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Sim MA, Tham YC, Nusinovici S, Quek TC, Yu M, Xue CC, Chee ML, Peng QS, Tan ESJ, Chan SP, Cai Y, Chong EJY, Tan BY, Venketasubramanian N, Hilal S, Lai MKP, Choi H, Richards AM, Cheng C, Chen CLH. A deep-learning retinal aging biomarker for cognitive decline and incident dementia. Alzheimers Dement 2025; 21:e14601. [PMID: 40042460 PMCID: PMC11881618 DOI: 10.1002/alz.14601] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2024] [Revised: 01/14/2025] [Accepted: 01/17/2025] [Indexed: 03/27/2025]
Abstract
INTRODUCTION The utility of retinal photography-derived aging biomarkers for predicting cognitive decline remains under-explored. METHODS A memory-clinic cohort in Singapore was followed-up for 5 years. RetiPhenoAge, a retinal aging biomarker, was derived from retinal photographs using deep-learning. Using competing risk analysis, we determined the associations of RetiPhenoAge with cognitive decline and dementia, with the UK Biobank utilized as the replication cohort. The associations of RetiPhenoAge with MRI markers(cerebral small vessel disease [CSVD] and neurodegeneration) and its underlying plasma proteomic profile were evaluated. RESULTS Of 510 memory-clinic subjects(N = 155 cognitive decline), RetiPhenoAge associated with incident cognitive decline (subdistribution hazard ratio [SHR] 1.34, 95% confidence interval [CI] 1.10-1.64, p = 0.004), and incident dementia (SHR 1.43, 95% CI 1.02-2.01, p = 0.036). In the UK Biobank (N = 33 495), RetiPhenoAge similarly predicted incident dementia (SHR 1.25, 95% CI 1.09-1.41, p = 0.008). RetiPhenoAge significantly associated with CSVD, brain atrophy, and plasma proteomic signatures related to aging. DISCUSSION RetiPhenoAge may provide a non-invasive prognostic screening tool for cognitive decline and dementia. HIGHLIGHTS RetiPhenoAge, a retinal aging marker, was studied in an Asian memory clinic cohort. Older RetiPhenoAge predicted future cognitive decline and incident dementia. It also linked to neuropathological markers, and plasma proteomic profiles of aging. UK Biobank replication found that RetiPhenoAge predicted 12-year incident dementia. Future studies should validate RetiPhenoAge as a prognostic biomarker for dementia.
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Affiliation(s)
- Ming Ann Sim
- Memory Aging and Cognition CentreDepartments of Pharmacology and Psychological MedicineNational University of SingaporeSingaporeSingapore
- Department of AnesthesiaNational University Health System and National University of Singapore, Yong Loo Lin School of MedicineSingaporeSingapore
| | - Yih Chung Tham
- Centre for Innovation and Precision Eye Healthand Department of OphthalmologyYong Loo Lin School of MedicineNational University of SingaporeSingaporeSingapore
- Ocular Epidemiology Research GroupSingapore Eye Research InstituteSingapore National Eye CentreSingaporeSingapore
- Ophthalmology and Visual Science Academic Clinical ProgramDuke‐NUS Medical SchoolSingaporeSingapore
| | - Simon Nusinovici
- Ocular Epidemiology Research GroupSingapore Eye Research InstituteSingapore National Eye CentreSingaporeSingapore
| | - Ten Cheer Quek
- Ocular Epidemiology Research GroupSingapore Eye Research InstituteSingapore National Eye CentreSingaporeSingapore
| | - Marco Yu
- Ocular Epidemiology Research GroupSingapore Eye Research InstituteSingapore National Eye CentreSingaporeSingapore
| | - Can Can Xue
- Ocular Epidemiology Research GroupSingapore Eye Research InstituteSingapore National Eye CentreSingaporeSingapore
| | - Miao Li Chee
- Ocular Epidemiology Research GroupSingapore Eye Research InstituteSingapore National Eye CentreSingaporeSingapore
| | - Qing Sheng Peng
- Centre for Innovation and Precision Eye Healthand Department of OphthalmologyYong Loo Lin School of MedicineNational University of SingaporeSingaporeSingapore
| | - Eugene S. J. Tan
- National University Heart CentreNational University HospitalSingaporeSingapore
| | - Siew Pang Chan
- National University Heart CentreNational University HospitalSingaporeSingapore
| | - Yuan Cai
- Division of NeurologyDepartment of Medicine and TherapeuticsFaculty of MedicineThe Chinese University of Hong KongMa Liu ShuiHong Kong
| | - Eddie Jun Yi Chong
- Memory Aging and Cognition CentreDepartments of Pharmacology and Psychological MedicineNational University of SingaporeSingaporeSingapore
| | | | | | - Saima Hilal
- Saw Swee Hock School of Public HealthNational University of SingaporeSingaporeSingapore
| | - Mitchell K. P. Lai
- Memory Aging and Cognition CentreDepartments of Pharmacology and Psychological MedicineNational University of SingaporeSingaporeSingapore
| | - Hyungwon Choi
- Cardiovascular Metabolic Disease Translational Research ProgramNational University of SingaporeSingaporeSingapore
| | - Arthur Mark Richards
- Cardiovascular Metabolic Disease Translational Research ProgramNational University of SingaporeSingaporeSingapore
- Christchurch Heart InstituteUniversity of Otago, Dunedin NorthDunedinNew Zealand
| | - Ching‐Yu Cheng
- Centre for Innovation and Precision Eye Healthand Department of OphthalmologyYong Loo Lin School of MedicineNational University of SingaporeSingaporeSingapore
- Ocular Epidemiology Research GroupSingapore Eye Research InstituteSingapore National Eye CentreSingaporeSingapore
- Ophthalmology and Visual Science Academic Clinical ProgramDuke‐NUS Medical SchoolSingaporeSingapore
| | - Christopher L. H. Chen
- Memory Aging and Cognition CentreDepartments of Pharmacology and Psychological MedicineNational University of SingaporeSingaporeSingapore
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Egle M, Hamedani AG, Deal JA, Ramulu PY, Walker KA, Wong DF, Sharett AR, Abraham AG, Gottesman RF. Retinal microstructure and microvasculature in association with brain amyloid burden. Brain Commun 2025; 7:fcaf013. [PMID: 39974176 PMCID: PMC11837324 DOI: 10.1093/braincomms/fcaf013] [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: 06/19/2024] [Revised: 12/10/2024] [Accepted: 02/13/2025] [Indexed: 02/21/2025] Open
Abstract
Cortical amyloid burden is associated with neuronal and vascular abnormalities. The retina shares significant structural and physiological similarities with the brain. This study assessed the association of retinal microstructural and microvascular signs with cortical amyloid burden in the prospective Atherosclerosis Risk in Communities-Positron Emission Tomography study. One hundred and twenty-four participants without a diagnosis of dementia underwent florbetapir PET (2011-13) and optical coherence tomography and optical coherence tomography angiography imaging (2017-19). Retinal nerve fibre thickness, total macular thickness and the ganglion cell-inner plexiform layer thickness were derived from the optical coherence tomography scan. Vessel density and the foveal avascular zone were measured on the 3 × 3 mm2 optical coherence tomography angiography scan. Amyloid burden, defined by global cortical standardized uptake value ratio, was treated as a dichotomous (standardized uptake value ratio > 1.2) and continuous outcome measure in logistic and robust linear regression models, respectively. Only lower intermediate capillary plexus vessel density [β (95% confidence interval) = -0.05 (-0.12, -0.01)] was significantly associated with increased continuous amyloid standardized uptake value ratio but not elevated dichotomous amyloid burden independently of demographic, genetic and vascular risk factors. No other retinal measure showed a significant association. Microvascular signs may accompany greater amyloid burden in late life in individuals without dementia.
