识别和探索近视儿童的眼内压力预测的影响因素,使用多变量自适应回归脊柱控制近视儿童的眼内压力预测
Tzu-En Wu1,2, Jun-Wei Chen3, Tzu-Chi Liu4
1Department of Ophthalmology, Shin Kong Wu Ho-Su Memorial Hospital, Taipei 11101, Taiwan.
Journal of personalized medicine
|January 26, 2024
概括
当基线眼内压力 (IOP) 低于14 mmHg时,用于控制儿童近视的局部类药物是安全的. 较高的基线内血压可能会增加内血压与氨酸治疗,需要仔细监测.
科学领域:
- 眼科医生 眼科 眼科
- 儿科医学 儿科医学
- 医疗保健中的人工智能
背景情况:
- 局部氨酸是儿童近视的常见治疗方法,有效减缓其进展.
- 监测眼内压力 (IOP) 对于安全使用阿特罗平是必不可少的.
- 确定精确的基线IOP对于临床安全评估至关重要.
研究的目的:
- 确定最佳的机器学习模块,用于监测Atropine治疗儿童的IOP.
- 建立精确的基线IOP作为阿特罗宾治疗的临床安全参考.
主要方法:
- 追溯分析了来自1545只眼睛的1171名儿童的数据,这些儿童正在接受近视治疗.
- 利用多变量自适应回归线 (MARS) 模型来分析影响终端IOP的19个变量.
- 关键变量包括患者的人口统计学,病史,折射误差和内腔压力测量.
主要成果:
- 马尔斯模型确定了年龄,基线内血压,终端球形和氨酸治疗持续时间作为影响终端内血压的重要因素.
- 基线IOP是最有影响力的因素,确定了14mmHg的临界值.
- 当基线内血压等于或超过14mmHg时,观察到热素使用和终端内血压之间的正相关性.
结论:
- 与传统的线性回归相比,MARS模型有效地捕捉了预测End IOP的非线性.
- 在基线内血压超过14mmHg的儿童中,阿特罗平的使用可能会增加内血压.
- 这些发现为临床医生提供了关键的见解,以优化阿特罗平治疗并确保患者的安全.
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