Change patterns in the corneal sub-basal nerve and corneal aberrations in patients with dry eye disease: An artificial intelligence analysis. (February 2022)
- Record Type:
- Journal Article
- Title:
- Change patterns in the corneal sub-basal nerve and corneal aberrations in patients with dry eye disease: An artificial intelligence analysis. (February 2022)
- Main Title:
- Change patterns in the corneal sub-basal nerve and corneal aberrations in patients with dry eye disease: An artificial intelligence analysis
- Authors:
- Jing, Dalan
Liu, Yushi
Chou, Yilin
Jiang, Xiaodan
Ren, Xiaotong
Yang, Luling
Su, Jie
Li, Xuemin - Abstract:
- 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. Highlights: To investigate the change patterns in corneal sub-basal nerveAbstract: 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. Highlights: To investigate the change patterns in corneal sub-basal nerve morphology and corneal intrinsic aberrations in dry eye disease. Our findings demonstrate that dry eye not only affects the ocular surface in the tear film but also the cornea. Significant correlations were seen between corneal nerve morphology changes and corneal intrinsic aberrations. … (more)
- Is Part Of:
- Experimental eye research. Volume 215(2022)
- Journal:
- Experimental eye research
- Issue:
- Volume 215(2022)
- Issue Display:
- Volume 215, Issue 2022 (2022)
- Year:
- 2022
- Volume:
- 215
- Issue:
- 2022
- Issue Sort Value:
- 2022-0215-2022-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-02
- Subjects:
- Artificial intelligence -- Corneal aberrations -- Corneal nerve -- Dry eye disease
Ophthalmology -- Periodicals
Eye -- Periodicals
Œil -- Périodiques
Ophthalmology
Periodicals
Electronic journals
612.8405 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00144835 ↗
http://firstsearch.oclc.org ↗
http://firstsearch.oclc.org/journal=0014-4835;screen=info;ECOIP ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.exer.2021.108851 ↗
- Languages:
- English
- ISSNs:
- 0014-4835
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3839.150000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 21041.xml