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Affiliation(s)
- Marco Egle
- National Institute of Neurological Disorders and Stroke Intramural Research Program, National Institutes of Health, Bethesda, MD 20814, USA
| | - Ali G Hamedani
- Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Ophthalmology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Jennifer A Deal
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21205, USA
| | - Pradeep Y Ramulu
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Keenan A Walker
- Laboratory of Behavioral Neuroscience, National Institute on Aging, Intramural Research Program, Baltimore, MD 21224, USA
| | - Dean F Wong
- Department of Radiology, Washington University School of Medicine in St Louis, St. Louis, MI 63110, USA
| | - A Richey Sharett
- Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21205, USA
| | - Alison G Abraham
- Department of Epidemiology, University of Colorado, Colorado School of Public Health, Aurora, CO 80045, USA
- Department of Ophthalmology, University of Colorado, Anschutz Medical Campus, Aurora, CO 80045, USA
| | - Rebecca F Gottesman
- National Institute of Neurological Disorders and Stroke Intramural Research Program, National Institutes of Health, Bethesda, MD 20814, USA
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Olivares Ordoñez MA, Smith RC, Yiu G, Liu YA. Retinal Microstructural and Microvascular Changes in Alzheimer Disease: A Review. Int Ophthalmol Clin 2025; 65:59-67. [PMID: 39710907 PMCID: PMC11817161 DOI: 10.1097/iio.0000000000000549] [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: 12/24/2024]
Abstract
"The eyes are a window to the brain," prompting the investigation of whether retinal biomarkers can indicate Alzheimer disease (AD) and cognitive impairment. AD is a neurodegenerative condition with a lengthy preclinical phase where pathologic changes in the central nervous system (CNS) occur before clinical symptoms. Mild cognitive impairment (MCI) often precedes AD. As part of the CNS, the retina exhibits similar pathologic changes related to AD as those seen in the brains of patients with MCI. Noninvasive imaging technologies such as optical coherence tomography (OCT) and optical coherence tomography angiography (OCTA) allow high-resolution visualization of the retina, providing an opportunity to screen and monitor AD noninvasively. In this review, we summarize the relationship between AD and retinal pathology detected by OCT and OCTA. The most common findings in patients with AD include peripapillary retinal nerve fiber layer thinning, decreased macular thickness, an enlarged foveal avascular zone, and decreased vascular densities in the superficial and deep capillary plexuses. These retinal changes correlate with magnetic resonance imaging (MRI) findings of cerebral atrophy, positron emission tomography (PET) findings of increased amyloid load, and neuropsychological testing results suggesting cognitive dysfunction. We conclude that retinal microstructural and microvascular abnormalities may serve as biomarkers for the early detection and clinical monitoring of AD and as tools for evaluating potential treatment effects. Future studies should focus on standardizing protocols for in vivo ophthalmic imaging to measure retinal pathology in AD and MCI.
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Affiliation(s)
| | | | - Glenn Yiu
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, CA
| | - Yin Allison Liu
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, CA
- Department of Neurology, University of California, Davis, Sacramento, CA
- Department of Neurological Surgery, University of California, Davis, Sacramento, CA
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Gao R, Luo H, Yan S, Ba L, Peng S, Bu B, Sun X, Zhang M. Retina as a potential biomarker for the early stage of Alzheimer's disease spectrum. Ann Clin Transl Neurol 2024; 11:2583-2596. [PMID: 39120694 PMCID: PMC11514924 DOI: 10.1002/acn3.52172] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Revised: 07/14/2024] [Accepted: 07/16/2024] [Indexed: 08/10/2024] Open
Abstract
OBJECTIVE To characterize the retinal microvasculature and structure in subjective cognitive decline (SCD) and identify the potential biomarker for the early stage of the Alzheimer's disease (AD) spectrum. METHODS In this study, 35 patients with SCD, 36 with cognitive impairment, and 29 with normal cognition (NC) were enrolled. Optical coherence tomography angiography was employed to assess retinal vascular density, fovea avascular zone area, and retinal thickness. The parameters reflecting retinal perfusion and structure were compared among the three groups. In addition, the association between retinal parameters, cerebral blood flow (CBF), and peripheral blood biomarkers in the SCD stage was analyzed. RESULTS The superficial vascular complex (SVC) vascular density in the macula and retinal nerve fiber layer thickness in the peripapillary were significantly reduced in individuals with SCD compared to NC. Furthermore, there was a positive correlation between macular ganglion cell complex thickness and CBF in SCD. INTERPRETATION The retinal microvasculature and structure exhibit alterations in individuals with SCD. Macular ganglion cell complex thickness demonstrates correlations with cerebral perfusion. The retina holds potential as a novel biomarker for early detection of AD.
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Affiliation(s)
- Rong Gao
- Department of Neurology, Tongji Hospital, Tongji Medical CollegeHuazhong University of Science and TechnologyWuhan430030China
| | - Huan Luo
- Department of Ophthalmology, Southwest Hospital/Southwest Eye HospitalThird Military Medical University (Army Medical University)Chongqing400000China
| | - Su Yan
- Department of Radiology, Tongji Hospital, Tongji Medical CollegeHuazhong University of Science and TechnologyWuhan430030China
| | - Li Ba
- Department of Neurology, Tongji Hospital, Tongji Medical CollegeHuazhong University of Science and TechnologyWuhan430030China
| | - Sirui Peng
- Department of Neurology, Tongji Hospital, Tongji Medical CollegeHuazhong University of Science and TechnologyWuhan430030China
| | - Bitao Bu
- Department of Neurology, Tongji Hospital, Tongji Medical CollegeHuazhong University of Science and TechnologyWuhan430030China
| | - Xufang Sun
- Department of Ophthalmology, Tongji Hospital, Tongji Medical CollegeHuazhong University of Science and TechnologyWuhan430030China
| | - Min Zhang
- Department of Neurology, Tongji Hospital, Tongji Medical CollegeHuazhong University of Science and TechnologyWuhan430030China
- Department of Neurology, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences, Tongji Shanxi HospitalThird Hospital of Shanxi Medical UniversityTaiyuan030000China
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Gouravani M, Fekrazad S, Mafhoumi A, Ashouri M, DeBuc DC. Optical coherence tomography measurements in Huntington's disease: a systematic review and meta-analysis. J Neurol 2024; 271:6471-6484. [PMID: 39187741 PMCID: PMC11447008 DOI: 10.1007/s00415-024-12634-4] [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: 07/07/2024] [Revised: 08/02/2024] [Accepted: 08/09/2024] [Indexed: 08/28/2024]
Abstract
BACKGROUND A connection has been established between ocular structural changes and various neurodegenerative diseases. Several studies utilizing optical coherence tomography (OCT) have detected signs of ocular structural alterations among individuals with Huntington's disease (HD). The inconsistent results reported in the literature regarding alterations in the retina and choroid encouraged us to conduct this systematic review and meta-analysis to accumulate the findings. METHODS A systematic search was carried out in three electronic databases (PubMed, Embase, Scopus) to find studies reporting OCT measurements in HD cases compared with healthy controls (HC). A fixed-effects or random-effects meta-analysis was conducted according to the detected heterogeneity level. Furthermore, subgroup and sensitivity analyses, meta-regression, and quality assessment were performed. RESULTS Eleven studies were included in the systematic review and 9 studies with a total population of 452 participants (241 cases, and 211 HC) underwent meta-analysis. Results of the analysis denoted that subfoveal choroid had a significantly reduced thickness in HD eyes compared to HC (p < 0.0001). Moreover, our analysis indicated that HD cases had a significantly thinner average (p = 0.0130) and temporal peripapillary retinal nerve fiber layer (pRNFL) (p = 0.0012) than HC. However, subjects with pre-HD had insignificant differences in average (p = 0.44) and temporal pRNFL thickness (p = 0.33) with the HC group. CONCLUSION Results of the current systematic review and meta-analysis revealed the significant thinning of average and temporal pRNFL and subfoveal choroid in HD compared to HC. However, OCT currently might be considered insensitive to be applied in the pre-HD population at least until further longitudinal investigations considering variables such as the duration between OCT measurement and disease onset validating OCT as a routine diagnostic tool in HD clinics.
