1
|
Li S, Zhang D, Li X, Ou C, An L, Xu Y, Yang W, Zhang Y, Cheng KT. Vessel-promoted OCT to OCTA image translation by heuristic contextual constraints. Med Image Anal 2024; 98:103311. [PMID: 39217674 DOI: 10.1016/j.media.2024.103311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2024] [Revised: 06/30/2024] [Accepted: 08/17/2024] [Indexed: 09/04/2024]
Abstract
Optical Coherence Tomography Angiography (OCTA) is a crucial tool in the clinical screening of retinal diseases, allowing for accurate 3D imaging of blood vessels through non-invasive scanning. However, the hardware-based approach for acquiring OCTA images presents challenges due to the need for specialized sensors and expensive devices. In this paper, we introduce a novel method called TransPro, which can translate the readily available 3D Optical Coherence Tomography (OCT) images into 3D OCTA images without requiring any additional hardware modifications. Our TransPro method is primarily driven by two novel ideas that have been overlooked by prior work. The first idea is derived from a critical observation that the OCTA projection map is generated by averaging pixel values from its corresponding B-scans along the Z-axis. Hence, we introduce a hybrid architecture incorporating a 3D adversarial generative network and a novel Heuristic Contextual Guidance (HCG) module, which effectively maintains the consistency of the generated OCTA images between 3D volumes and projection maps. The second idea is to improve the vessel quality in the translated OCTA projection maps. As a result, we propose a novel Vessel Promoted Guidance (VPG) module to enhance the attention of network on retinal vessels. Experimental results on two datasets demonstrate that our TransPro outperforms state-of-the-art approaches, with relative improvements around 11.4% in MAE, 2.7% in PSNR, 2% in SSIM, 40% in VDE, and 9.1% in VDC compared to the baseline method. The code is available at: https://github.com/ustlsh/TransPro.
Collapse
Affiliation(s)
- Shuhan Li
- Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong, China
| | - Dong Zhang
- Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong, China
| | - Xiaomeng Li
- Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong, China; HKUST Shenzhen-Hong Kong Collaborative Innovation Research Institute, Futian, Shenzhen, China.
| | - Chubin Ou
- Weizhi Meditech (Foshan) Co., Ltd, China
| | - Lin An
- Guangdong Weiren Meditech Co., Ltd, China
| | - Yanwu Xu
- South China University of Technology, and Pazhou Lab, China
| | - Weihua Yang
- Shenzhen Eye Institute, Shenzhen Eye Hospital, Jinan University, China
| | - Yanchun Zhang
- Department of Ophthalmology, Shaanxi Eye Hospital, Xi'an People's Hospital (Xi'an Fourth Hospital), Affiliated People's Hospital of Northwest University, Xi'an, China
| | - Kwang-Ting Cheng
- Department of Electronic and Computer Engineering, The Hong Kong University of Science and Technology, Hong Kong, China
| |
Collapse
|
2
|
Kiilgaard HC, Nissen AHK, Balaratnasingam C, Borrelli E, Breazzano MP, van Dijk EHC, Sevik MO, Grauslund J, Subhi Y. Diagnostic accuracy of OCT angiography for macular neovascularization in central serous chorioretinopathy: A systematic review and meta-analysis. Acta Ophthalmol 2024. [PMID: 38988251 DOI: 10.1111/aos.16739] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2024] [Accepted: 07/01/2024] [Indexed: 07/12/2024]
Abstract
Identifying macular neovascularization (MNV) in eyes with central serous chorioretinopathy (CSC) has important implications for its management. Optical coherence tomography angiography (OCTA) is increasingly used for this purpose. Here, we systematically reviewed the literature and conducted meta-analysis to determine the diagnostic accuracy of OCTA for detecting MNV in eyes with CSC. We systematically searched the literature in 12 databases for relevant studies from database inception until 18 November 2023. Eligible studies had eyes with CSC with MNV and CSC without MNV. Index test was OCTA. Reference test was retinal dye angiography. Study selection and data extraction were performed in duplicate, and study was evaluated using the Quality Assessment of Diagnostic Accuracy Studies 2. Our main outcome of interest was the sensitivity and specificity of OCTA for detecting MNV in CSC. Pooled diagnostic test accuracy estimates were computed using MetaDTA. Of 177 records screened, seven fulfilled the eligibility criteria for our study. These studies summarized data from a total of 1061 eyes. Summary estimate sensitivity and specificity to diagnose MNV in eyes with CSC using OCTA was 92.9% (95% CI: 81.7%-97.5%) and 99.4% (95% CI: 84.1%-100.0%), respectively. The main source of bias across studies was the reference standard, as four studies used multimodal imaging including OCTA for the reference standard. OCTA alone is excellent for detecting MNV in CSC compared to retinal dye angiography or multimodal imaging. Using OCTA first before considering retinal dye angiography could potentially save an important number of retinal dye angiographies.
