• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

干眼患者角膜基底膜下神经变化模式与角膜像差:人工智能分析

Change patterns in the corneal sub-basal nerve and corneal aberrations in patients with dry eye disease: An artificial intelligence analysis.

作者信息

Jing Dalan, Liu Yushi, Chou Yilin, Jiang Xiaodan, Ren Xiaotong, Yang Luling, Su Jie, Li Xuemin

机构信息

Department of Ophthalmology, Peking University Third Hospital, Beijing, People's Republic of China; Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, People's Republic of China.

Department of Ophthalmology, Peking University Third Hospital, Beijing, People's Republic of China; Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, People's Republic of China.

出版信息

Exp Eye Res. 2022 Feb;215:108851. doi: 10.1016/j.exer.2021.108851. Epub 2021 Dec 10.

DOI:10.1016/j.exer.2021.108851
PMID:34896307
Abstract

We aimed to investigate the change patterns in corneal sub-basal nerve morphology and corneal intrinsic aberrations in dry eye disease (DED). Our study included 229 eyes of 155 patients with DED and 40 eyes of 20 healthy control. We used the Oculus keratograph and the ocular surface disease index questionnaire to assess their signs and symptoms. In vivo confocal microscopy was used to observe the corneal sub-basal nerves, corneal endothelial cells, and Langerhans cells (LCs). An artificial intelligence (AI) technique run by the deep learning model generated the sub-basal nerve fibre parameters. Furthermore, we used the Pentacam HR system to measure the corneal intrinsic aberrations and corneal surface regularity indices. DED patients more frequently had increased anterior and total corneal aberrations than controls (P < 0.05). In addition, DED had decreased average density and maximum length of corneal nerve. (Both P < 0.01) The LC number was significantly correlated with maximum length (CC = -0.19, P = 0.01) of the sub-basal nerve fibre. Furthermore, the corneal nerve average density was negatively correlated with IHD, and anterior, posterior, and total corneal aberrations (All P < 0.05) especially the higher-order aberrations. Significant correlations were seen between corneal nerve morphology changes, analysed by AI and corneal intrinsic aberrations, particularly higher-order aberrations.

摘要

我们旨在研究干眼病(DED)患者角膜基底膜下神经形态和角膜固有像差的变化模式。我们的研究纳入了155例DED患者的229只眼以及20名健康对照者的40只眼。我们使用欧科路角膜地形图仪和眼表疾病指数问卷来评估其体征和症状。采用共焦显微镜在体观察角膜基底膜下神经、角膜内皮细胞和朗格汉斯细胞(LCs)。由深度学习模型运行的人工智能(AI)技术生成基底膜下神经纤维参数。此外,我们使用Pentacam HR系统测量角膜固有像差和角膜表面规则性指数。DED患者比对照组更频繁地出现角膜前表面和总像差增加(P < 0.05)。此外,DED患者角膜神经平均密度和最大长度降低(均P < 0.01)LC数量与基底膜下神经纤维的最大长度显著相关(CC = -0.19,P = 0.01)。此外,角膜神经平均密度与眼内高压、角膜前表面、后表面和总像差呈负相关(均P < 0.05),尤其是高阶像差。通过AI分析的角膜神经形态变化与角膜固有像差,特别是高阶像差之间存在显著相关性。

相似文献

1
Change patterns in the corneal sub-basal nerve and corneal aberrations in patients with dry eye disease: An artificial intelligence analysis.干眼患者角膜基底膜下神经变化模式与角膜像差:人工智能分析
Exp Eye Res. 2022 Feb;215:108851. doi: 10.1016/j.exer.2021.108851. Epub 2021 Dec 10.
2
Change Patterns in Corneal Intrinsic Aberrations and Nerve Density after Cataract Surgery in Patients with Dry Eye Disease.干眼症患者白内障手术后角膜固有像差和神经密度的变化模式
J Clin Med. 2022 Sep 27;11(19):5697. doi: 10.3390/jcm11195697.
3
Corneal Subbasal Nerve Analysis Using In Vivo Confocal Microscopy in Patients With Dry Eye: Analysis and Clinical Correlations.应用活体共聚焦显微镜分析干眼患者角膜基底部神经:分析及临床相关性。
Cornea. 2019 Oct;38(10):1253-1258. doi: 10.1097/ICO.0000000000002060.
4
In vivo confocal microscopy morphometric analysis of corneal subbasal nerve plexus in dry eye disease using newly developed fully automated system.使用新开发的全自动系统对干眼症患者角膜基底神经丛进行体内共焦显微镜形态计量分析。
Graefes Arch Clin Exp Ophthalmol. 2019 Mar;257(3):583-589. doi: 10.1007/s00417-018-04225-7. Epub 2019 Jan 14.
5
The impact of dry eye disease on corneal nerve parameters: A systematic review and meta-analysis.干眼疾病对角膜神经参数的影响:系统评价和荟萃分析。
Ophthalmic Physiol Opt. 2023 Sep;43(5):1079-1091. doi: 10.1111/opo.13186. Epub 2023 Jun 25.
6
Short-Term Impact of FS-LASIK and SMILE on Dry Eye Metrics and Corneal Nerve Morphology.FS-LASIK 和 SMILE 对干眼指标和角膜神经形态的短期影响。
Cornea. 2020 Jul;39(7):851-857. doi: 10.1097/ICO.0000000000002312.
7
Chronic migraine is associated with reduced corneal nerve fiber density and symptoms of dry eye.慢性偏头痛与角膜神经纤维密度降低及干眼症状有关。
Headache. 2015 Apr;55(4):543-9. doi: 10.1111/head.12547. Epub 2015 Mar 31.
8
Morphological alterations in corneal nerves of patients with dry eye and associated biomarkers.干眼症患者角膜神经的形态学改变及相关生物标志物
Exp Eye Res. 2023 May;230:109438. doi: 10.1016/j.exer.2023.109438. Epub 2023 Mar 16.
9
Correlation between corneal innervation and inflammation evaluated with confocal microscopy and symptomatology in patients with dry eye syndromes: a preliminary study.干眼综合征患者角膜神经支配与炎症的相关性:共聚焦显微镜检查及症状学评估的初步研究
Graefes Arch Clin Exp Ophthalmol. 2017 Sep;255(9):1771-1778. doi: 10.1007/s00417-017-3680-3. Epub 2017 May 20.
10
Confocal Microscopic Evaluation of Previously Neglected Oval Cells in Corneal Nerve Vortex: An Inflammatory Indicator of Dry Eye Disease.共聚焦显微镜评估角膜神经涡中先前被忽视的椭圆形细胞:干眼疾病的炎症指标
Front Med (Lausanne). 2022 Jun 3;9:906219. doi: 10.3389/fmed.2022.906219. eCollection 2022.