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Affiliation(s)
- Mahdi Gouravani
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Sepehr Fekrazad
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
- International Network for Photomedicine and Photodynamic Therapy (INPMPDT), Universal Scientific Education and Research Network (USERN), Tehran, Iran
| | - Asma Mafhoumi
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Moein Ashouri
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Delia Cabrera DeBuc
- Miller School of Medicine, Bascom Palmer Eye Institute, University of Miami, 900 NW 17 Street, Miami, FL, 33136, USA.
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Yao A, Nishitani S, Yamada Y, Oshima H, Sugihara Y, Makita K, Takiguchi S, Kawata NYS, Fujisawa TX, Okazawa H, Inatani M, Tomoda A. Subclinical structural atypicality of retinal thickness and its association with gray matter volume in the visual cortex of maltreated children. Sci Rep 2024; 14:11465. [PMID: 38769421 PMCID: PMC11106279 DOI: 10.1038/s41598-024-62392-6] [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: 08/10/2023] [Accepted: 05/16/2024] [Indexed: 05/22/2024] Open
Abstract
Childhood maltreatment is reportedly associated with atypical gray matter structures in the primary visual cortex (V1). This study explores the hypothesis that retinal structures, the sensory organs of vision, are associated with brain atypicality and child maltreatment and examines their interrelation. General ophthalmologic examinations, visual cognitive tasks, retinal imaging, and structural magnetic resonance imaging (MRI) were conducted in children and adolescents aged 9-18 years with maltreatment experiences (CM) and typically developing (TD) children. The retinal nerve fiber layer (RNFL), the most superficial of the ten distinct retinal layers, was found to be significantly thinner in both eyes in CM. While whole-brain analysis using Voxel-based morphometry revealed a significantly larger gray matter volume (GMV) in the thalamus in CM, no significant correlation with RNFL thickness was observed. However, based on region-of-interest analysis, a thinner RNFL was associated with a larger GMV in the right V1. Although it cannot be ruled out that this outcome resulted from maltreatment alone, CM demonstrated subclinical structural atypicality in the retina, which may also correlate with the immaturity of V1 development. Examination of retinal thickness offers a novel clinical approach to capturing characteristics associated with childhood maltreatment.
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Affiliation(s)
- Akiko Yao
- Research Center for Child Mental Development, University of Fukui, 23-3 Matsuoka-Shimoaizuki, Eiheiji-cho, Fukui, 910-1193, Japan
| | - Shota Nishitani
- Research Center for Child Mental Development, University of Fukui, 23-3 Matsuoka-Shimoaizuki, Eiheiji-cho, Fukui, 910-1193, Japan.
- Division of Developmental Higher Brain Functions, United Graduate School of Child Development, Osaka University, Kanazawa University, Hamamatsu University School of Medicine, Chiba University, and University of Fukui, Osaka, Japan.
- Life Science Innovation Center, School of Medical Sciences, University of Fukui, Fukui, Japan.
| | - Yutaka Yamada
- Department of Ophthalmology, University of Fukui, Fukui, Japan
| | - Hideyuki Oshima
- Department of Ophthalmology, University of Fukui, Fukui, Japan
| | - Yuka Sugihara
- Department of Ophthalmology, University of Fukui, Fukui, Japan
| | - Kai Makita
- Research Center for Child Mental Development, University of Fukui, 23-3 Matsuoka-Shimoaizuki, Eiheiji-cho, Fukui, 910-1193, Japan
| | - Shinichiro Takiguchi
- Division of Developmental Higher Brain Functions, United Graduate School of Child Development, Osaka University, Kanazawa University, Hamamatsu University School of Medicine, Chiba University, and University of Fukui, Osaka, Japan
- Life Science Innovation Center, School of Medical Sciences, University of Fukui, Fukui, Japan
- Department of Child and Adolescent Psychological Medicine, University of Fukui Hospital, Fukui, Japan
| | - Natasha Y S Kawata
- Research Center for Child Mental Development, University of Fukui, 23-3 Matsuoka-Shimoaizuki, Eiheiji-cho, Fukui, 910-1193, Japan
| | - Takashi X Fujisawa
- Research Center for Child Mental Development, University of Fukui, 23-3 Matsuoka-Shimoaizuki, Eiheiji-cho, Fukui, 910-1193, Japan
- Division of Developmental Higher Brain Functions, United Graduate School of Child Development, Osaka University, Kanazawa University, Hamamatsu University School of Medicine, Chiba University, and University of Fukui, Osaka, Japan
- Life Science Innovation Center, School of Medical Sciences, University of Fukui, Fukui, Japan
| | - Hidehiko Okazawa
- Life Science Innovation Center, School of Medical Sciences, University of Fukui, Fukui, Japan
- Biomedical Imaging Research Center, University of Fukui, Fukui, Japan
| | - Masaru Inatani
- Life Science Innovation Center, School of Medical Sciences, University of Fukui, Fukui, Japan
- Department of Ophthalmology, University of Fukui, Fukui, Japan
| | - Akemi Tomoda
- Research Center for Child Mental Development, University of Fukui, 23-3 Matsuoka-Shimoaizuki, Eiheiji-cho, Fukui, 910-1193, Japan.
- Division of Developmental Higher Brain Functions, United Graduate School of Child Development, Osaka University, Kanazawa University, Hamamatsu University School of Medicine, Chiba University, and University of Fukui, Osaka, Japan.
- Life Science Innovation Center, School of Medical Sciences, University of Fukui, Fukui, Japan.
- Department of Child and Adolescent Psychological Medicine, University of Fukui Hospital, Fukui, Japan.
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Tan YY, Kang HG, Lee CJ, Kim SS, Park S, Thakur S, Da Soh Z, Cho Y, Peng Q, Lee K, Tham YC, Rim TH, Cheng CY. Prognostic potentials of AI in ophthalmology: systemic disease forecasting via retinal imaging. EYE AND VISION (LONDON, ENGLAND) 2024; 11:17. [PMID: 38711111 PMCID: PMC11071258 DOI: 10.1186/s40662-024-00384-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Accepted: 04/17/2024] [Indexed: 05/08/2024]
Abstract
BACKGROUND Artificial intelligence (AI) that utilizes deep learning (DL) has potential for systemic disease prediction using retinal imaging. The retina's unique features enable non-invasive visualization of the central nervous system and microvascular circulation, aiding early detection and personalized treatment plans for personalized care. This review explores the value of retinal assessment, AI-based retinal biomarkers, and the importance of longitudinal prediction models in personalized care. MAIN TEXT This narrative review extensively surveys the literature for relevant studies in PubMed and Google Scholar, investigating the application of AI-based retina biomarkers in predicting systemic diseases using retinal fundus photography. The study settings, sample sizes, utilized AI models and corresponding results were extracted and analysed. This review highlights the substantial potential of AI-based retinal biomarkers in predicting neurodegenerative, cardiovascular, and chronic kidney diseases. Notably, DL algorithms have demonstrated effectiveness in identifying retinal image features associated with cognitive decline, dementia, Parkinson's disease, and cardiovascular risk factors. Furthermore, longitudinal prediction models leveraging retinal images have shown potential in continuous disease risk assessment and early detection. AI-based retinal biomarkers are non-invasive, accurate, and efficient for disease forecasting and personalized care. CONCLUSION AI-based retinal imaging hold promise in transforming primary care and systemic disease management. Together, the retina's unique features and the power of AI enable early detection, risk stratification, and help revolutionizing disease management plans. However, to fully realize the potential of AI in this domain, further research and validation in real-world settings are essential.
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Affiliation(s)
| | - Hyun Goo Kang
- Division of Retina, Severance Eye Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Chan Joo Lee
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Sung Soo Kim
- Division of Retina, Severance Eye Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Sungha Park
- Division of Cardiology, Severance Cardiovascular Hospital, Yonsei University College of Medicine, Seoul, South Korea
| | - Sahil Thakur
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | - Zhi Da Soh
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Yunnie Cho
- Mediwhale Inc, Seoul, Republic of Korea
- Department of Education and Human Resource Development, Seoul National University Hospital, Seoul, South Korea
| | - Qingsheng Peng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
| | - Kwanghyun Lee
- Department of Ophthalmology, National Health Insurance Service Ilsan Hospital, Goyang, Republic of Korea
| | - Yih-Chung Tham
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program, Singapore, Singapore
| | - Tyler Hyungtaek Rim
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore.
