1
|
Ni S, Ng R, Huang D, Chen S, Young BK, Peter Campbell J, Jian Y. Non-mydriatic ultra-widefield diffraction-limited retinal imaging. OPTICS LETTERS 2024; 49:3902-3905. [PMID: 39008737 DOI: 10.1364/ol.525364] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Accepted: 06/20/2024] [Indexed: 07/17/2024]
Abstract
We demonstrate a new non-mydriatic ultra-widefield optical coherence tomography retinal imaging system, designed with custom optics to improve the imaging field of view, lateral resolution, and patient comfort. The key motivation is to address the challenge with conventional systems that require pupillary dilation, adding time, expense, discomfort, and medical risk to the examination of the retina. Our system provides an ultrawide 100° field of view (beam scanning angle at the scanning pivot point) and maintains a lateral resolution of 20 µm on the center. It also allows a generous working distance of 16 mm, 2-3 times longer than existing ultra-widefield OCT imaging systems. This advanced system was able to avoid iris vignetting artifacts without pharmacological dilation and ensure diffraction-limited ultra-widefield imaging under a generalized eye model. This enables a comprehensive evaluation of retina diseases, especially those affecting the peripheral regions.
Collapse
|
2
|
Ebrahimi B, Le D, Abtahi M, Dadzie AK, Rossi A, Rahimi M, Son T, Ostmo S, Campbell JP, Paul Chan RV, Yao X. Assessing spectral effectiveness in color fundus photography for deep learning classification of retinopathy of prematurity. JOURNAL OF BIOMEDICAL OPTICS 2024; 29:076001. [PMID: 38912212 PMCID: PMC11188587 DOI: 10.1117/1.jbo.29.7.076001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 05/24/2024] [Accepted: 05/29/2024] [Indexed: 06/25/2024]
Abstract
Significance Retinopathy of prematurity (ROP) poses a significant global threat to childhood vision, necessitating effective screening strategies. This study addresses the impact of color channels in fundus imaging on ROP diagnosis, emphasizing the efficacy and safety of utilizing longer wavelengths, such as red or green for enhanced depth information and improved diagnostic capabilities. Aim This study aims to assess the spectral effectiveness in color fundus photography for the deep learning classification of ROP. Approach A convolutional neural network end-to-end classifier was utilized for deep learning classification of normal, stage 1, stage 2, and stage 3 ROP fundus images. The classification performances with individual-color-channel inputs, i.e., red, green, and blue, and multi-color-channel fusion architectures, including early-fusion, intermediate-fusion, and late-fusion, were quantitatively compared. Results For individual-color-channel inputs, similar performance was observed for green channel (88.00% accuracy, 76.00% sensitivity, and 92.00% specificity) and red channel (87.25% accuracy, 74.50% sensitivity, and 91.50% specificity), which is substantially outperforming the blue channel (78.25% accuracy, 56.50% sensitivity, and 85.50% specificity). For multi-color-channel fusion options, the early-fusion and intermediate-fusion architecture showed almost the same performance when compared to the green/red channel input, and they outperformed the late-fusion architecture. Conclusions This study reveals that the classification of ROP stages can be effectively achieved using either the green or red image alone. This finding enables the exclusion of blue images, acknowledged for their increased susceptibility to light toxicity.
Collapse
Affiliation(s)
- Behrouz Ebrahimi
- University of Illinois, Chicago, Department of Biomedical Engineering, Chicago, Illinois, United States
| | - David Le
- University of Illinois, Chicago, Department of Biomedical Engineering, Chicago, Illinois, United States
| | - Mansour Abtahi
- University of Illinois, Chicago, Department of Biomedical Engineering, Chicago, Illinois, United States
| | - Albert K. Dadzie
- University of Illinois, Chicago, Department of Biomedical Engineering, Chicago, Illinois, United States
| | - Alfa Rossi
- University of Illinois, Chicago, Department of Biomedical Engineering, Chicago, Illinois, United States
| | - Mojtaba Rahimi
- University of Illinois, Chicago, Department of Biomedical Engineering, Chicago, Illinois, United States
| | - Taeyoon Son
- University of Illinois, Chicago, Department of Biomedical Engineering, Chicago, Illinois, United States
| | - Susan Ostmo
- Oregon Health and Science University, Casey Eye Institute, Department of Ophthalmology, Portland, Oregon, United States
| | - J. Peter Campbell
- Oregon Health and Science University, Casey Eye Institute, Department of Ophthalmology, Portland, Oregon, United States
| | - R. V. Paul Chan
- University of Illinois, Chicago, Department of Biomedical Engineering, Chicago, Illinois, United States
- University of Illinois Chicago, Department of Ophthalmology and Visual Sciences, Chicago, Illinois, United States
| | - Xincheng Yao
- University of Illinois, Chicago, Department of Biomedical Engineering, Chicago, Illinois, United States
- University of Illinois Chicago, Department of Ophthalmology and Visual Sciences, Chicago, Illinois, United States
| |
Collapse
|
3
|
Burt SS, Woodward M, Ni S, Jackson J, Coyner AS, Ostmo SR, Liang G, Bayhaqi Y, Jia Y, Huang D, Chiang MF, Young BK, Jian Y, Campbell JP. Isolated Retinal Neovascularization in Retinopathy of Prematurity: Clinical Associations and Prognostic Implications. Ophthalmol Retina 2024:S2468-6530(24)00234-3. [PMID: 38735640 DOI: 10.1016/j.oret.2024.04.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2024] [Revised: 04/24/2024] [Accepted: 04/25/2024] [Indexed: 05/14/2024]