引用本文的文献

1
Visual analysis of research trends in diabetes-associated dry eye bibliometrics.糖尿病相关性干眼文献计量学研究趋势的可视化分析
Int J Ophthalmol. 2025 Sep 18;18(9):1737-1746. doi: 10.18240/ijo.2025.09.16. eCollection 2025.
2
Geometrical Features of Subbasal Corneal Whorl-like Nerve Patterns in Dry Eye Disease: An In Vivo Confocal Microscopy Study.干眼疾病中角膜基底膜下漩涡状神经模式的几何特征:一项活体共聚焦显微镜研究
Ophthalmol Sci. 2024 Dec 5;5(2):100669. doi: 10.1016/j.xops.2024.100669. eCollection 2025 Mar-Apr.
3
Artificial-Intelligence-Enhanced Analysis of In Vivo Confocal Microscopy in Corneal Diseases: A Review.
人工智能增强的角膜疾病体内共聚焦显微镜分析:综述
Diagnostics (Basel). 2024 Mar 26;14(7):694. doi: 10.3390/diagnostics14070694.
4
Moisture chamber goggles for the treatment of postoperative dry eye in patients receiving SMILE and FS-LASIK surgery.湿室镜眼罩治疗 SMILE 和 FS-LASIK 手术后干眼患者
BMC Ophthalmol. 2023 Dec 8;23(1):501. doi: 10.1186/s12886-023-03241-4.
5
Electroacupuncture for mild-to-moderate dry eye: study protocol for a multicentre, randomised, single-blind, sham-controlled trial.电针治疗轻中度干眼:一项多中心、随机、单盲、 sham 对照试验的研究方案。
BMJ Open. 2023 Dec 6;13(12):e069369. doi: 10.1136/bmjopen-2022-069369.
6
Disrupted Neural Regeneration in Dry Eye Secondary to Ankylosing Spondylitis-With a Theoretical Link between Piezo2 Channelopathy and Gateway Reflex, WDR Neurons, and Flare-Ups.干燥综合征相关的强直性脊柱炎导致的神经再生障碍——理论上联系了 Piezo2 通道病、门控反射、WDR 神经元和发作。
Int J Mol Sci. 2023 Oct 22;24(20):15455. doi: 10.3390/ijms242015455.
7
Evidence of Disruption in Neural Regeneration in Dry Eye Secondary to Rheumatoid Arthritis.类风湿关节炎相关干眼神经再生中断的证据。
Int J Mol Sci. 2023 Apr 19;24(8):7514. doi: 10.3390/ijms24087514.
8
Artificial intelligence-assisted diagnosis of ocular surface diseases.人工智能辅助诊断眼表疾病。
Front Cell Dev Biol. 2023 Feb 17;11:1133680. doi: 10.3389/fcell.2023.1133680. eCollection 2023.
9
Integration of Artificial Intelligence into the Approach for Diagnosis and Monitoring of Dry Eye Disease.人工智能在干眼疾病诊断与监测方法中的整合
Diagnostics (Basel). 2022 Dec 14;12(12):3167. doi: 10.3390/diagnostics12123167.
10
Change Patterns in Corneal Intrinsic Aberrations and Nerve Density after Cataract Surgery in Patients with Dry Eye Disease.干眼症患者白内障手术后角膜固有像差和神经密度的变化模式
J Clin Med. 2022 Sep 27;11(19):5697. doi: 10.3390/jcm11195697.