Collapse
Affiliation(s)
| | | | - Chandrakumar Balaratnasingam
- Lions Eye Institute, Perth, Western Australia, Australia
- Department of Ophthalmology, Sir Charles Gairdner Hospital, Perth, Western Australia, Australia
- Centre for Ophthalmology and Visual Science, University of Western Australia, Perth, Western Australia, Australia
| | - Enrico Borrelli
- Department of Ophthalmology, City of Health and Science Hospital, Turin, Italy
- Department of Surgical Sciences, University of Turin, Turin, Italy
| | - Mark P Breazzano
- Retina-Vitreous Surgeons of Central New York, Liverpool, New York, USA
- Department of Ophthalmology & Visual Sciences, State University of New York Upstate Medical University, Syracuse, New York, USA
| | - Elon H C van Dijk
- Lions Eye Institute, Perth, Western Australia, Australia
- Department of Ophthalmology, Sir Charles Gairdner Hospital, Perth, Western Australia, Australia
- Department of Ophthalmology, Leiden University Medical Centre, Leiden, The Netherlands
| | - Mehmet Orkun Sevik
- Department of Ophthalmology, Marmara University School of Medicine, Istanbul, Turkey
| | - Jakob Grauslund
- Department of Ophthalmology, Odense University Hospital, Odense, Denmark
- Department of Ophthalmology, Vestfold Hospital Trust, Tønsberg, Norway
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Yousif Subhi
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
- Department of Ophthalmology, Rigshospitalet, Copenhagen, Denmark
- Department of Ophthalmology, Zealand University Hospital, Roskilde, Denmark
| |
Collapse
|
3
|
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.
Collapse
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
| |
Collapse
|
4
|
Li Z, Deng X, Zhou L, Lu T, Lan Y, Jin C. Nomogram-based prediction of clinically significant macular edema in diabetes mellitus patients. Acta Diabetol 2022; 59:1179-1188. [PMID: 35739321 DOI: 10.1007/s00592-022-01901-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/04/2022] [Accepted: 04/27/2022] [Indexed: 11/01/2022]
Abstract
AIMS The aim of the study was to construct and validate a risk nomogram for clinically significant macular edema (CSME) prediction in diabetes mellitus (DM) patients using systemic variables. METHODS In this retrospective study, DM inpatients who underwent routine diabetic retinopathy screening were recruited and divided into training and validation sets according to their admission date. Ninety-three demographic and systemic variables were collected. The least absolute shrinkage and selection operator was used to select the predictive variables from the training set. The selected variables were used to construct the CSME prediction nomogram. Internal and external validations were performed. The C-index, calibration curve and decision curve analysis (DCA) were reported. RESULTS A total of 349 patients were divided into the training set (240, 68.77%) and the validation set (109, 31.23%). The presence of diabetic peripheral neuropathy (DPN) symptoms, uric acid, use of insulin only or not for treatment, insulin dosage, urinary protein grade and disease duration were chosen for the nomogram. The C-index of the prediction nomogram was 0.896, 0.878 and 0.837 in the training set, internal validation and external validation, respectively. The calibration curves of the nomogram showed good agreement between the predicted and actual outcomes. DCA demonstrated that the nomogram was clinically useful. CONCLUSIONS A nomogram with good performance for predicting CSME using systemic variables was developed. It suggested that DPN symptoms and renal function may be crucial risk factors for CSME. Moreover, this nomogram may be a convenient tool for non-ophthalmic specialists to rapidly recognize CSME in patients and to transfer them to ophthalmologists for early diagnosis and treatment.
