Smartphone-measured tremor and tacrolimus trough levels in kidney transplant recipients: an exploratory prospective study.

Frontiers in transplantation Pub Date : 2026-07-09 eCollection Date: 2026-01-01 DOI:10.3389/frtra.2026.1870210
Annudesh Liyanage, Caitlin Schneider, Julien Renard, Rohit Singla, Jorden Hetherington, Steven Tang, Ted Hoyda, James Lan, Cindy Luo, David Harriman, Christopher Nguan
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Abstract

Tacrolimus commonly causes tremor as a side effect, although the relationship between tremor and tacrolimus drug levels is not well established. This work presents the development of a smartphone-based tremor assessment to explore whether tremor features are associated with tacrolimus trough concentrations, including whether individualized models show promise in tremor-sensitive kidney transplant patients. Using smartphone accelerometers, an app was created to record resting and postural tremors in transplant recipients during routine follow-up visits. Tacrolimus trough concentration and doses were recorded at each visit. We evaluated associations between tremor features and tacrolimus trough levels and, in exploratory analyses, assessed regression models both at the cohort level and within individuals with sufficient longitudinal data. Sixty-nine kidney transplant recipients were included. Correlations were found between self-reported tremor severity and tremor features, but no significant association was observed between tacrolimus trough concentration and tremor features at the cohort level (ρ = 0.022, p = 0.447). Population-level regression models showed poor predictive performance. post-hoc exploratory individualized models among patients with adequate longitudinal data (n = 8) provided an averaged root mean squared error of 2.33 ± 1.42 µg/L; three patients achieved root mean squared errors below 1.3 µg/L. Smartphone tremor features did not support population-level prediction of tacrolimus trough concentrations in kidney transplant recipients. Exploratory individualized regression models yielded potentially useful performance in a small subset; consistent with heterogeneity in tacrolimus tremor severity. These findings are hypothesis-generating; larger prospective studies should focus on identifying and validating tremor-sensitive patients for individualized approaches.

智能手机测量肾移植受者震颤和他克莫司低谷水平:一项探索性前瞻性研究。
他克莫司通常引起震颤作为副作用,尽管震颤和他克莫司药物水平之间的关系还没有很好地确定。这项工作提出了基于智能手机的震颤评估的发展,以探索震颤特征是否与他克莫司谷浓度相关,包括个性化模型是否在震颤敏感的肾移植患者中显示出希望。利用智能手机加速度计,开发了一款应用程序,记录移植受者在常规随访期间的休息和姿势震动。记录每次访视时他克莫司谷浓度和剂量。我们评估了震颤特征与他克莫司低谷水平之间的关系,并在探索性分析中评估了队列水平和具有足够纵向数据的个体内的回归模型。69名肾移植受者被纳入研究。自我报告的震颤严重程度与震颤特征之间存在相关性,但在队列水平上,他克莫司谷浓度与震颤特征之间无显著相关性(ρ = 0.022, p = 0.447)。总体水平回归模型的预测性能较差。在纵向数据充足的患者中建立的事后探索性个体化模型(n = 8)的平均均方根误差为2.33±1.42µg/L;3例患者的均方根误差低于1.3µg/L。智能手机震颤特征不支持肾移植受者他克莫司谷浓度的人群水平预测。探索性个性化回归模型在一个小子集中产生了潜在的有用性能;与他克莫司震颤严重程度的异质性一致。这些发现是假设生成的;更大规模的前瞻性研究应侧重于识别和验证震颤敏感患者的个体化方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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