Abstract
OBJECTIVE Isolated retinal neovascularization (IRNV) is a common finding in patients with stage 2 and 3 retinopathy of prematurity (ROP). This study aimed to further classify the clinical course and significance of these lesions (previously described as "popcorn" based on clinical appearance) in patients with ROP as visualized with ultrawidefield OCT (UWF-OCT). DESIGN Single center, retrospective case series. PARTICIPANTS Images were collected from 136 babies in the Oregon Health and Science University neonatal intensive care unit. METHODS A prototype UWF-OCT device captured en face scans (>140°), which were reviewed for the presence of IRNV along with standard zone, stage, and plus classification. In a cross-sectional analysis we compared demographics and the clinical course of eyes with and without IRNV. Longitudinally, we compared ROP severity using a clinician-assigned vascular severity score (VSS) and compared the risk of progression among eyes with and without IRNV using multivariable logistic regression. MAIN OUTCOME MEASURES Differences in clinical demographics and disease progression between patients with and without IRNV. RESULTS Of the 136 patients, 60 developed stage 2 or worse ROP during their disease course, 22 of whom had IRNV visualized on UWF-OCT (37%). On average, patients with IRNV had lower birth weights (BWs) (660.1 vs. 916.8 g, P = 0.001), gestational age (GA) (24.9 vs. 26.1 weeks, P = 0.01), and were more likely to present with ROP in zone I (63.4% vs. 15.8%, P < 0.001). They were also more likely to progress to stage 3 (68.2% vs. 13.2%, P < 0.001) and receive treatment (54.5% vs. 15.8%, P = 0.002). Eyes with IRNV had a higher peak VSS (5.61 vs. 3.73, P < 0.001) and averaged a higher VSS throughout their disease course. On multivariable logistic regression, IRNV was independently associated with progression to stage 3 (P = 0.02) and requiring treatment (P = 0.03), controlling for GA, BW, and initial zone 1 disease. CONCLUSIONS In this single center study, we found that IRNV occurs in higher risk babies and was an independent risk factor for ROP progression and treatment. These findings may have implications for OCT-based ROP classifications in the future. FINANCIAL DISCLOSURE(S) Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
Collapse
Affiliation(s)
- Spencer S Burt
- Casey Eye Institute, Oregon Health and Science University, Portland, Oregon
| | - Mani Woodward
- Casey Eye Institute, Oregon Health and Science University, Portland, Oregon
| | - Shuibin Ni
- Casey Eye Institute, Oregon Health and Science University, Portland, Oregon
| | - John Jackson
- Casey Eye Institute, Oregon Health and Science University, Portland, Oregon
| | - Aaron S Coyner
- Casey Eye Institute, Oregon Health and Science University, Portland, Oregon
| | - Susan R Ostmo
- Casey Eye Institute, Oregon Health and Science University, Portland, Oregon
| | - Guangru Liang
- Casey Eye Institute, Oregon Health and Science University, Portland, Oregon
| | - Yakub Bayhaqi
- Casey Eye Institute, Oregon Health and Science University, Portland, Oregon
| | - Yali Jia
- Casey Eye Institute, Oregon Health and Science University, Portland, Oregon
| | - David Huang
- Casey Eye Institute, Oregon Health and Science University, Portland, Oregon
| | - Michael F Chiang
- National Eye Institute, National Institutes of Health, Bethesda, Maryland; National Library of Medicine, National Institutes of Health, Bethesda, Maryland
| | - Benjamin K Young
- Casey Eye Institute, Oregon Health and Science University, Portland, Oregon
| | - Yifan Jian
- Casey Eye Institute, Oregon Health and Science University, Portland, Oregon
| | - J Peter Campbell
- Casey Eye Institute, Oregon Health and Science University, Portland, Oregon.
| |
Collapse
|
4
|
Hanif AM, Jian Y, Young BK, Campbell JP. Implementation of optical coherence tomography in retinopathy of prematurity screening. Curr Opin Ophthalmol 2024; 35:252-259. [PMID: 38205941 PMCID: PMC11034813 DOI: 10.1097/icu.0000000000001030] [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] [Indexed: 01/12/2024]
Abstract
PURPOSE OF REVIEW In this review, we explore the investigational applications of optical coherence tomography (OCT) in retinopathy of prematurity (ROP), the insights they have delivered thus far, and key milestones for its integration into the standard of care. RECENT FINDINGS While OCT has been widely integrated into clinical management of common retinal diseases, its use in pediatric contexts has been undermined by limitations in ergonomics, image acquisition time, and field of view. Recently, investigational handheld OCT devices have been reported with advancements including ultra-widefield view, noncontact use, and high-speed image capture permitting real-time en face visualization. These developments are compelling for OCT as a more objective alternative with reduced neonatal stress compared to indirect ophthalmoscopy and/or fundus photography as a means of classifying and monitoring ROP. SUMMARY OCT may become a viable modality in management of ROP. Ongoing innovation surrounding handheld devices should aim to optimize patient comfort and image resolution in the retinal periphery. Future clinical investigations may seek to objectively characterize features of peripheral stage and explore novel biomarkers of disease activity.
