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多模态眼成像、视网膜特征与心理评估数据集

Multimodal Eye Imaging, Retina Characteristics, and Psychological Assessment Dataset.

机构信息

Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.

Shanghai Key Laboratory of Ocular Fundus Diseases, Shanghai, China.

出版信息

Sci Data. 2024 Aug 2;11(1):836. doi: 10.1038/s41597-024-03690-6.

Abstract

The eyes provide insights into psychology, potentially offering a distinctive perspective for psychological health profiles. However, there exist a notable deficiency in datasets that simultaneously encompass eye features and psychological assessments. To address this gap, our study presents a dataset that included Fundus Photography, Psychological Assessment, Retina Characteristics, and Multimodal Imaging (FPRM). FPRM dataset comprise fundus images at different wavelengths (548 nm and 605 nm), image of oxygen saturation for the retina and 8 specific retinal vessels, videos of retinal blood flow and pupillary light reflex, along with 61 items of multimodal quantitative measurement from 384 participants. Additionally, it features psychological assessments across five dimensions (geriatric depression, generalized anxiety disorder, insomnia, activities of daily living, and deterioration), accompanied by fundus photographs and 6 items of retina characteristics from 1683 participants. FPRM dataset is the first to integrate multimodal ophthalmic data and psychological assessments, not only advancing the development of machine learning applications but also facilitating in-depth research into the relationship between eye health and psychological health profiles.

摘要

眼睛为心理学研究提供了深入了解的途径,可能为心理保健档案提供独特的视角。然而,在同时包含眼部特征和心理评估的数据集方面存在明显的不足。为了解决这一差距,我们的研究提出了一个包含眼底摄影、心理评估、视网膜特征和多模态成像(FPRM)的数据集。FPRM 数据集包含不同波长(548nm 和 605nm)的眼底图像、视网膜血氧饱和度图像和 8 条特定的视网膜血管图像、视网膜血流和瞳孔光反射的视频,以及来自 384 名参与者的 61 项多模态定量测量。此外,它还包括跨越五个维度(老年抑郁症、广泛性焦虑症、失眠、日常生活活动和恶化)的心理评估,同时包括来自 1683 名参与者的眼底照片和 6 项视网膜特征。FPRM 数据集是第一个整合多模态眼科数据和心理评估的数据集,不仅推进了机器学习应用的发展,还有助于深入研究眼睛健康与心理保健档案之间的关系。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0386/11297319/88d656184fd1/41597_2024_3690_Fig1_HTML.jpg

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