与年龄相关的黄斑变性的人工智能:提前诊断,预后和治疗
Euna Lee1, David Hunt2, Yavuz Cakir3
1University of Massachusetts Chan Medical School, Worcester, Massachusetts, USA.
Survey of ophthalmology
|September 20, 2025
概括
人工智能 (AI) 显示出对诊断和管理与年龄相关的黄斑变性 (AMD) 的承诺. 人工智能模型准确地分类AMD并预测进展,帮助个性化治疗策略以获得更好的视力结果.
科学领域:
- 眼科医生 眼科 眼科
- 医疗人工智能 医疗人工智能
- 计算生物学 计算生物学
背景情况:
- 与年龄相关的黄斑变性 (AMD) 是老年人不可逆转的视力丧失的主要原因.
- 目前的管理策略,包括抗血管内皮生长因子 (抗VEGF) 治疗,已经进步,但在及时诊断和个性化治疗方面仍然存在挑战.
- 人工智能 (AI) 为提高AMD诊断,分类和治疗计划提供了一个有希望的途径.
研究的目的:
- 审查人工智能应用在与年龄相关的黄斑变性 (AMD) 的最新进展.
- 突出AI在AMD诊断,分类和治疗反应预测中的临床实用性.
- 解决阻碍人工智能在AMD护理中的广泛实践实施的局限性.
主要方法:
- 在PubMed上进行了系统的文献搜索,截至2024年8月1日.
- 使用人工智能算法用于AMD管理的研究被确定并归类.
- 数据提取的重点是AI模型性能,成像模式和临床适用性.
主要成果:
- 人工智能模型在分类AMD和预测疾病进展方面表现出高准确度,即使是在现实世界中.
- 对治疗反应的预测模型,特别是对抗VEGF疗法,可以指导优化注射计划.
- 最近的研究正在解决人工智能挑战,如算法偏见,概括性和可解释性.
结论:
- 人工智能具有巨大的潜力,可以通过早期检测和个性化干预来彻底改变AMD护理.
- 人工智能的临床整合需要在不同患者群体中增强模型的解释性和验证性.
- 持续的研究对于完善人工智能模型和促进它们转化为基于证据的AMD临床实践至关重要.
相关概念视频
01:22iPS Cell Differentiation
3.0K
The ability of induced pluripotent stem cells or iPSCs to differentiate into most body cell types has stimulated repair and regenerative medicine research over the past few decades. iPSC-derived blood cells, hepatocytes, beta islet cells, cardiomyocytes, neurons, and other cell types can repair injuries or regenerate damaged tissue in diseases such as diabetes and neurodegenerative disorders.
3.0K
01:22Alzheimer's Disease: Treatment
825
Alzheimer's Disease (AD), a neurodegenerative disorder, is pathologically identified by amyloid plaques and neurofibrillary tangles composed of tau protein. AD pharmacotherapy aims to manage cognitive symptoms, delay disease progression, and treat behavioral symptoms. The treatment is primarily symptomatic and palliative, with no definitive disease-modifying therapy available. Cholinesterase inhibitors, including donepezil (Aricept), rivastigmine (Exelon), and galantamine (Razadyne), are...
825
01:27Open Angle Glaucoma: Treatment
963
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...
963
01:28Angle Closure Glaucoma: Treatment
1.2K
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...
1.2K