Collapse
Affiliation(s)
- Adam M. Hanif
- Ophthalmology, Oregon Health & Science University, Portland, Oregon
| | - Yifan Jian
- Ophthalmology, Oregon Health & Science University, Portland, Oregon
| | | | | |
Collapse
|
5
|
Ni S, Liang GB, Ng R, Ostmo S, Jia Y, Chiang MF, Huang D, Skalet AH, Young BK, Campbell JP, Jian Y. Panretinal handheld OCT angiography for pediatric retinal imaging. BIOMEDICAL OPTICS EXPRESS 2024; 15:3412-3424. [PMID: 38855676 PMCID: PMC11161374 DOI: 10.1364/boe.520739] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/05/2024] [Revised: 04/19/2024] [Accepted: 04/22/2024] [Indexed: 06/11/2024]
Abstract
Comprehensive visualization of retina morphology is essential in the diagnosis and management of retinal diseases in pediatric populations. Conventional imaging techniques often face challenges in effectively capturing the peripheral retina, primarily due to the limitations in current optical designs, which lack the necessary field of view to characterize the far periphery. To address this gap, our study introduces a novel ultra-widefield optical coherence tomography angiography (OCTA) system. This system, specifically tailored for pediatric applications, incorporates an ultrahigh-speed 800 kHz swept-source laser. The system's innovative design achieves a 140° field of view while maintaining excellent optical performance. Over the last 15 months, we have conducted 379 eye examinations on 96 babies using this system. It demonstrates marked efficacy in the diagnosis of retinopathy of prematurity, providing detailed and comprehensive peripheral retinal angiography. The capabilities of the ultra-widefield handheld OCTA system in enhancing the clarity and thoroughness of retina vascularization assessments have significantly improved the precision of diagnoses and the customization of treatment strategies. Our findings underscore the system's potential to advance pediatric ophthalmology and broaden the scope of retinal imaging.
Collapse
Affiliation(s)
- Shuibin Ni
- Casey Eye Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR 97239, USA
| | - Guangru Ben Liang
- Casey Eye Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR 97239, USA
| | - Ringo Ng
- Casey Eye Institute, Oregon Health & Science University, Portland, OR 97239, USA
| | - Susan Ostmo
- Casey Eye Institute, Oregon Health & Science University, Portland, OR 97239, USA
| | - Yali Jia
- Casey Eye Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR 97239, USA
| | - Michael F. Chiang
- National Eye Institute, National Institutes of Health, Bethesda, MD 20892, USA
- National Library of Medicine, National Institutes of Health, Bethesda, MD 20892, USA
| | - David Huang
- Casey Eye Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR 97239, USA
| | - Alison H. Skalet
- Casey Eye Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Knight Cancer Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Department of Radiation Medicine, Oregon Health & Science University, Portland, OR 97239, USA
- Department of Dermatology, Oregon Health & Science University, Portland, OR 97239, USA
| | - Benjamin K. Young
- Casey Eye Institute, Oregon Health & Science University, Portland, OR 97239, USA
| | - J. Peter Campbell
- Casey Eye Institute, Oregon Health & Science University, Portland, OR 97239, USA
| | - Yifan Jian
- Casey Eye Institute, Oregon Health & Science University, Portland, OR 97239, USA
- Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR 97239, USA
| |
Collapse
|
6
|
Pattathil N, Choudhry N. Optical coherence tomography imaging of the peripheral retina. Saudi J Ophthalmol 2024; 38:132-137. [PMID: 38988787 PMCID: PMC11232739 DOI: 10.4103/sjopt.sjopt_176_23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Revised: 10/03/2023] [Accepted: 10/03/2023] [Indexed: 07/12/2024] Open
Abstract
This review critically assesses the applicability of retinal periphery imaging technology, scrutinizing its practical limitations and potential advancements within ophthalmology. It underscores the significant costs and the need to evaluate the clinical utility of optical coherence tomography (OCT) and OCT angiography devices. It emphasizes how clinicians should consider their practice-specific use-cases while investing in devices with capabilities like ultra-widefield OCT, autofluorescence imaging, and angiography. The paper also highlights the challenges associated with image acquisition, such as artifact management and patient cooperation for extended fixation periods. This review outlines the utility of these modalities in various retinal pathologies, as well as their contribution to telemedicine and personalized care, facilitated by artificial intelligence for improved image processing, quantification, and interpretation. These techniques potentially offer a more comprehensive understanding of peripheral retinal conditions and associated pathologies, thus influencing clinical decision-making, particularly in remote regions with limited specialist access.
