使用人工神经网络来研究青光眼的进展
Filip Târcoveanu1, Florin Leon2, Cătălin Lisa3
1Ophthalmology Department, Faculty of Medicine, University of Medicine and Pharmacy "Gr. T. Popa" Iasi, University Street No 16, 700115, Iasi, Romania.
Scientific reports
|August 23, 2024
概括
人工智能模型可以使用患者的医疗记录来预测青光眼的进展. 这种利用人工神经网络的方法为眼科早期诊断和个性化治疗提供了可靠的工具.
科学领域:
- 眼科医生 眼科 眼科
- 人工智能的人工智能
- 医疗信息学 医疗信息学
背景情况:
- 玻璃眼是一种渐进的视神经病变,需要早期诊断和终身治疗.
- 现有的研究通常依赖于图像处理,而这项研究则利用了全面的医疗记录.
- 建模眼的演变对于个性化治疗和监测至关重要.
研究的目的:
- 开发和验证人工神经网络模型,以使用临床数据预测青光眼的进展.
- 为了证明各种临床参数对绿眼病演变的影响.
- 评估人工智能在支持眼科诊断和治疗计划方面的有效性.
主要方法:
- 利用人工神经网络 (ANN) 与NeuroSolutions和PyTorch框架进行建模.
- 处理了广泛的患者医疗记录,包含了广泛的参数.
- 制定了具体的问题来分析结构和功能参数对青光眼进展的影响.
主要成果:
- 培训和验证错误率非常低,始终低于5%.
- 证明了ANN从医疗记录中准确建模光瘤演变的潜力.
- 验证了开发的AI模型在临床应用中的可信度和实用性.
结论:
- 人工智能,特别是ANN,提供了一个强大而可信的工具,用于建模青光眼的进展.
- 在AI模型中使用全面的医疗记录比基于图像的方法具有优势.
- 这些发现支持将AI整合到临床实践中,以改善眼科患者的护理.
相关概念视频
01:25Glaucoma: Overview
528
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...
528
01:27Open Angle Glaucoma: Treatment
413
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...
413