- Mediwhale Inc, Seoul, Republic of Korea.
| | - Ching-Yu Cheng
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore
- Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Ophthalmology and Visual Sciences Academic Clinical Program, Singapore, Singapore
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Zhou M, Hashimoto K, Wei D, Cai Y, Huang L, Shi X, Zhao M. Detection of Retinal Microvascular Changes with Optical Coherence Tomography Angiography in Patients with Acute Leukemia Without Retinopathy. Ophthalmol Ther 2024; 13:1145-1157. [PMID: 38416329 DOI: 10.1007/s40123-024-00904-3] [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: 01/03/2024] [Accepted: 02/02/2024] [Indexed: 02/29/2024] Open
Abstract
INTRODUCTION Acute leukemia often affects microcirculation perfusion. This study aimed to investigate retinal microvascular changes in patients with acute leukemia without retinopathy during clinical remission using optical coherence tomography angiography (OCTA) and to determine the correlation of these changes with systemic laboratory values. METHODS Thirty-eight patients in remission from acute leukemia with no retinopathy (NLR group) and 36 age-matched healthy individuals (control group) were included in this cross-sectional study. OCTA parameters, including the central foveal thickness (CFT), foveal avascular zone (FAZ) area, FAZ perimeter, acircularity index (AI), foveal density (FD300), and the vessel densities (VDs) of the superficial capillary plexus (SCP), deep capillary plexus (DCP), and choriocapillaris were analyzed in a 6 × 6 mm2 macular scan. Correlation and multiple linear regression analyses were conducted to identify potential systemic characteristics associated with these OCTA metrics. RESULTS AI (P = 0.034) and FD300 (P < 0.001) differed significantly between the NLR and control groups. The VD of SCP in the parafovea (P = 0.001) and of DCP in both the parafovea (P = 0.011) and perifovea (P = 0.001) were significantly lower in the NLR group than in the control group. In a multiple linear regression analysis, the reduced VD of the perifoveal DCP was significantly correlated with the increased international normalized ratio (standardized beta [STD β] = - 0.356; P = 0.047). CONCLUSIONS Macular microvascular changes can be observed during remission from acute leukemia antecedent to clinically visible retinal lesions. Hematological disturbances may be associated with microvascular impairments in preclinical leukemic retinopathy.
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Affiliation(s)
- Miao Zhou
- Department of Ophthalmology, Peking University People's Hospital, Beijing, 100044, China
- Eye Diseases and Optometry Institute, Beijing, China
- Beijing Key Laboratory of Diagnosis and Therapy of Retinal and Choroid Diseases, Beijing, China
- College of Optometry, Peking University Health Science Center, Beijing, China
| | - Kinji Hashimoto
- Department of Ophthalmology, Peking University People's Hospital, Beijing, 100044, China
- Eye Diseases and Optometry Institute, Beijing, China
- Beijing Key Laboratory of Diagnosis and Therapy of Retinal and Choroid Diseases, Beijing, China
- College of Optometry, Peking University Health Science Center, Beijing, China
| | - Duo Wei
- Department of Ophthalmology, Peking University People's Hospital, Beijing, 100044, China
- Eye Diseases and Optometry Institute, Beijing, China
- Beijing Key Laboratory of Diagnosis and Therapy of Retinal and Choroid Diseases, Beijing, China
- College of Optometry, Peking University Health Science Center, Beijing, China
| | - Yi Cai
- Department of Ophthalmology, Peking University People's Hospital, Beijing, 100044, China
- Eye Diseases and Optometry Institute, Beijing, China
- Beijing Key Laboratory of Diagnosis and Therapy of Retinal and Choroid Diseases, Beijing, China
- College of Optometry, Peking University Health Science Center, Beijing, China
| | - Lvzhen Huang
- Department of Ophthalmology, Peking University People's Hospital, Beijing, 100044, China.
- Eye Diseases and Optometry Institute, Beijing, China.
- Beijing Key Laboratory of Diagnosis and Therapy of Retinal and Choroid Diseases, Beijing, China.
- College of Optometry, Peking University Health Science Center, Beijing, China.
| | - Xuan Shi
- Department of Ophthalmology, Peking University People's Hospital, Beijing, 100044, China.
- Eye Diseases and Optometry Institute, Beijing, China.
- Beijing Key Laboratory of Diagnosis and Therapy of Retinal and Choroid Diseases, Beijing, China.
- College of Optometry, Peking University Health Science Center, Beijing, China.
| | - Mingwei Zhao
- Department of Ophthalmology, Peking University People's Hospital, Beijing, 100044, China
- Eye Diseases and Optometry Institute, Beijing, China
- Beijing Key Laboratory of Diagnosis and Therapy of Retinal and Choroid Diseases, Beijing, China
- College of Optometry, Peking University Health Science Center, Beijing, China
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Dumitrascu OM, Doustar J, Fuchs DT, Koronyo Y, Sherman DS, Miller MS, Johnson KO, Carare RO, Verdooner SR, Lyden PD, Schneider JA, Black KL, Koronyo-Hamaoui M. Distinctive retinal peri-arteriolar versus peri-venular amyloid plaque distribution correlates with the cognitive performance. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.02.27.580733. [PMID: 38464292 PMCID: PMC10925252 DOI: 10.1101/2024.02.27.580733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/12/2024]
Abstract
Introduction The vascular contribution to Alzheimer's disease (AD) is tightly connected to cognitive performance across the AD continuum. We topographically describe retinal perivascular amyloid plaque (AP) burden in subjects with normal or impaired cognition. Methods Using scanning laser ophthalmoscopy, we quantified retinal peri-arteriolar and peri-venular curcumin-positive APs in the first, secondary and tertiary branches in twenty-eight subjects. Perivascular AP burden among cognitive states was correlated with neuroimaging and cognitive measures. Results Peri-arteriolar exceeded peri-venular AP count (p<0.0001). Secondary branch AP count was significantly higher in cognitively impaired (p<0.01). Secondary small and tertiary peri-venular AP count strongly correlated with clinical dementia rating, hippocampal volumes, and white matter hyperintensity count. Discussion Our topographic analysis indicates greater retinal amyloid accumulation in the retinal peri-arteriolar regions overall, and distal peri-venular regions in cognitively impaired individuals. Larger longitudinal studies are warranted to understand the temporal-spatial relationship between vascular dysfunction and perivascular amyloid deposition in AD. Highlights Retinal peri-arteriolar region exhibits more amyloid compared with peri-venular regions.Secondary retinal vascular branches have significantly higher perivascular amyloid burden in subjects with impaired cognition, consistent across sexes.Cognitively impaired individuals have significantly greater retinal peri-venular amyloid deposits in the distal small branches, that correlate with CDR and hippocampal volumes.
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10
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Mohammadi S, Rezagholi F, Salehi MA, Zakavi SS, Jahanshahi A, Gouravani M, Yazdanpanah G, Jabbehdari S, Singh RP. Reply to "Methodologic lessons from published systematic reviews". Eye (Lond) 2024; 38:405. [PMID: 37587373 PMCID: PMC10811320 DOI: 10.1038/s41433-023-02692-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Revised: 07/21/2023] [Accepted: 08/02/2023] [Indexed: 08/18/2023] Open
Affiliation(s)
- Soheil Mohammadi
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Fateme Rezagholi
- School of Medicine, Qazvin University of Medical Sciences, Qazvin, Iran
| | | | - Seyed Sina Zakavi
- School of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Ali Jahanshahi
- School of Medicine, Guilan University of Medical Sciences, Rasht, Iran
| | - Mahdi Gouravani
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Ghasem Yazdanpanah
- Department of Ophthalmology and Visual Sciences, Illinois Eye and Ear Infirmary, University of Illinois at Chicago, Chicago, IL, USA
| | - Sayena Jabbehdari
- Jones Eye Institute, University of Arkansas for Medical Sciences, Little Rock, AR, USA
| | - Rishi P Singh
- Center for Ophthalmic Bioinformatics, Cole Eye Institute, Cleveland Clinic, Cleveland, OH, USA.