Collapse
Affiliation(s)
- Niveditha Pattathil
- Vitreous Retina Macula Specialists of Toronto, Toronto, Ontario, Canada
- Octane Imaging Lab, Toronto, Ontario, Canada
| | - Netan Choudhry
- Vitreous Retina Macula Specialists of Toronto, Toronto, Ontario, Canada
- Octane Imaging Lab, Toronto, Ontario, Canada
- Department of Ophthalmology and Vision Sciences, University of Toronto, Toronto, Ontario, Canada
| |
Collapse
|
7
|
Belenje A, Reddy RU, Parmeswarappa DC, Padhi TR, Subbarao B, Jalali S. Evaluation of optical coherence tomography biomarkers to differentiate favourable and unfavourable responders to intravitreal anti-vascular endothelial growth factor treatment in retinopathy of prematurity. Eye (Lond) 2024; 38:1097-1103. [PMID: 37968517 PMCID: PMC11009246 DOI: 10.1038/s41433-023-02824-1] [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: 07/27/2023] [Revised: 10/17/2023] [Accepted: 11/01/2023] [Indexed: 11/17/2023] Open
Abstract
OBJECTIVE Evaluation of optical coherence tomography biomarkers in predicting treatment response to intravitreal injection of anti-vascular endothelial growth factor (anti-VEGF) Bevacizumab, in aggressive retinopathy of prematurity (A-ROP). METHODS Non-contact ultra-widefield (NC-UWF) fundus imaging with integrated UWF guided swept source Optical coherence tomography (SS-OCT) was performed prospectively in preterm babies before and after intravitreal anti-VEGF (Bevacizumab) monotherapy. OCT biomarkers were analysed in eyes that reached complete vascularization versus others. RESULTS Eyes with retinal vessels reaching near ora serrata were labelled as regressed ROP and vascularised retina (Group1). Eyes with reactivation of ROP needing laser or vitreoretinal surgery or eyes with peripheral avascular retina (PAR) at 16th week post-injection were considered as Group 2. Pre-injection baseline OCT showed a hyperreflectivity of inner retinal layers in 12 out of 46 eyes in Group 1 versus 30 out of 34 eyes in Group 2 (p value 0.002). None of the eyes in Group 1 showed choroidal thinning at posterior pole as compared to 14 out of 34 eyes in Group 2 (p value 0.001). Intraretinal hypo reflective Cystic changes at fovea were seen in 16 out of 46 eyes in Group 1 and 2 out of 34 eyes in Group 2 (p value 0.012). CONCLUSION Pre-injection swept source OCT biomarkers could predict the treatment outcomes of anti-VEGF (Bevacizumab) monotherapy in A-ROP eyes. Hyperreflectivity of inner retinal layers and choroidal thinning had poorer and unpredictable response to anti-VEGF injection whereas, cystic changes at fovea predicted favourable response.
Collapse
Affiliation(s)
- Akash Belenje
- Srimati Kanuri Santhamma Center for Vitreo Retinal Diseases, Anant Bajaj Retina Institute, Kallam Anji Reddy Campus, L V Prasad Eye Institute, Hyderabad, Telangana, India
| | - Rakasi Ugandhar Reddy
- Srimati Kanuri Santhamma Center for Vitreo Retinal Diseases, Anant Bajaj Retina Institute, Kallam Anji Reddy Campus, L V Prasad Eye Institute, Hyderabad, Telangana, India
| | - Deepika C Parmeswarappa
- Srimati Kanuri Santhamma Center for Vitreo Retinal Diseases, Anant Bajaj Retina Institute, Kallam Anji Reddy Campus, L V Prasad Eye Institute, Hyderabad, Telangana, India
| | - Tapas Ranjan Padhi
- Vitreoretinal and Uveitis Services, Anant Bajaj Retina Institute, Mithu Tulsi Chanrai Campus, L V Prasad Eye Institute, Bhubaneswar, India
| | - Bala Subbarao
- Srimati Kanuri Santhamma Center for Vitreo Retinal Diseases, Anant Bajaj Retina Institute, Kallam Anji Reddy Campus, L V Prasad Eye Institute, Hyderabad, Telangana, India
| | - Subhadra Jalali
- Srimati Kanuri Santhamma Center for Vitreo Retinal Diseases, Anant Bajaj Retina Institute, Kallam Anji Reddy Campus, L V Prasad Eye Institute, Hyderabad, Telangana, India.
| |
Collapse
|
8
|
Chen X, Imperio R, Viehland C, Patel PR, Tran-Viet D, Mangalesh S, Prakalapakorn SG, Freedman SF, Izatt JA, Toth CA. A pilot optical coherence tomography angiography classification of retinal neovascularization in retinopathy of prematurity. Sci Rep 2024; 14:568. [PMID: 38177160 PMCID: PMC10766630 DOI: 10.1038/s41598-023-49964-8] [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: 05/16/2023] [Accepted: 12/14/2023] [Indexed: 01/06/2024] Open
Abstract
Extraretinal neovascularization is a hallmark of treatment-requiring retinopathy of prematurity (ROP). Optical coherence tomography angiography (OCTA) offers vascular flow and depth information not available from indirect ophthalmoscopy and structural OCT, but OCTA is only commercially available as a tabletop device. In this study, we used an investigational handheld OCTA device to study the vascular flow in and around retinal neovascularization in seven preterm infants with treatment-requiring ROP and contrasted them to images of vascular flow in six infants of similar age without neovascular ROP. We showed stages of retinal neovascularization visible in preterm infants from 32 to 47 weeks postmenstrual age: Intraretinal neovascularization did not break through the internal limiting membrane; Subclinical neovascular buds arose from retinal vasculature with active flow through the internal limiting membrane; Flat neovascularization in aggressive ROP assumed a low-lying configuration compared to elevated extraretinal neovascular plaques; Regressed neovascularization following treatment exhibited decreased vascular flow within the preretinal tissue, but flow persisted in segments of retinal vessels elevated from their original intraretinal location. These findings enable a pilot classification of retinal neovascularization in eyes with ROP using OCTA, and may be helpful in detailed monitoring of disease progression, treatment response and predicting reactivation.
Collapse
Affiliation(s)
- Xi Chen
- Department of Ophthalmology, Duke University Medical Center, Durham, NC, 27517, USA.
