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Jiang Y, Shen Y, Wang L, Chen X, Tang J, Liu L, Ma T, Ju L, Chen Y, Ge Z, Zhou X, Wang X. Effect of vault on predicting postoperative refractive error for posterior chamber phakic intraocular lens based on a machine learning model. J Cataract Refract Surg 2024; 50:319-327. [PMID: 37938020 DOI: 10.1097/j.jcrs.0000000000001356] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Accepted: 10/26/2023] [Indexed: 11/09/2023]
Abstract
PURPOSE To investigate how vault and other biometric variations affect postoperative refractive error of implantable collamer lenses (ICLs) by integrating artificial intelligence and modified vergence formula. SETTING Eye and ENT Hospital of Fudan University, Shanghai, China. DESIGN Artificial intelligence and big data-based prediction model. METHODS 2845 eyes that underwent uneventful spherical ICL or toric ICL implantation and with manifest refraction results 1 month postoperatively were included. 1 eye of each patient was randomly included. Random forest was used to calculate the postoperative sphere, cylinder, and spherical equivalent by inputting variable ocular parameters. The influence of predicted vault and modified Holladay formula on predicting postoperative refractive error was analyzed. Subgroup analysis of ideal vault (0.25 to 0.75 mm) and extreme vault (<0.25 mm or >0.75 mm) was performed. RESULTS In the test set of both ICLs, all the random forest-based models significantly improved the accuracy of predicting postoperative sphere compared with the Online Calculation & Ordering System calculator ( P < .001). For ideal vault, the combination of modified Holladay formula in spherical ICL exhibited highest accuracy ( R = 0.606). For extreme vault, the combination of predicted vault in spherical ICL enhanced R values ( R = 0.864). The combination of predicted vault and modified Holladay formula was most optimal for toric ICL in all ranges of vault (ideal vault: R = 0.516, extreme vault: R = 0.334). CONCLUSIONS The random forest-based calculator, considering vault and variable ocular parameters, illustrated superiority over the existing calculator on the study datasets. Choosing an appropriate lens size to control the vault within the ideal range was helpful to avoid refractive surprises.
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Affiliation(s)
- Yinjie Jiang
- From the Eye and ENT Hospital, Fudan University, Shanghai, China (Jiang, Shen, X. Chen, Tang, Liu, Zhou, X. Wang); National Health Commission Key Lab of Myopia, Fudan University, Shanghai, China (Jiang, Shen, X. Chen, Tang, Liu, Zhou, X. Wang); Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China (Jiang, Shen, X. Chen, Tang, Liu, Zhou, X. Wang); Beijing Airdoc Technology Co., Ltd., Beijing, China (L. Wang, Ma, Ju, Y. Chen, Ge); Monash Medical AI Group, Monash University, Clayton, Australia (L. Wang, Ju, Ge)
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Qian Y, Ding L, Ding Y, Jiang L, Liu Z, Zhou X. Measurement of the distance between corneal apex and pupil center in patients following small-incision lenticule extraction or implantable collamer lens implantation and its correlation with the surgical-induced astigmatism. BMC Ophthalmol 2024; 24:110. [PMID: 38454381 PMCID: PMC10918991 DOI: 10.1186/s12886-024-03352-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2023] [Accepted: 02/15/2024] [Indexed: 03/09/2024] Open
Abstract
BACKGROUND To investigate the change in the distance between corneal apex and pupil center after small-incision lenticule extraction (SMILE) or implantable collamer lens (ICL) implantation and its correlation with surgical-induced astigmatism (SIA). METHODS This study included patients who had undergone SMILE (n = 112) or ICL implantation (n = 110) to correct myopia and myopic astigmatism. The angle kappa was measured using a Scheimpflug imaging device (Pentacam) and represented as Cartesian values between the pupil center and the corneal vertex (X, Y) and chord u ([Formula: see text]orientation), and was compared pre- and post-operative. RESULTS Following SMILE, the magnitude of chord u[Formula: see text]) significantly increased in both eyes (Wilcoxon signed-rank test, OD: P<0.001; OS: P=0.007), while no significant change was observed in the orientation. A significant correlation was found between the J0 component of SIA and the change in the magnitude of chord u for both eyes (OD: R2=0.128, P<0.001; OS: R2=0.033, P=0.004). After ICL implantation, the orientation of the chord u was significantly different in the right eye (Wilcoxon signed-rank test, P = 0.008), and the Y-intercept significantly decreased in both eyes (Wilcoxon signed-rank test, P<0.001). A significant correlation was found between J0 of SIA and the change in the magnitude of chord u for the right eyes (R2=0.066, P=0.002). A significant correlation was found between J45 of SIA and the change in the magnitude of chord u for the left eyes (R2=0.037, P=0.044). CONCLUSIONS The magnitude of the chord u increased following the SMILE procedure, whereas the Y-intercept significantly decreased after ICL implantation. SIA was related to the change in the magnitude of chord u.