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Abdolahi F, Yu V, Varma R, Zhou X, Wang RK, D'Orazio LM, Zhao C, Jann K, Wang DJ, Kashani AH, Jiang X. Retinal perfusion is linked to cognition and brain MRI biomarkers in Black Americans. Alzheimers Dement 2024; 20:858-868. [PMID: 37800578 PMCID: PMC10917050 DOI: 10.1002/alz.13469] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Revised: 08/14/2023] [Accepted: 08/17/2023] [Indexed: 10/07/2023]
Abstract
INTRODUCTION We investigated whether retinal capillary perfusion is a biomarker of cerebral small vessel disease and impaired cognition among Black Americans, an understudied group at higher risk for dementia. METHODS We enrolled 96 Black Americans without known cognitive impairment. Four retinal perfusion measures were derived using optical coherence tomography angiography. Neurocognitive assessment and brain magnetic resonance imaging (MRI) were performed. Multiple linear regression analyses were performed. RESULTS Lower retinal capillary perfusion was correlated with worse Oral Symbol Digit Test (P < = 0.005) and Fluid Cognition Composite scores (P < = 0.02), but not with the Crystallized Cognition Composite score (P > = 0.41). Lower retinal perfusion was also correlated with higher free water and peak width of skeletonized mean diffusivity, and lower fractional anisotropy (all P < 0.05) on MRI (N = 35). DISCUSSION Lower retinal capillary perfusion is associated with worse information processing, fluid cognition, and MRI biomarkers of cerebral small vessel disease, but is not related to crystallized cognition.
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Affiliation(s)
- Farzan Abdolahi
- Department of OphthalmologyUniversity of Southern California Keck School of MedicineLos AngelesCaliforniaUSA
| | - Victoria Yu
- Department of OphthalmologyUniversity of Southern California Keck School of MedicineLos AngelesCaliforniaUSA
| | - Rohit Varma
- Southern California Eye InstituteCHA Hollywood Presbyterian Medical CenterLos AngelesCaliforniaUSA
| | - Xiao Zhou
- Department of BioengineeringUniversity of WashingtonSeattleWashingtonUSA
| | - Ruikang K. Wang
- Department of BioengineeringUniversity of WashingtonSeattleWashingtonUSA
- Department of OphthalmologyUniversity of WashingtonSeattleWashingtonUSA
| | - Lina M. D'Orazio
- Department of NeurologyUniversity of Southern California Keck School of MedicineLos AngelesCaliforniaUSA
| | - Chenyang Zhao
- Laboratory of FMRI TechnologyStevens Neuroimaging and Informatics InstituteUniversity of Southern California Keck School of MedicineLos AngelesCaliforniaUSA
| | - Kay Jann
- Laboratory of FMRI TechnologyStevens Neuroimaging and Informatics InstituteUniversity of Southern California Keck School of MedicineLos AngelesCaliforniaUSA
| | - Danny J. Wang
- Department of NeurologyUniversity of Southern California Keck School of MedicineLos AngelesCaliforniaUSA
- Laboratory of FMRI TechnologyStevens Neuroimaging and Informatics InstituteUniversity of Southern California Keck School of MedicineLos AngelesCaliforniaUSA
| | - Amir H. Kashani
- Department of OphthalmologyWilmer Eye InstituteJohns Hopkins University School of MedicineBaltimoreMarylandUSA
| | - Xuejuan Jiang
- Department of OphthalmologyUniversity of Southern California Keck School of MedicineLos AngelesCaliforniaUSA
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12
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Chaitanuwong P, Singhanetr P, Chainakul M, Arjkongharn N, Ruamviboonsuk P, Grzybowski A. Potential Ocular Biomarkers for Early Detection of Alzheimer's Disease and Their Roles in Artificial Intelligence Studies. Neurol Ther 2023; 12:1517-1532. [PMID: 37468682 PMCID: PMC10444735 DOI: 10.1007/s40120-023-00526-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Accepted: 07/03/2023] [Indexed: 07/21/2023] Open
Abstract
Alzheimer's disease (AD) is the leading cause of dementia worldwide. Early detection is believed to be essential to disease management because it enables physicians to initiate treatment in patients with early-stage AD (early AD), with the possibility of stopping the disease or slowing disease progression, preserving function and ultimately reducing disease burden. The purpose of this study was to review prior research on the use of eye biomarkers and artificial intelligence (AI) for detecting AD and early AD. The PubMed database was searched to identify studies for review. Ocular biomarkers in AD research and AI research on AD were reviewed and summarized. According to numerous studies, there is a high likelihood that ocular biomarkers can be used to detect early AD: tears, corneal nerves, retina, visual function and, in particular, eye movement tracking have been identified as ocular biomarkers with the potential to detect early AD. However, there is currently no ocular biomarker that can be used to definitely detect early AD. A few studies that used AI with ocular biomarkers to detect AD reported promising results, demonstrating that using AI with ocular biomarkers through multimodal imaging could improve the accuracy of identifying AD patients. This strategy may become a screening tool for detecting early AD in older patients prior to the onset of AD symptoms.
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Affiliation(s)
- Pareena Chaitanuwong
- Ophthalmology Department, Rajavithi Hospital, Ministry of Public Health, Bangkok, Thailand
- Department of Ophthalmology, Faculty of Medicine, Rangsit University, Bangkok, Thailand
| | - Panisa Singhanetr
- Mettapracharak Eye Institute, Mettapracharak (Wat Rai Khing) Hospital, Nakhon Pathom, Thailand
| | - Methaphon Chainakul
- Ophthalmology Department, Rajavithi Hospital, Ministry of Public Health, Bangkok, Thailand
- Department of Ophthalmology, Faculty of Medicine, Rangsit University, Bangkok, Thailand
| | - Niracha Arjkongharn
- Ophthalmology Department, Rajavithi Hospital, Ministry of Public Health, Bangkok, Thailand
- Department of Ophthalmology, Faculty of Medicine, Rangsit University, Bangkok, Thailand
| | - Paisan Ruamviboonsuk
- Ophthalmology Department, Rajavithi Hospital, Ministry of Public Health, Bangkok, Thailand
- Department of Ophthalmology, Faculty of Medicine, Rangsit University, Bangkok, Thailand
| | - Andrzej Grzybowski
- Institute of Research in Ophthalmology, Foundation for Ophthalmology Development, Mickiewicza 24/3B, 60-836, Poznan, Poland.
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13
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Rebouças SCL, Cougnard‐Gregoire A, Arnould L, Delyfer M, Schweitzer C, Korobelnik J, Foubert‐Samier A, Cheung CY, Wong TY, Delcourt C, Helmer C. Retinal microvasculature and incident dementia over 10 years: The Three-City-Alienor cohort. ALZHEIMER'S & DEMENTIA (AMSTERDAM, NETHERLANDS) 2023; 15:e12480. [PMID: 37915467 PMCID: PMC10617985 DOI: 10.1002/dad2.12480] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Accepted: 08/24/2023] [Indexed: 11/03/2023]
Abstract
Introduction We explored the longitudinal relationship between retinal vascular features and dementia incidence over 10 years. Methods Among 584 participants from the Three-City-Alienor (3C-Alienor) population-based cohort, quantitative retinal vascular features (caliber, tortuosity, fractal dimension) were measured using semi-automated software. Dementia was actively diagnosed over the follow-up period. Results One hundred twenty-eight participants (21.9%) developed dementia over a median of 7.1 years. In Cox proportional hazards models adjusted for sociodemographic characteristics, apolipoprotein E (APOE) ε4, and vascular factors, increased retinal arteriolar tortuosity was associated with all-cause dementia (hazard ratio per standard deviation increase, 1.21; 95% confidence interval: 1.02-1.44). Wider retinal calibers and a higher venular tortuosity were associated with mixed/vascular dementia, but not Alzheimer's disease. Fractal dimensions were not associated with dementia. Discussion Changes in the retinal microvasculature were associated with dementia risk. More studies are needed to replicate these findings and determine which features might help identify persons at risk at an early stage. HIGHLIGHTS The retinal microvasculature might reflect the brain microvasculatureWe explored the association between retinal vascular features and incident dementia584 participants from the Three-City-Alienor cohort were followed-up over 10 yearsIncreased arteriolar tortuosity and venular calibers were associated with dementia riskRetinal imaging might help identify persons at risk of future dementia.
