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Ueda E, Watanabe M, Nakamura D, Matsuse D, Tanaka E, Fujiwara K, Hashimoto S, Nakamura S, Isobe N, Sonoda KH. Distinct retinal reflectance spectra from retinal hyperspectral imaging in Parkinson's disease. J Neurol Sci 2024; 461:123061. [PMID: 38797139 DOI: 10.1016/j.jns.2024.123061] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2024] [Revised: 05/09/2024] [Accepted: 05/21/2024] [Indexed: 05/29/2024]
Abstract
BACKGROUND Recent developments in the retinal hyperspectral imaging method have indicated its potential in addressing challenges posed by neurodegenerative disorders, such as Alzheimer's disease. This human clinical study is the first to assess reflectance spectra obtained from this imaging as a tool for diagnosing patients with Parkinson's disease (PD). METHODS Retinal hyperspectral imaging was conducted on a total of 40 participants, including 20 patients with PD and 20 controls. Following preprocessing, retinal reflectance spectra were computed for the macular retina defined by four rectangular regions. Linear discriminant analysis classifiers underwent training to discern patients with PD from control participants. To assess the performance of the selected features, nested leave-one-out cross-validation was employed using machine learning. The indicated values include the area under the curve (AUC) and the corresponding 95% confidence interval (CI). RESULTS Retinal reflectance spectra of PD patients exhibited variations in the spectral regions, particularly at shorter wavelengths (superonasal retina, wavelength < 490 nm; inferonasal retina, wavelength < 510 nm) when compared to those of controls. Retinal reflectance spectra yielded an AUC of 0.60 (95% CI: 0.43-0.78) and 0.60 (95% CI: 0.43-0.78) for the superonasal and inferonasal retina, respectively, distinguishing individuals with and without PD. CONCLUSION Reflectance spectra obtained from retinal hyperspectral imaging tended to decrease at shorter wavelengths across a broad spectral range in PD patients. Further investigations building upon these preliminary findings are imperative to focus on the retinal spectral signatures associated with PD pathological hallmarks, including α-synuclein.
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Affiliation(s)
- Emi Ueda
- Department of Ophthalmology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Mitsuru Watanabe
- Department of Neurology, Neurological Institute, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.
| | - Daisuke Nakamura
- Department of Electrical Engineering, Graduate School of Information Science and Electrical Engineering, Kyushu University, Fukuoka, Japan
| | - Dai Matsuse
- Department of Neurology, Neurological Institute, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Eizo Tanaka
- Department of Neurology, Neurological Institute, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Kohta Fujiwara
- Department of Ophthalmology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Sawako Hashimoto
- Department of Ophthalmology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Shun Nakamura
- Department of Ophthalmology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Noriko Isobe
- Department of Neurology, Neurological Institute, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Koh-Hei Sonoda
- Department of Ophthalmology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
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Hui L, Shin ES, Jun EJ, Bhak Y, Garg S, Kim TH, Sohn CB, Choi BJ, Kun L, Yuan SL, Zhi W, Hao J, Zhentao S, Qiang T. Impact of Dissection after Drug-Coated Balloon Treatment of De Novo Coronary Lesions: Angiographic and Clinical Outcomes. Yonsei Med J 2020; 61:1004-1012. [PMID: 33251774 PMCID: PMC7700881 DOI: 10.3349/ymj.2020.61.12.1004] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Revised: 10/15/2020] [Accepted: 11/05/2020] [Indexed: 11/27/2022] Open
Abstract
PURPOSE Dissection after plain balloon angioplasty is required to achieve adequate luminal area; however, it is associated with a high risk of vascular events. This study aimed to examine the relationship between non-flow limiting coronary dissections and subsequent lumen loss and long-term clinical outcomes following successful drug-coated balloon (DCB) treatment of de novo coronary lesions. MATERIALS AND METHODS A total of 227 patients with good distal flow (Thrombolysis in Myocardial Infarction flow grade 3) following DCB treatment were retrospectively enrolled and stratified according to the presence or absence of a non-flow limiting dissection. The primary endpoint was late lumen loss (LLL) at 6-month angiography, and the secondary endpoint was target vessel failure (TVF, a composite of cardiac death, target vessel myocardial infarction, target vessel revascularization, and target vessel thrombosis). RESULTS The cohort consisted of 95 patients with and 132 patients without a dissection. There were no between-group differences in LLL (90.8%) returning for angiography at 6 months (0.05±0.19 mm in non-dissection and 0.05±0.30 mm in dissection group, p=0.886) or in TVF (6.8% in non-dissection and 8.4% in dissection group, p=0.799) at a median follow-up of 3.4 years. In a multivariate analysis, the presence of dissection and its severity were not associated with LLL or TVF. Almost dissections (93.9%) were completely healed, and there was no newly developed dissection at 6-month angiography. CONCLUSION The presence of a dissection following successful DCB treatment of a de novo coronary lesion may not be associated with an increased risk of LLL or TVF (Impact of Drug-coated Balloon Treatment in de Novo Coronary Lesion; NCT04619277).
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Affiliation(s)
- Lin Hui
- Division of Cardiology, Department of Internal Medicine, Ulsan Medical Center, Ulsan, Korea
- Department of Cardiology, Peking University Shougang Hospital, Shijingshan District, Beijig, China
| | - Eun Seok Shin
- Division of Cardiology, Department of Internal Medicine, Ulsan Medical Center, Ulsan, Korea
- Division of Cardiology, Department of Internal Medicine, Ulsan University Hospital, University of Ulsan College of Medicine, Ulsan, Korea.
| | - Eun Jung Jun
- Division of Cardiology, Department of Internal Medicine, Ulsan Medical Center, Ulsan, Korea
| | - Youngjune Bhak
- Department of Biomedical Engineering, College of Information-Bio Convergence Engineering, Ulsan National Institute of Science and Technology (UNIST), Ulsan, Korea
| | - Scot Garg
- East Lancashire Hospitals NHS Trust, Blackburn, Lancashire, UK
| | - Tae Hyun Kim
- Division of Cardiology, Department of Internal Medicine, Ulsan Medical Center, Ulsan, Korea
| | - Chang Bae Sohn
- Division of Cardiology, Department of Internal Medicine, Ulsan Medical Center, Ulsan, Korea
| | - Byung Joo Choi
- Division of Cardiology, Department of Internal Medicine, Ulsan Medical Center, Ulsan, Korea
| | - Liu Kun
- Department of Cardiology, Peking University Shougang Hospital, Shijingshan District, Beijig, China
| | - Song Lin Yuan
- Division of Cardiology, Department of Internal Medicine, Ulsan Medical Center, Ulsan, Korea
| | - Wang Zhi
- Department of Cardiology, Peking University Shougang Hospital, Shijingshan District, Beijig, China
| | - Jiang Hao
- Department of Cardiology, Peking University Shougang Hospital, Shijingshan District, Beijig, China
| | - Shi Zhentao
- Department of Cardiology, Peking University Shougang Hospital, Shijingshan District, Beijig, China
| | - Tang Qiang
- Department of Cardiology, Peking University Shougang Hospital, Shijingshan District, Beijig, China.
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