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Affiliation(s)
- Yishan Qian
- Department of Ophthalmology, Eye and ENT Hospital, Fudan University, Shanghai, People's Republic of China.
- NHC Key Laboratory of Myopia, Fudan University, 83th Fenyang Rd, Shanghai, 200031, People's Republic of China.
| | - Lan Ding
- Department of Ophthalmology, Eye and ENT Hospital, Fudan University, Shanghai, People's Republic of China
- NHC Key Laboratory of Myopia, Fudan University, 83th Fenyang Rd, Shanghai, 200031, People's Republic of China
| | - Yanlan Ding
- Department of Ophthalmology, Eye and ENT Hospital, Fudan University, Shanghai, People's Republic of China
- NHC Key Laboratory of Myopia, Fudan University, 83th Fenyang Rd, Shanghai, 200031, People's Republic of China
| | - Lin Jiang
- Department of Ophthalmology, Eye and ENT Hospital, Fudan University, Shanghai, People's Republic of China
- NHC Key Laboratory of Myopia, Fudan University, 83th Fenyang Rd, Shanghai, 200031, People's Republic of China
| | - Zesheng Liu
- Department of Ophthalmology, Eye and ENT Hospital, Fudan University, Shanghai, People's Republic of China
- NHC Key Laboratory of Myopia, Fudan University, 83th Fenyang Rd, Shanghai, 200031, People's Republic of China
| | - Xingtao Zhou
- Department of Ophthalmology, Eye and ENT Hospital, Fudan University, Shanghai, People's Republic of China.
- NHC Key Laboratory of Myopia, Fudan University, 83th Fenyang Rd, Shanghai, 200031, People's Republic of China.
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Zhang H, Gong R, Zhang X, Deng Y. Analysis of perioperative problems related to intraocular Implantable Collamer Lens (ICL) implantation. Int Ophthalmol 2022; 42:3625-3641. [PMID: 35731355 PMCID: PMC9587946 DOI: 10.1007/s10792-022-02355-w] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Accepted: 04/18/2022] [Indexed: 02/05/2023]
Abstract
PURPOSE To introduce a modified procedure of ICL implantation, to summarize the perioperative problems and their corresponding treatment after myopia correction with Implantable Collamer Lens (ICL), and to compare the difference of complications between the no-hole ICL and hole ICL. METHODS We searched all articles on ICL-related perioperative problems and their corresponding treatment in Scopus, Embase, PubMed and Web of Science databases for the last 22 years. RESULTS ICL implantation is safe, effective, stable and predictable in the correction of myopia, hyperopia and astigmatism, but can also cause a series of perioperative problems, including intraoperative and postoperative complications. CONCLUSION There are many kinds of complications related to ICL, but the common intraoperative and postoperative complications mainly include abnormality of arch height, abnormal position of ICL, loss of corneal endothelial cells and corneal decompensation, high intraocular pressure and secondary glaucoma, cataract and night vision symptoms. Compared with ICL without central pore, the incidence of complications such as loss of corneal endothelial cells and corneal decompensation, high intraocular pressure and secondary glaucoma and cataract was relatively lower in central hole ICL, while postoperative complications such as night vision symptoms were obvious.
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Affiliation(s)
- Hao Zhang
- Department of Ophthalmology, West China Hospital, Sichuan University, No.37, Guoxue Xiang, Chengdu, 610041 Sichuan China
| | - Rui Gong
- Department of Ophthalmology, West China Hospital, Sichuan University, No.37, Guoxue Xiang, Chengdu, 610041 Sichuan China
| | - Xiaolan Zhang
- Department of Ophthalmology, West China Hospital, Sichuan University, No.37, Guoxue Xiang, Chengdu, 610041 Sichuan China
| | - Yingping Deng
- Department of Ophthalmology, West China Hospital, Sichuan University, No.37, Guoxue Xiang, Chengdu, 610041 Sichuan China
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