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Affiliation(s)
| | | | - Louis Arnould
- University of BordeauxINSERM, BPH, U1219BordeauxFrance
- Department of OphthalmologyDijon University HospitalDijonFrance
| | - Marie‐Noëlle Delyfer
- University of BordeauxINSERM, BPH, U1219BordeauxFrance
- Department of OphthalmologyBordeaux University HospitalBordeauxFrance
| | - Cédric Schweitzer
- University of BordeauxINSERM, BPH, U1219BordeauxFrance
- Department of OphthalmologyBordeaux University HospitalBordeauxFrance
| | - Jean‐François Korobelnik
- University of BordeauxINSERM, BPH, U1219BordeauxFrance
- Department of OphthalmologyBordeaux University HospitalBordeauxFrance
| | - Alexandra Foubert‐Samier
- University of BordeauxINSERM, BPH, U1219BordeauxFrance
- Institut des Maladies NeurodégénérativesBordeaux University HospitalBordeauxFrance
| | - Carol Y. Cheung
- Department of Ophthalmology and Visual SciencesThe Chinese University of Hong KongHong KongChina
| | - Tien Y. Wong
- Singapore Eye Research InstituteSingapore National Eye CenterSingaporeSingapore
- Tsinghua MedicineBeijing Tsinghua Changgung HospitalTsinghua UniversityBeijingChina
| | | | - Catherine Helmer
- University of BordeauxINSERM, BPH, U1219BordeauxFrance
- Clinical Investigation Center – Clinical EpidemiologyINSERMBordeauxFrance
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14
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Ashraf G, McGuinness M, Khan MA, Obtinalla C, Hadoux X, van Wijngaarden P. Retinal imaging biomarkers of Alzheimer's disease: A systematic review and meta-analysis of studies using brain amyloid beta status for case definition. ALZHEIMER'S & DEMENTIA (AMSTERDAM, NETHERLANDS) 2023; 15:e12421. [PMID: 37250908 PMCID: PMC10210353 DOI: 10.1002/dad2.12421] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Revised: 03/03/2023] [Accepted: 03/07/2023] [Indexed: 05/31/2023]
Abstract
Introduction We performed a systematic review and meta-analysis of the association between retinal imaging parameters and Alzheimer's disease (AD). Methods PubMed, EMBASE, and Scopus were systematically searched for prospective and observational studies. Included studies had AD case definition based on brain amyloid beta (Aβ) status. Study quality assessment was performed. Random-effects meta-analyses of standardized mean difference, correlation, and diagnostic accuracy were conducted. Results Thirty-eight studies were included. There was weak evidence of peripapillary retinal nerve fiber layer thinning on optical coherence tomography (OCT) (p = 0.14, 11 studies, n = 828), increased foveal avascular zone area on OCT-angiography (p = 0.18, four studies, n = 207), and reduced arteriole and venule vessel fractal dimension on fundus photography (p < 0.001 and p = 0.08, respectively, three studies, n = 297) among AD cases. Discussion Retinal imaging parameters appear to be associated with AD. Small study sizes and heterogeneity in imaging methods and reporting make it difficult to determine utility of these changes as AD biomarkers. Highlights We performed a systematic review on retinal imaging and Alzheimer's disease (AD).We only included studies in which cases were based on brain amyloid beta status.Several retinal biomarkers were associated with AD but clinical utility is uncertain.Studies should focus on biomarker-defined AD and use standardized imaging methods.
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Affiliation(s)
- Gizem Ashraf
- Centre for Eye Research AustraliaRoyal Victorian Eye and Ear HospitalMelbourneVictoriaAustralia
- OphthalmologyDepartment of SurgeryUniversity of MelbourneMelbourneVictoriaAustralia
| | - Myra McGuinness
- Centre for Eye Research AustraliaRoyal Victorian Eye and Ear HospitalMelbourneVictoriaAustralia
- Centre for Epidemiology and BiostatisticsMelbourne School of Population and Global HealthUniversity of MelbourneMelbourneVictoriaAustralia
| | - Muhammad Azaan Khan
- Faculty of Medicine and HealthUniversity of New South WalesSydneyNew South WalesAustralia
| | - Czarina Obtinalla
- Discipline of OrthopticsSchool of Allied HealthHuman Services & SportCollege of ScienceHealth & EngineeringLa Trobe UniversityMelbourneVictoriaAustralia
| | - Xavier Hadoux
- Centre for Eye Research AustraliaRoyal Victorian Eye and Ear HospitalMelbourneVictoriaAustralia
| | - Peter van Wijngaarden
- Centre for Eye Research AustraliaRoyal Victorian Eye and Ear HospitalMelbourneVictoriaAustralia
- OphthalmologyDepartment of SurgeryUniversity of MelbourneMelbourneVictoriaAustralia
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15
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Yang K, Cui L, Chen X, Yang C, Zheng J, Zhu X, Xiao Y, Su B, Li C, Shi K, Lu F, Qu J, Li M. Decreased Vessel Density in Retinal Capillary Plexus and Thinner Ganglion Cell Complex Associated With Cognitive Impairment. Front Aging Neurosci 2022; 14:872466. [PMID: 35557840 PMCID: PMC9087336 DOI: 10.3389/fnagi.2022.872466] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Accepted: 04/04/2022] [Indexed: 11/13/2022] Open
Abstract
BackgroundTo determine the association of the retinal capillary plexus (RCP) and ganglion cell complex (GCC) with cognitive impairment using optical coherence tomography angiography (OCTA).MethodsA cross-sectional, community-based study utilizing data from the participants enrolled between August 2019 and January 2020 in the Jidong Eye Cohort Study. We assessed the vessel density in RCP and GCC thickness using OCTA, and cognitive testing using the Montreal Cognitive Assessment (MoCA). Cognitive impairment in this study was defined as MoCA score < 24. We used multivariable analysis to evaluate the association of RCP and GCC with cognitive impairment after adjusting for confounders.ResultsThis study analyzed 1555 participants. The mean age of participants was 52.3 (8.4) years, and 861 (55.4%) were women. Cognitive impairment was observed in 268 (17.2%) participants. The adjusted odds ratio (OR) with 95% confidence interval (95% CI) for parafovea vessel density in the deep RCP with cognitive impairment was 1.20 (1.03–1.39). For vessel area and length density surrounding foveal avascular zone with cognitive impairment, the ORs with 95% CIs were 1.23 (1.07–1.41) and 1.30 (1.13–1.49), respectively. For thickness in the superior GCC with cognitive impairment, the OR with 95% CI was 1.16 (1.01–1.32).ConclusionLower vessel density in the RCP and thinner GCC were associated with cognitive impairment. Our results suggest that alterations in the RCP and GCC could provide further evidence when assessing the cognitive function and may even be potentially useful biomarkers in the detection of cognitive impairment.