- Duke University Medical Center, 2351 Erwin Road, Box 3802, Durham, NC, 27710, USA.
| | - Ryan Imperio
- Department of Ophthalmology, Duke University Medical Center, Durham, NC, 27517, USA
| | - Christian Viehland
- Department of Biomedical Engineering, Duke University, Durham, NC, 27517, USA
| | - Pujan R Patel
- Department of Ophthalmology, Duke University Medical Center, Durham, NC, 27517, USA
| | - Du Tran-Viet
- Department of Ophthalmology, Duke University Medical Center, Durham, NC, 27517, USA
| | - Shwetha Mangalesh
- Department of Ophthalmology, Duke University Medical Center, Durham, NC, 27517, USA
| | - S Grace Prakalapakorn
- Department of Ophthalmology, Duke University Medical Center, Durham, NC, 27517, USA
- Department of Pediatrics, Duke University Medical Center, Durham, NC, 27571, USA
| | - Sharon F Freedman
- Department of Ophthalmology, Duke University Medical Center, Durham, NC, 27517, USA
- Department of Pediatrics, Duke University Medical Center, Durham, NC, 27571, USA
| | - Joseph A Izatt
- Department of Ophthalmology, Duke University Medical Center, Durham, NC, 27517, USA
- Department of Biomedical Engineering, Duke University, Durham, NC, 27517, USA
| | - Cynthia A Toth
- Department of Ophthalmology, Duke University Medical Center, Durham, NC, 27517, USA
- Department of Biomedical Engineering, Duke University, Durham, NC, 27517, USA
| |
Collapse
|
9
|
Hoyek S, Cruz NFSD, Patel NA, Al-Khersan H, Fan KC, Berrocal AM. Identification of novel biomarkers for retinopathy of prematurity in preterm infants by use of innovative technologies and artificial intelligence. Prog Retin Eye Res 2023; 97:101208. [PMID: 37611892 DOI: 10.1016/j.preteyeres.2023.101208] [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: 06/19/2023] [Revised: 08/16/2023] [Accepted: 08/18/2023] [Indexed: 08/25/2023]
Abstract
Retinopathy of prematurity (ROP) is a leading cause of preventable vision loss in preterm infants. While appropriate screening is crucial for early identification and treatment of ROP, current screening guidelines remain limited by inter-examiner variability in screening modalities, absence of local protocol for ROP screening in some settings, a paucity of resources and an increased survival of younger and smaller infants. This review summarizes the advancements and challenges of current innovative technologies, artificial intelligence (AI), and predictive biomarkers for the diagnosis and management of ROP. We provide a contemporary overview of AI-based models for detection of ROP, its severity, progression, and response to treatment. To address the transition from experimental settings to real-world clinical practice, challenges to the clinical implementation of AI for ROP are reviewed and potential solutions are proposed. The use of optical coherence tomography (OCT) and OCT angiography (OCTA) technology is also explored, providing evaluation of subclinical ROP characteristics that are often imperceptible on fundus examination. Furthermore, we explore several potential biomarkers to reduce the need for invasive procedures, to enhance diagnostic accuracy and treatment efficacy. Finally, we emphasize the need of a symbiotic integration of biologic and imaging biomarkers and AI in ROP screening, where the robustness of biomarkers in early disease detection is complemented by the predictive precision of AI algorithms.
Collapse
Affiliation(s)
- Sandra Hoyek
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA, USA
| | - Natasha F S da Cruz
- Bascom Palmer Eye Institute, University of Miami Leonard M. Miller School of Medicine, Miami, FL, USA
| | - Nimesh A Patel
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA, USA
| | - Hasenin Al-Khersan
- Bascom Palmer Eye Institute, University of Miami Leonard M. Miller School of Medicine, Miami, FL, USA
| | - Kenneth C Fan
- Bascom Palmer Eye Institute, University of Miami Leonard M. Miller School of Medicine, Miami, FL, USA
| | - Audina M Berrocal
- Bascom Palmer Eye Institute, University of Miami Leonard M. Miller School of Medicine, Miami, FL, USA.
| |
Collapse
|
10
|
Ni S, Nguyen TTP, Ng R, Woodward M, Ostmo S, Jia Y, Chiang MF, Huang D, Skalet AH, Campbell JP, Jian Y. Panretinal Optical Coherence Tomography. IEEE TRANSACTIONS ON MEDICAL IMAGING 2023; 42:3219-3228. [PMID: 37216244 PMCID: PMC10615839 DOI: 10.1109/tmi.2023.3278269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
Abstract
We introduce a new concept of panoramic retinal (panretinal) optical coherence tomography (OCT) imaging system with a 140° field of view (FOV). To achieve this unprecedented FOV, a contact imaging approach was used which enabled faster, more efficient, and quantitative retinal imaging with measurement of axial eye length. The utilization of the handheld panretinal OCT imaging system could allow earlier recognition of peripheral retinal disease and prevent permanent vision loss. In addition, adequate visualization of the peripheral retina has a great potential for better understanding disease mechanisms regarding the periphery. To the best of our knowledge, the panretinal OCT imaging system presented in this manuscript has the widest FOV among all the retina OCT imaging systems and offers significant values in both clinical ophthalmology and basic vision science.
Collapse
|
11
|
Kubsad D, Ohan MA, Wu JG, Cabrera MT. Vitreoretinal biomarkers of retinopathy of prematurity using handheld optical coherence tomography: a review. Front Pediatr 2023; 11:1191174. [PMID: 37325353 PMCID: PMC10264674 DOI: 10.3389/fped.2023.1191174] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Accepted: 05/16/2023] [Indexed: 06/17/2023] Open
Abstract
Retinopathy of prematurity (ROP) is caused by abnormal retinal vascularization in premature infants that has the potential for severe long-term vision impairment. Recent advancements in handheld optical coherence tomography (OCT) have enabled noninvasive, high-resolution, cross-sectional imaging of the infant eye at the bedside. The use of handheld OCT devices in the diagnosis of ROP in premature infants has furthered our understanding of disease state and progression. This review discusses the known and novel biomarkers of ROP severity in premature infants identified through handheld OCT and potential for future directions.
