Item Response Theory Quantifies the Relationship Between Improvements in Serum Phosphate and Patient-Reported Outcomes in Adults With X-Linked Hypophosphatemia

IF 6.3 2区 医学 Q1 PHARMACOLOGY & PHARMACY
Krina Mehta, Nathalie H. Gosselin, Karl Insogna, Olivier Barriere, Emilia Quattrocchi, Matthew W. Hruska, Douglas Marsteller
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Abstract

Burosumab is indicated for treatment of a rare bone disease, X-linked hypophosphatemia (XLH). The aim of this analysis was to evaluate the relationship between a treatment response biomarker and patient-reported outcomes (PROs). Longitudinal data for PROs were obtained from adults with XLH from a phase III study. Individual rich time profiles of the biomarker, serum phosphate were simulated using a prior population pharmacokinetic-pharmacodynamic model to calculate serum phosphate exposure metrics for each 28-day treatment cycle, which were then merged with PROs data. Item response theory parameters were first estimated to map a latent variable, ψ, that is, disability score, relative to baseline. Next, the relationships between serum phosphate exposures and ψ were modeled using a nonlinear mixed-effect (NLME) modeling approach. A combined item response theory–NLME model with average serum phosphate as a predictor of ψ described PROs data well. The model estimates suggested 28%, 31%, and 25% reduction in Western Ontario and McMaster Universities Osteoarthritis Index, brief pain inventory, and brief fatigue inventory scores, respectively, with every unit increase in average serum phosphate from the lower limit of normal (2.5 mg/dL). Additionally, a time effect of ~ 0.08% improvements each week was estimated. The analysis suggested that burosumab treatment-induced improvements in serum phosphate levels are associated with improvements in PROs in adults with X-linked hypophosphatemia. The analyses confirmed the importance of prolonged serum phosphate level correction in adult patients with XLH. These results can be useful to guide the design of further studies and to design treatment optimization strategies.

Abstract Image

项目反应理论量化了 X-连锁低磷血症成人血清磷酸盐改善与患者自述结果之间的关系。
布罗苏单抗适用于治疗一种罕见的骨病--X连锁低磷血症(XLH)。这项分析旨在评估治疗反应生物标志物与患者报告结果(PROs)之间的关系。我们从一项三期研究中获得了XLH成人患者的PROs纵向数据。使用先验的群体药代动力学-药效学模型模拟了生物标记物血清磷酸盐的个体丰富时间曲线,以计算每个 28 天治疗周期的血清磷酸盐暴露指标,然后将其与患者报告结果数据合并。首先对项目反应理论参数进行估计,以绘制相对于基线的潜在变量ψ,即残疾评分。然后,使用非线性混合效应(NLME)建模方法对血清磷酸盐暴露与ψ之间的关系进行建模。以平均血清磷酸盐作为ψ的预测因子的项目反应理论-NLME组合模型很好地描述了PROs数据。模型估计结果表明,平均血清磷酸盐从正常值下限(2.5 毫克/分升)每增加一个单位,西安大略和麦克马斯特大学骨关节炎指数、简短疼痛清单和简短疲劳清单得分分别降低 28%、31% 和 25%。此外,据估计,每周的时间效应约为 0.08%。分析表明,布罗苏单抗治疗引起的血清磷酸盐水平的改善与X连锁低磷酸盐血症成人患者PROs的改善有关。分析结果证实了延长XLH成人患者血清磷酸盐水平校正时间的重要性。这些结果有助于指导进一步研究的设计和治疗优化策略的设计。
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来源期刊
CiteScore
12.70
自引率
7.50%
发文量
290
审稿时长
2 months
期刊介绍: Clinical Pharmacology & Therapeutics (CPT) is the authoritative cross-disciplinary journal in experimental and clinical medicine devoted to publishing advances in the nature, action, efficacy, and evaluation of therapeutics. CPT welcomes original Articles in the emerging areas of translational, predictive and personalized medicine; new therapeutic modalities including gene and cell therapies; pharmacogenomics, proteomics and metabolomics; bioinformation and applied systems biology complementing areas of pharmacokinetics and pharmacodynamics, human investigation and clinical trials, pharmacovigilence, pharmacoepidemiology, pharmacometrics, and population pharmacology.
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