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Affiliation(s)
- Kai Yang
- Eye Hospital and School of Ophthalmology and Optometry, National Clinical Research Center for Ocular Diseases, Wenzhou Medical University, Wenzhou, China
| | - Lele Cui
- Eye Hospital and School of Ophthalmology and Optometry, National Clinical Research Center for Ocular Diseases, Wenzhou Medical University, Wenzhou, China
| | - Xueyu Chen
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Chuang Yang
- Department of Mental Health, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China
| | - Jingwei Zheng
- Eye Hospital and School of Ophthalmology and Optometry, National Clinical Research Center for Ocular Diseases, Wenzhou Medical University, Wenzhou, China
| | - Xiaoxuan Zhu
- Eye Hospital and School of Ophthalmology and Optometry, National Clinical Research Center for Ocular Diseases, Wenzhou Medical University, Wenzhou, China
| | - Yunfan Xiao
- Eye Hospital and School of Ophthalmology and Optometry, National Clinical Research Center for Ocular Diseases, Wenzhou Medical University, Wenzhou, China
| | - Binbin Su
- Eye Hospital and School of Ophthalmology and Optometry, National Clinical Research Center for Ocular Diseases, Wenzhou Medical University, Wenzhou, China
| | - Chunmei Li
- Eye Hospital and School of Ophthalmology and Optometry, National Clinical Research Center for Ocular Diseases, Wenzhou Medical University, Wenzhou, China
| | - Keai Shi
- Eye Hospital and School of Ophthalmology and Optometry, National Clinical Research Center for Ocular Diseases, Wenzhou Medical University, Wenzhou, China
| | - Fan Lu
- Eye Hospital and School of Ophthalmology and Optometry, National Clinical Research Center for Ocular Diseases, Wenzhou Medical University, Wenzhou, China
| | - Jia Qu
- Eye Hospital and School of Ophthalmology and Optometry, National Clinical Research Center for Ocular Diseases, Wenzhou Medical University, Wenzhou, China
- *Correspondence: Jia Qu,
| | - Ming Li
- Eye Hospital and School of Ophthalmology and Optometry, National Clinical Research Center for Ocular Diseases, Wenzhou Medical University, Wenzhou, China
- Ming Li,
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16
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Sampson DM, Dubis AM, Chen FK, Zawadzki RJ, Sampson DD. Towards standardizing retinal optical coherence tomography angiography: a review. LIGHT, SCIENCE & APPLICATIONS 2022; 11:63. [PMID: 35304441 PMCID: PMC8933532 DOI: 10.1038/s41377-022-00740-9] [Citation(s) in RCA: 56] [Impact Index Per Article: 18.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2021] [Revised: 02/01/2022] [Accepted: 02/14/2022] [Indexed: 05/11/2023]
Abstract
The visualization and assessment of retinal microvasculature are important in the study, diagnosis, monitoring, and guidance of treatment of ocular and systemic diseases. With the introduction of optical coherence tomography angiography (OCTA), it has become possible to visualize the retinal microvasculature volumetrically and without a contrast agent. Many lab-based and commercial clinical instruments, imaging protocols and data analysis methods and metrics, have been applied, often inconsistently, resulting in a confusing picture that represents a major barrier to progress in applying OCTA to reduce the burden of disease. Open data and software sharing, and cross-comparison and pooling of data from different studies are rare. These inabilities have impeded building the large databases of annotated OCTA images of healthy and diseased retinas that are necessary to study and define characteristics of specific conditions. This paper addresses the steps needed to standardize OCTA imaging of the human retina to address these limitations. Through review of the OCTA literature, we identify issues and inconsistencies and propose minimum standards for imaging protocols, data analysis methods, metrics, reporting of findings, and clinical practice and, where this is not possible, we identify areas that require further investigation. We hope that this paper will encourage the unification of imaging protocols in OCTA, promote transparency in the process of data collection, analysis, and reporting, and facilitate increasing the impact of OCTA on retinal healthcare delivery and life science investigations.
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Affiliation(s)
- Danuta M Sampson
- Surrey Biophotonics, Centre for Vision, Speech and Signal Processing and School of Biosciences and Medicine, The University of Surrey, Guildford, GU2 7XH, UK.
| | - Adam M Dubis
- NIHR Biomedical Research Centre at Moorfields Eye Hospital NHS Trust and UCL Institute of Ophthalmology, London, EC1V 2PD, UK
| | - Fred K Chen
- Centre for Ophthalmology and Visual Science (incorporating Lions Eye Institute), The University of Western Australia, Nedlands, Western Australia, 6009, Australia
- Department of Ophthalmology, Royal Perth Hospital, Perth, Western Australia, 6000, Australia
- Ophthalmology, Department of Surgery, University of Melbourne, Melbourne, Victoria, 3002, Australia
| | - Robert J Zawadzki
- Department of Ophthalmology & Vision Science, University of California Davis, Sacramento, CA, 95817, USA
| | - David D Sampson
- Surrey Biophotonics, Advanced Technology Institute, School of Physics and School of Biosciences and Medicine, University of Surrey, Guildford, Surrey, GU2 7XH, UK
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Differentiating Degenerative from Vascular Dementia with the Help of Optical Coherence Tomography Angiography Biomarkers. Healthcare (Basel) 2022; 10:healthcare10030539. [PMID: 35327019 PMCID: PMC8955832 DOI: 10.3390/healthcare10030539] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Revised: 03/05/2022] [Accepted: 03/13/2022] [Indexed: 12/27/2022] Open
Abstract
Alzheimer’s disease and vascular dementia account for the majority of cases of cognitive decline in elderly people. These two main forms of dementia, under which various subtypes fall, are often overlapping and, in some cases, definitive diagnosis may only be possible post-mortem. This has implications for the quality of care and the design of individualized interventions for these patients. Optical coherence tomography angiography (OCTA) is a non-invasive imaging modality used to visualize the retinal layers and vessels which shows encouraging results in the study of various neurological conditions, including dementia. This review aims to succinctly sum up the present state of knowledge and provide critical insight into emerging patterns of OCTA biomarker values in Alzheimer’s disease and vascular dementia. According to the current literature, vessel density seems to be a common biomarker for both forms; inner retinal layer thickness might represent a biomarker preferentially affected in degenerative dementia including Alzheimer’s, while, in contrast, the outer-layer thickness as a whole justifies attention as a potential vascular dementia biomarker. Radial peripapillary capillary density should also be further studied as a biomarker specifically linked to vascular dementia.
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18
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Augustin AJ, Atorf J. The Value of Optical Coherence Tomography Angiography (OCT-A) in Neurological Diseases. Diagnostics (Basel) 2022; 12:diagnostics12020468. [PMID: 35204559 PMCID: PMC8871393 DOI: 10.3390/diagnostics12020468] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Revised: 01/26/2022] [Accepted: 02/09/2022] [Indexed: 12/05/2022] Open
Abstract
Optical coherence tomography angiography (OCT-A) was commercially introduced in 2014. OCT-A allows a fast, non-invasive, three-dimensional analysis of the retinal vasculature from the vitreoretinal interface to the choriocapillaris. The results can be evaluated separately in automated or custom-defined retinal layers. Since its introduction, OCT-A has also been used in patients with neurological diseases in order to find and characterize retinal biomarkers. Many neurological diseases have retinal manifestations, often preceding the key symptoms of the neurological disease. Anatomically and developmentally, the retina is a part of the brain. In contrast to the brain, the retina is easily accessible for imaging methods; moreover, retinal imaging is more cost-effective than brain imaging. In this review, the current knowledge about OCT-A findings and possible OCT-A biomarkers in neurological diseases is summarized and discussed regarding the value of OCT-A as a diagnostic tool in neurological diseases.