Collapse
Affiliation(s)
- Deepika Kubsad
- University of Washington School of Medicine, Seattle, WA, United States
| | - Masis A. Ohan
- University of Washington School of Medicine, Seattle, WA, United States
| | - Jolan G. Wu
- Department of Ophthalmology, University of Washington, Seattle, WA, United States
| | - Michelle T. Cabrera
- Department of Ophthalmology, University of Washington, Seattle, WA, United States
- Division of Ophthalmology, Seattle Children's Hospital, Seattle, WA, United States
| |
Collapse
|
12
|
Legocki AT, Lee AY, Ding L, Moshiri Y, Zepeda EM, Gillette TB, Grant LE, Shariff A, Touch P, Lee CS, Tarczy-Hornoch K, Cabrera MT. Multivariate Models to Diagnose Early Referral-Warranted Retinopathy of Prematurity With Handheld Optical Coherence Tomography. Transl Vis Sci Technol 2023; 12:26. [PMID: 37223917 PMCID: PMC10214879 DOI: 10.1167/tvst.12.5.26] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Accepted: 04/23/2023] [Indexed: 05/25/2023] Open
Abstract
Purpose The purpose of this study was to create multivariate models predicting early referral-warranted retinopathy of prematurity (ROP) using non-contact handheld spectral-domain optical coherence tomography (OCT) and demographic data. Methods Between July 2015 and February 2018, infants ≤1500 grams birth weight or ≤30 weeks gestational age from 2 academic neonatal intensive care units were eligible for this study. Infants were excluded if they were too unstable to participate in ophthalmologic examination (2), had inadequate image quality (20), or received prior ROP treatment (2). Multivariate models were created using demographic variables and imaging findings to identify early referral-warranted ROP (referral-warranted ROP and/or pre-plus disease) by routine indirect ophthalmoscopy. Results A total of 167 imaging sessions of 71 infants (45% male infants, gestational age 28.2+/-2.8 weeks, and birth weight 995.6+/-292.0 grams) were included. Twelve of 71 infants (17%) developed early referral-warranted ROP. The area under the receiver operating characteristic curve (AUC) was 0.94 for the generalized linear mixed model (sensitivity = 95.5% and specificity = 80.7%) and 0.83 for the machine learning model (sensitivity = 91.7% and specificity = 77.8%). The strongest variables in both models were birth weight, image-based Vitreous Opacity Ratio (an estimate of opacity density), vessel elevation, and hyporeflective vessels. A model using only birth weight and gestational age yielded an AUC of 0.68 (sensitivity = 77.3% and specificity = 63.4%), and a model using only imaging biomarkers yielded 0.88 (sensitivity = 81.8% and specificity = 84.8%). Conclusions A generalized linear mixed model containing handheld OCT biomarkers can identify early referral-warranted ROP. Machine learning produced a less optimal model. Translational Relevance With further validation, this work may lead to a better-tolerated ROP screening tool.
Collapse
Affiliation(s)
- Alex T. Legocki
- Department of Ophthalmology, University of Washington, Seattle, WA, USA
| | - Aaron Y. Lee
- Department of Ophthalmology, University of Washington, Seattle, WA, USA
- The Roger and Angie Karalis Johnson Retina Center, Seattle, WA, USA
| | - Leona Ding
- Department of Ophthalmology, University of Washington, Seattle, WA, USA
| | - Yasman Moshiri
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami, Miami, FL, USA
| | - Emily M. Zepeda
- Department of Ophthalmology, Dean McGee Eye Institute, University of Oklahoma, Oklahoma City, OK, USA
| | - Thomas B. Gillette
- Department of Ophthalmology, University of South Florida Eye Institute, Tampa, FL, USA
| | - Laura E. Grant
- Department of Ophthalmology, Millman-Derr Center for Eye Care, Rochester Hills, MI, USA
| | - Ayesha Shariff
- Department of Ophthalmology, New Mexico Veterans Affairs Medical Center, University of New Mexico, Albuquerque, NM, USA
| | - Phanith Touch
- Department of Ophthalmology, University of Washington, Seattle, WA, USA
| | - Cecilia S. Lee
- Department of Ophthalmology, University of Washington, Seattle, WA, USA
- The Roger and Angie Karalis Johnson Retina Center, Seattle, WA, USA
| | - Kristina Tarczy-Hornoch
- Department of Ophthalmology, University of Washington, Seattle, WA, USA
- Division of Ophthalmology, Seattle Children's Hospital, Seattle, WA, USA
| | - Michelle T. Cabrera
- Department of Ophthalmology, University of Washington, Seattle, WA, USA
- Division of Ophthalmology, Seattle Children's Hospital, Seattle, WA, USA
| |
Collapse
|
13
|
Liu G, Jiang A, Cao L, Ling S, Wang X, Bu S, Lu F. Optic disc and retinal vascular features in first 6 years of Chinese children. Front Pediatr 2023; 11:1101768. [PMID: 37033190 PMCID: PMC10077150 DOI: 10.3389/fped.2023.1101768] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 02/23/2023] [Indexed: 04/11/2023] Open
Abstract
Purpose Retinal microvasculature plays an important role in children's fundus lesions and even in their later life. However, little was known on the features of normal retina in early life. The purpose of this study was to explore the normal retinal features in the first 6 years of life and provide information for future research. Methods Children, aged from birth to 6 years old and diagnosed with various unilateral ocular diseases were included. Venous phase fundus fluorescein angiography images with the optic disc at the center were collected. Based on the ResUNet convolutional neural network, optic disc and retinal vascular features in the posterior retina were computed automatically. Results A total of 146 normal eyes of 146 children were included. Among different age groups, no changes were shown in the optic disc diameter (y = -0.00002x + 1.362, R2 = 0.025, p = 0.058). Retinal vessel density and fractal dimension are linearly and strongly correlated (r = 0.979, p < 0.001). Older children had smaller value of fractal dimension (y = -0.000026x + 1.549, R2 = 0.075, p = 0.001) and narrower vascular caliber if they were less than 3 years old (y = -0.008x + 84.861, R2 = 0.205, p < 0.001). No differences were in the density (y = -0.000007x + 0.134, R2 = 0.023, p = 0.067) and the curvature of retinal vessels (lnC = -0.00001x - 4.657, R2 = 0.001, p = 0.667). Conclusions Age and gender did not impact the optic disc diameter, vessel density, and vessel curvature significantly in this group of children. Trends of decreased vessel caliber in the first 3 years of life and decreased vessel complexity with age were observed. The structural characteristics provide information for future research to better understand the developmental origin of the healthy and diseased retina.
