap between the NEI-VFQ-25 and EQ-5D-Y-3L, the EQ-5D-Y-3L algorithm should be applied with caution.

NEI-VFQ-25评分与青少年近视眼EQ-5D-Y-3L和CHU-9D效用值的关系
目的:研究美国国家眼科研究所25项视功能问卷(NEI-VFQ-25)中青少年近视患者EQ-5D-Y-3L和CHU-9D效用值的预测映射算法,以支持经济评价。方法:收集全国2198例青少年近视患者的资料。使用Spearman等级相关评估概念重叠。评估了普通最小二乘(OLS)、Tobit、截除最小绝对偏差(CLAD)、广义线性模型(GLM)、两部分模型(TPM)和调整有限因变量混合模型(ALDVMM)等6种回归模型。预测因子包括NEI-VFQ-25总分和子量表得分。基于平均绝对误差(MAE)、均方根误差(RMSE)、赤池信息准则(AIC)、贝叶斯信息准则(BIC)和绝对误差比例(AE) bb0 0.05,通过五重交叉验证和随机样本验证来评估模型的性能。对模型验证进行敏感性分析。结果:EQ-5D-Y-3L和CHU-9D的平均(SD)效用值分别为0.962(0.070)和0.851(0.160)。NEI-VFQ-25总分与CHU-9D呈正相关(r = 0.50),与EQ-5D-Y-3L呈弱相关(r = 0.37)。采用逐步选择子量表评分的OLS和GLM分别对eq - 5d - y - 3l (MAE = 0.045, RMSE = 0.061, AE >.05[%] = 30.37%)和cu - 9d (MAE = 0.103, RMSE = 0.139, AE >.05[%] = 61.50%)的预测效果最好。敏感性分析通常支持主要模型选择结果。结论:本研究建立了基于NEI-VFQ-25分量表得分估算青少年近视EQ-5D-Y-3L和CHU-9D效用值的算法,为未来近视干预的经济评价提供了依据。然而,考虑到NEI-VFQ-25和EQ-5D-Y-3L之间有限的概念重叠,EQ-5D-Y-3L算法应该谨慎使用。
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来源期刊
Quality of Life Research
Quality of Life Research 医学-公共卫生、环境卫生与职业卫生
CiteScore
6.50
自引率
8.60%
发文量
224
审稿时长
3-8 weeks
期刊介绍: Quality of Life Research is an international, multidisciplinary journal devoted to the rapid communication of original research, theoretical articles and methodological reports related to the field of quality of life, in all the health sciences. The journal also offers editorials, literature, book and software reviews, correspondence and abstracts of conferences. Quality of life has become a prominent issue in biometry, philosophy, social science, clinical medicine, health services and outcomes research. The journal''s scope reflects the wide application of quality of life assessment and research in the biological and social sciences. All original work is subject to peer review for originality, scientific quality and relevance to a broad readership. This is an official journal of the International Society of Quality of Life Research.
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