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Shi H, Koronyo Y, Rentsendorj A, Fuchs DT, Sheyn J, Black KL, Mirzaei N, Koronyo-Hamaoui M. Retinal Vasculopathy in Alzheimer's Disease. Front Neurosci 2021; 15:731614. [PMID: 34630020 PMCID: PMC8493243 DOI: 10.3389/fnins.2021.731614] [Citation(s) in RCA: 48] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2021] [Accepted: 08/26/2021] [Indexed: 12/12/2022] Open
Abstract
The retina has been increasingly investigated as a site of Alzheimer’s disease (AD) manifestation for over a decade. Early reports documented degeneration of retinal ganglion cells and their axonal projections. Our group provided the first evidence of the key pathological hallmarks of AD, amyloid β-protein (Aβ) plaques including vascular Aβ deposits, in the retina of AD and mild cognitively impaired (MCI) patients. Subsequent studies validated these findings and further identified electroretinography and vision deficits, retinal (p)tau and inflammation, intracellular Aβ accumulation, and retinal ganglion cell-subtype degeneration surrounding Aβ plaques in these patients. Our data suggest that the brain and retina follow a similar trajectory during AD progression, probably due to their common embryonic origin and anatomical proximity. However, the retina is the only CNS organ feasible for direct, repeated, and non-invasive ophthalmic examination with ultra-high spatial resolution and sensitivity. Neurovascular unit integrity is key to maintaining normal CNS function and cerebral vascular abnormalities are increasingly recognized as early and pivotal factors driving cognitive impairment in AD. Likewise, retinal vascular abnormalities such as changes in vessel density and fractal dimensions, blood flow, foveal avascular zone, curvature tortuosity, and arteriole-to-venule ratio were described in AD patients including early-stage cases. A rapidly growing number of reports have suggested that cerebral and retinal vasculopathy are tightly associated with cognitive deficits in AD patients and animal models. Importantly, we recently identified early and progressive deficiency in retinal vascular platelet-derived growth factor receptor-β (PDGFRβ) expression and pericyte loss that were associated with retinal vascular amyloidosis and cerebral amyloid angiopathy in MCI and AD patients. Other studies utilizing optical coherence tomography (OCT), retinal amyloid-fluorescence imaging and retinal hyperspectral imaging have made significant progress in visualizing and quantifying AD pathology through the retina. With new advances in OCT angiography, OCT leakage, scanning laser microscopy, fluorescein angiography and adaptive optics imaging, future studies focusing on retinal vascular AD pathologies could transform non-invasive pre-clinical AD diagnosis and monitoring.
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Affiliation(s)
- Haoshen Shi
- Department of Neurosurgery, Maxine Dunitz Neurosurgical Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, United States
| | - Yosef Koronyo
- Department of Neurosurgery, Maxine Dunitz Neurosurgical Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, United States
| | - Altan Rentsendorj
- Department of Neurosurgery, Maxine Dunitz Neurosurgical Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, United States
| | - Dieu-Trang Fuchs
- Department of Neurosurgery, Maxine Dunitz Neurosurgical Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, United States
| | - Julia Sheyn
- Department of Neurosurgery, Maxine Dunitz Neurosurgical Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, United States
| | - Keith L Black
- Department of Neurosurgery, Maxine Dunitz Neurosurgical Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, United States
| | - Nazanin Mirzaei
- Department of Neurosurgery, Maxine Dunitz Neurosurgical Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, United States
| | - Maya Koronyo-Hamaoui
- Department of Neurosurgery, Maxine Dunitz Neurosurgical Research Institute, Cedars-Sinai Medical Center, Los Angeles, CA, United States.,Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA, United States
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Silverstein SM, Lai A, Green KM, Crosta C, Fradkin SI, Ramchandran RS. Retinal Microvasculature in Schizophrenia. Eye Brain 2021; 13:205-217. [PMID: 34335068 PMCID: PMC8318708 DOI: 10.2147/eb.s317186] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Accepted: 06/15/2021] [Indexed: 01/01/2023] Open
Abstract
PURPOSE Schizophrenia is associated with alterations in neural structure and function of the retina that are similar to changes seen in the retina and brain in multiple neurodegenerative disorders. Preliminary evidence suggests that retinal microvasculature may also be compromised in schizophrenia. The goal of this study was to determine, using optical coherence tomography angiography (OCTA), whether 1) schizophrenia is associated with alterations in retinal microvasculature density; and 2) microvasculature reductions are associated with retinal neural layer thinning and performance on a measure of verbal IQ. PATIENTS AND METHODS Twenty-eight outpatients with schizophrenia or schizoaffective disorder and 37 psychiatrically healthy control subjects completed OCT and OCTA exams, and the Wechsler Test of Adult Reading. RESULTS Schizophrenia patients were characterized by retinal microvasculature density reductions, and enlarged foveal avascular zones, in both eyes. These microvascular abnormalities were generally associated with thinning of retinal neural (macular and peripapillary nerve fiber layer) tissue (but the data were stronger for the left than the right eye) and lower scores on a proxy measure of verbal IQ. First- and later-episode patients did not differ significantly on OCTA findings. CONCLUSION The retinal microvasculature impairments seen in schizophrenia appear to be a biomarker of overall brain health, as is the case for multiple neurological conditions. Additional research is needed, however, to clarify contributions of social disadvantage and medical comorbidities to the findings.
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Affiliation(s)
- Steven M Silverstein
- Department of Psychiatry, University of Rochester Medical Center, Rochester, NY, USA
- Department of Neuroscience, University of Rochester Medical Center, Rochester, NY, USA
- Department of Ophthalmology, University of Rochester Medical Center, Rochester, NY, USA
- Center for Visual Science, University of Rochester, Rochester, NY, USA
| | - Adriann Lai
- Department of Psychiatry, University of Rochester Medical Center, Rochester, NY, USA
| | - Kyle M Green
- Department of Ophthalmology, University of Rochester Medical Center, Rochester, NY, USA
| | - Christen Crosta
- Department of Cell Biology and Neuroscience, Rutgers University, Piscataway, NJ, USA
| | | | - Rajeev S Ramchandran
- Department of Ophthalmology, University of Rochester Medical Center, Rochester, NY, USA
- Department of Public Health Sciences, University of Rochester Medical Center, Rochester, NY, USA
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21
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Jin Q, Lei Y, Wang R, Wu H, Ji K, Ling L. A Systematic Review and Meta-Analysis of Retinal Microvascular Features in Alzheimer's Disease. Front Aging Neurosci 2021; 13:683824. [PMID: 34267645 PMCID: PMC8275836 DOI: 10.3389/fnagi.2021.683824] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2021] [Accepted: 05/19/2021] [Indexed: 12/25/2022] Open
Abstract
Objective: The aim of this meta-analysis was to investigate retinal microvascular features in patients with Alzheimer's disease (AD) using optical coherence tomography angiography (OCTA). Methods: PubMed, Cochrane Library, Embase, and Web of Science databases were systematically searched for published articles comparing retinal microvascular characteristics in subjects with AD and controls. The mean difference (MD) with a 95% confidence interval (CI) was used to assess continuous variables. Review Manager Version (RevMan) 5.30, was employed to analyze the data. Results: Nine studies were included in the meta-analysis. The analysis revealed that the macular whole enface superficial and deep vessel density (VD) values measured by OCTA were significantly lower in patients with AD than in controls (MD = −1.10, P < 0.0001; MD = −1.61, P = 0.0001, respectively). The value measured by OCTA for parafoveal superficial VD in patients with AD was also remarkably lower than that in the control group (MD = −1.42, P = 0.001), whereas there was no significant difference in the value for parafoveal deep VD (MD = −3.67, P = 0.19), compared to the controls. In addition, the foveal avascular zone (FAZ) was larger in patients with AD than in the control group (MD = 0.08, P = 0.07), although it did not reach statistical significance. Conclusions: The present meta-analysis indicated that the macular whole enface and parafoveal vessel densities were reduced in patients with AD. Moreover, our pooled data revealed that FAZ is larger in patients with AD. Consequently, OCTA may be utilized as a diagnostic tool to identify and monitor patients with AD.
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Affiliation(s)
- Qifang Jin
- Department of Ophthalmology, The Second Affiliated Hospital of Nanchang University, Nanchang, China
| | - Yiming Lei
- Department of School of Ophthalmology and Optometry, Nanchang University, Nanchang, China
| | - Ruoxin Wang
- Department of Ophthalmology, The First Hospital of Xi'an, Xi'an, China
| | - Huiying Wu
- Nanchang Bright Eye Hospital, Nanchang, China
| | - Kaibao Ji
- Department of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Ling Ling
- Affiliated Eye Hospital of Nanchang University, Nanchang, China
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