人工智能在眼科临床试验中的用处
Siddharth Nath1,2,3, Ehsan Rahimy4, Ashley Kras2,5
1Department of Ophthalmology and Visual Sciences, McGill University, Montréal, QC, Canada.
Current opinion in ophthalmology
|September 5, 2025
概括
人工智能可以通过帮助设计,招募和执行来显著改善眼科临床试验. 人工智能工具在识别符合条件的患者方面表现有前途, 应对缓慢招生等常见试验挑战.
科学领域:
- 眼科 眼科
- 临床试验
- 人工智能
- 机器学习
背景情况:
- 眼科临床试验对于基于证据的实践至关重要,但面临挑战.
- 常见的问题包括患者入学不足,成本超支以及时间延长.
- 很少有研究探讨机器学习优化临床试验的潜力.
研究的目的:
- 提供眼科临床试验中人工智能应用的概述.
- 在整个试验生命周期中强调人工智能的实用性:设计,招聘,执行和传播.
- 强调人工智能克服常见临床试验障碍的潜力.
主要方法:
- 对眼科人工智能最新文献的审查.
- 在临床试验设计和参与者识别中分析人工智能应用.
- 检查人工智能在试验执行和数据分析中的作用.
主要成果:
- 人工智能越来越多地被用于眼科,在临床研究中也出现了新的应用.
- 基于人工智能的方法有效地使用图像和文本数据识别符合条件的参与者.
- 人工智能可以提高眼科试验的效率和可靠性.
结论:
- 人工智能为改善眼科临床试验设计和执行提供了强大的工具.
- 利用人工智能可以帮助应对缓慢的患者招生和试验成本等挑战.
- 未来的眼科研究应该考虑整合人工智能解决方案以改善试验.
相关概念视频
Glaucoma: Overview
Glaucoma is an eye condition characterized by increased intraocular pressure that damages the retina and optic nerve, leading to irreversible blindness if left untreated. The human eye has various components, including the cornea, iris, pupil, lens, and optic nerve. Aqueous humor is secreted by the epithelium of the ciliary body in the posterior chamber and flows through the trabecular meshwork and canal of Schlemm, maintaining normal intraocular pressure. The trabecular meshwork and the canal...
Open Angle Glaucoma: Treatment
In open-angle glaucoma, the iridocorneal angle remains open, but the trabecular meshwork becomes stiff, slowing down the outflow of aqueous humor. This causes a buildup of aqueous humor in the anterior chamber, leading to a sudden increase in intraocular pressure. The treatment for open-angle glaucoma focuses on reducing the elevated intraocular pressure by either decreasing the secretion of aqueous humor or increasing its outflow.
Drugs such as carbonic anhydrase inhibitors, α2- and...
Drugs such as carbonic anhydrase inhibitors, α2- and...
Angle Closure Glaucoma: Treatment
Angle-closure glaucoma, or closed-angle glaucoma, is an eye condition where the iris bulges out and blocks the iridocorneal angle, resulting in a buildup of aqueous humor and increased intraocular pressure. Immediate medical attention is necessary due to the sudden onset of symptoms. The treatment for angle-closure glaucoma includes short-term and long-term approaches. Short-term treatment involves using eye drops like pilocarpine to lower intraocular pressure by increasing aqueous humor...