Collapse
Affiliation(s)
- Zijing Li
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, 54 South Xianlie Road, Guangzhou, 510060, China
- Department of Ophthalmology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yanjiang West Road, Guangzhou, 510020, China
| | - Xiaowen Deng
- Department of Ophthalmology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yanjiang West Road, Guangzhou, 510020, China
| | - Lijun Zhou
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, 54 South Xianlie Road, Guangzhou, 510060, China
| | - Tu Lu
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, 54 South Xianlie Road, Guangzhou, 510060, China
| | - Yuqing Lan
- Department of Ophthalmology, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, 107 Yanjiang West Road, Guangzhou, 510020, China.
| | - Chenjin Jin
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-Sen University, 54 South Xianlie Road, Guangzhou, 510060, China.
| |
Collapse
|
5
|
Anjos R, Ferreira A, Barkoudah E, Claggett B, Abegão Pinto L, Miguel A. Application of Optical Coherence Tomography Angiography Macular Analysis for Systemic Hypertension. A Systematic Review and Meta-analysis. Am J Hypertens 2022; 35:356-364. [PMID: 34718393 DOI: 10.1093/ajh/hpab172] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Revised: 10/05/2021] [Accepted: 10/28/2021] [Indexed: 11/14/2022] Open
Abstract
BACKGROUND Microvascular rarefaction due to hypertension has been linked to disease severity and end-organ complications. Optical coherence tomography angiography (OCTA) has been explored as a potential tool to evaluate the retinal microvascular network in hypertensive patients. METHODS PubMed, Scopus, Web of Science, and Cochrane were systematically searched to 10th of September of 2021, along with a manual search. Studies that used OCTA as a primary diagnostic method to evaluate the macular microvasculature of hypertensive patients were included. Meta-analysis was performed using a random-effects model. Primary outcomes were macular vessel density (VD) and foveal avascular zone (FAZ) at the superficial and deep capillary plexus. RESULTS Of 947 screened articles, 9 were found eligible for qualitative and quantitative analysis. VD in hypertensive patients was reduced when compared with controls in the fovea (0.93, 95% confidence interval [CI] 0.87-0.99, P = 0.023) and the parafovea (0.95, 95% CI 0.93-0.97, P < 0.001) of the superficial capillary plexus. FAZ was larger in the deep plexus of hypertensive patients (1.10, 95% CI 1.03-1.18, P = 0.003). VD reduction was found in patients with worsening blood pressure control in 3 studies and prolonged disease in 2 studies. CONCLUSIONS Microvascular rarefaction of the macula is found in hypertensive patients with a reduction of foveal and parafoveal VD and an increase of FAZ area. Disease duration and severity might be related to a microvascular rarefaction. OCTA could offer a novel tool for the assessment and follow-up of hypertensive patients.
Collapse
Affiliation(s)
- Rita Anjos
- Department of Ophthalmology, Centro Hospitalar Universitário Lisboa Central, Lisbon, Portugal
- Nova Medical School, Lisbon, Portugal
| | - André Ferreira
- Department of Ophthalmology, Centro Hospitalar Universitário do Porto, Porto, Portugal
- Unit of Anatomy, Department of Biomedicine, Faculty of Medicine of University of Porto, Porto, Portugal
| | - Ebrahim Barkoudah
- Hospital Medicine Unit and the Division of General Internal Medicine, Department of Medicine, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Brian Claggett
- Cardiovascular Division, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA
| | - Luis Abegão Pinto
- Vision Sciences Study Centre, CECV, Faculty of Medicine, University of Lisbon, Lisbon, Portugal
- Ophthalmology Department, Hospital de Santa Maria, Lisbon, Portugal
| | - Ana Miguel
- Department of Community Medicine, Center for Health Technology and Services Research (CINTESIS), Information and Health Decision Sciences (MEDCIDS), University of Porto, Oporto, Portugal
- Department of Ophthalmology, Hôpital Privé de la Baie, Avranches, France
| |
Collapse
|