Collapse
Affiliation(s)
- Guina Liu
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China
| | - Anna Jiang
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China
| | - Le Cao
- Department of Neurology, West China Hospital, Sichuan University, Chengdu, China
| | - Saiguang Ling
- EVision Technology (Beijing) Co. LTD, Beijing, China
| | - Xi Wang
- EVision Technology (Beijing) Co. LTD, Beijing, China
| | - Shaochong Bu
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, China
- Correspondence: Shaochong Bu Fang Lu
| | - Fang Lu
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, China
- Correspondence: Shaochong Bu Fang Lu
| |
Collapse
|
14
|
Nortey LN, Anning AS, Nakotey GK, Ussif AM, Opoku YK, Osei SA, Aboagye B, Ghartey-Kwansah G. Genetics of cerebral malaria: pathogenesis, biomarkers and emerging therapeutic interventions. Cell Biosci 2022; 12:91. [PMID: 35715862 PMCID: PMC9204375 DOI: 10.1186/s13578-022-00830-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2022] [Accepted: 06/07/2022] [Indexed: 11/10/2022] Open
Abstract
Abstract
Background
Cerebral malaria (CM) is a preeminent cause of severe disease and premature deaths in Sub-Saharan Africa, where an estimated 90% of cases occur. The key features of CM are a deep, unarousable coma that persists for longer than 1 h in patients with peripheral Plasmodium falciparum and no other explanation for encephalopathy. Significant research efforts on CM in the last few decades have focused on unravelling the molecular underpinnings of the disease pathogenesis and the identification of potential targets for therapeutic or pharmacologic intervention. These efforts have been greatly aided by the generation and study of mouse models of CM, which have provided great insights into key events of CM pathogenesis, revealed an interesting interplay of host versus parasite factors that determine the progression of malaria to severe disease and exposed possible targets for therapeutic intervention in severe disease.
Main Body
This paper reviews our current understanding of the pathogenic and immunologic factors involved in CM. We present the current view of the roles of certain gene products e.g., the var gene, ABCA-1, ICAM-1, TNF-alpha, CD-36, PfEMP-1 and G6PD, in CM pathogenesis. We also present alterations in the blood–brain barrier as a consequence of disease proliferation as well as complicated host and parasite interactions, including the T-cell immune reaction, reduced deformation of erythrocytes and cytoadherence. We further looked at recent advances in cerebral malaria treatment interventions by emphasizing on biomarkers, new diagnostic tools and emerging therapeutic options.
Conclusion
Finally, we discuss how the current understanding of some of these pathogenic and immunologic factors could inform the development of novel therapeutic interventions to fight CM.
Collapse
|
15
|
Nguyen TTP, Ni S, Ostmo S, Rajagopalan A, Coyner AS, Woodward M, Chiang MF, Jia Y, Huang D, Campbell JP, Jian Y. Association of Optical Coherence Tomography-Measured Fibrovascular Ridge Thickness and Clinical Disease Stage in Retinopathy of Prematurity. JAMA Ophthalmol 2022; 140:2797385. [PMID: 36227622 PMCID: PMC9562098 DOI: 10.1001/jamaophthalmol.2022.4173] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Accepted: 08/18/2022] [Indexed: 11/30/2022]
Abstract
Importance Accurate diagnosis of retinopathy of prematurity (ROP) is essential to provide timely treatment and reduce the risk of blindness. However, the components of an ROP examination are subjective and qualitative. Objective To evaluate whether optical coherence tomography (OCT)-derived retinal thickness measurements at the vascular-avascular junction are associated with clinical diagnosis of ROP stage. Design, Setting, and Participants This cross-sectional longitudinal study compared OCT-based ridge thickness calculated from OCT B-scans by a masked examiner to the clinical diagnosis of 2 masked examiners using both traditional stage classifications and a more granular continuous scale at the neonatal intensive care unit (NICU) of Oregon Health & Science University (OHSU) Hospital. Infants who met ROP screening criteria in the OHSU NICU between June 2021 and April 2022 and had guardian consent were included. One OCT volume and en face image per patient per eye showing at least 1 to 2 clock hours of ridge were included in the final analysis. Main Outcomes and Measures Comparison of OCT-derived ridge thickness to the clinical diagnosis of ROP stage using an ordinal and continuous scale. Repeatability was assessed using 20 repeated examinations from the same visit and compared using intraclass correlation coefficient (ICC) and coefficient of variation (CV). Comparison of ridge thickness with ordinal categories was performed using generalized estimating equations and with continuous stage using Spearman correlation. Results A total of 128 separate OCT eye examinations from 50 eyes of 25 patients were analyzed. The ICC was 0.87 with a CV of 7.0%. Higher ordinal disease classification was associated with higher axial ridge thickness on OCT, with mean (SD) thickness measurements of 264.2 (11.2) μm (P < .001), 334.2 (11.4) μm (P < .001), and 495.0 (32.2) μm (P < .001) for stages 1, 2, and 3, respectively and with continuous stage labels (ρ = 0.739, P < .001). Conclusions and Relevance These results suggest that OCT-based quantification of peripheral stage in ROP may be an objective and quantitative biomarker that may be useful for clinical diagnosis and longitudinal monitoring and may have implications for disease classification in the future.
Collapse
Affiliation(s)
| | - Shuibin Ni
- Casey Eye Institute, Oregon Health & Science University, Portland
- Department of Biomedical Engineering, Oregon Health & Science University, Portland
| | - Susan Ostmo
- Casey Eye Institute, Oregon Health & Science University, Portland
| | | | - Aaron S. Coyner
- Casey Eye Institute, Oregon Health & Science University, Portland
| | - Mani Woodward
- Casey Eye Institute, Oregon Health & Science University, Portland
| | - Michael F. Chiang
- National Eye Institute, National Institutes of Health, Bethesda, Maryland
| | - Yali Jia
- Casey Eye Institute, Oregon Health & Science University, Portland
- Department of Biomedical Engineering, Oregon Health & Science University, Portland
| | - David Huang
- Casey Eye Institute, Oregon Health & Science University, Portland
- Department of Biomedical Engineering, Oregon Health & Science University, Portland
| | | | - Yifan Jian
- Casey Eye Institute, Oregon Health & Science University, Portland
- Department of Biomedical Engineering, Oregon Health & Science University, Portland
| |
Collapse
|
16
|
Nguyen TTP, Ni S, Liang G, Khan S, Wei X, Skalet A, Ostmo S, Chiang MF, Jia Y, Huang D, Jian Y, Campbell JP. Widefield Optical Coherence Tomography in Pediatric Retina: A Case Series of Intraoperative Applications Using a Prototype Handheld Device. Front Med (Lausanne) 2022; 9:860371. [PMID: 35860728 PMCID: PMC9289179 DOI: 10.3389/fmed.2022.860371] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2022] [Accepted: 06/15/2022] [Indexed: 11/18/2022] Open
Abstract
Optical coherence tomography (OCT) has changed the standard of care for diagnosis and management of macular diseases in adults. Current commercially available OCT systems, including handheld OCT for pediatric use, have a relatively narrow field of view (FOV), which has limited the potential application of OCT to retinal diseases with primarily peripheral pathology, including many of the most common pediatric retinal conditions. More broadly, diagnosis of all types of retinal detachment (exudative, tractional, and rhegmatogenous) may be improved with OCT-based assessment of retinal breaks, identification of proliferative vitreoretinopathy (PVR) membranes, and the pattern of subretinal fluid. Intraocular tumors both benign and malignant often occur outside of the central macula and may be associated with exudation, subretinal and intraretinal fluid, and vitreoretinal traction. The development of wider field OCT systems thus has the potential to improve the diagnosis and management of myriad diseases in both adult and pediatric retina. In this paper, we present a case series of pediatric patients with complex vitreoretinal pathology undergoing examinations under anesthesia (EUA) using a portable widefield (WF) swept-source (SS)-OCT device.
Collapse
Affiliation(s)
- Thanh-Tin P. Nguyen
- Casey Eye Institute, Oregon Health and Science University, Portland, OR, United States
| | - Shuibin Ni
- Casey Eye Institute, Oregon Health and Science University, Portland, OR, United States
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, United States
| | - Guangru Liang
- Casey Eye Institute, Oregon Health and Science University, Portland, OR, United States
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, United States
| | - Shanjida Khan
- Casey Eye Institute, Oregon Health and Science University, Portland, OR, United States
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, United States
| | - Xiang Wei
- Casey Eye Institute, Oregon Health and Science University, Portland, OR, United States
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, United States
| | - Alison Skalet
- Casey Eye Institute, Oregon Health and Science University, Portland, OR, United States
- Knight Cancer Institute, Oregon Health and Science University, Portland, OR, United States
- Department of Radiation Medicine, Oregon Health and Science University, Portland, OR, United States
- Department of Dermatology, Oregon Health and Science University, Portland, OR, United States
| | - Susan Ostmo
- Casey Eye Institute, Oregon Health and Science University, Portland, OR, United States
| | - Michael F. Chiang
- National Eye Institute, National Institutes of Health, Bethesda, MD, United States
| | - Yali Jia
- Casey Eye Institute, Oregon Health and Science University, Portland, OR, United States
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, United States
| | - David Huang
- Casey Eye Institute, Oregon Health and Science University, Portland, OR, United States
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, United States
| | - Yifan Jian
- Casey Eye Institute, Oregon Health and Science University, Portland, OR, United States
- Department of Biomedical Engineering, Oregon Health and Science University, Portland, OR, United States
| | - J. Peter Campbell
- Casey Eye Institute, Oregon Health and Science University, Portland, OR, United States
- *Correspondence: J. Peter Campbell,
| |
Collapse
|