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Lu W, Li Z, Li Y, Li J, Chen Z, Feng Y, Wang H, Luo Q, Wang Y, Pan J, Gu L, Yu D, Zhang Y, Shi H, Yin S. A Deep Learning Model for Three-Dimensional Nystagmus Detection and Its Preliminary Application. Front Neurosci 2022; 16:930028. [PMID: 35769696 PMCID: PMC9236194 DOI: 10.3389/fnins.2022.930028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2022] [Accepted: 05/13/2022] [Indexed: 12/02/2022] Open
Abstract
Symptoms of vertigo are frequently reported and are usually accompanied by eye-movements called nystagmus. In this article, we designed a three-dimensional nystagmus recognition model and a benign paroxysmal positional vertigo automatic diagnosis system based on deep neural network architectures (Chinese Clinical Trials Registry ChiCTR-IOR-17010506). An object detection model was constructed to track the movement of the pupil centre. Convolutional neural network-based models were trained to detect nystagmus patterns in three dimensions. Our nystagmus detection models obtained high areas under the curve; 0.982 in horizontal tests, 0.893 in vertical tests, and 0.957 in torsional tests. Moreover, our automatic benign paroxysmal positional vertigo diagnosis system achieved a sensitivity of 0.8848, specificity of 0.8841, accuracy of 0.8845, and an F1 score of 0.8914. Compared with previous studies, our system provides a clinical reference, facilitates nystagmus detection and diagnosis, and it can be applied in real-world medical practices.
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Affiliation(s)
- Wen Lu
- Department of Otolaryngology—Head and Neck Surgery, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
| | - Zhuangzhuang Li
- Department of Otolaryngology—Head and Neck Surgery, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
| | - Yini Li
- Department of Otolaryngology—Head and Neck Surgery, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
| | - Jie Li
- Department of Otolaryngology—Head and Neck Surgery, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
| | - Zhengnong Chen
- Department of Otolaryngology—Head and Neck Surgery, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
| | - Yanmei Feng
- Department of Otolaryngology—Head and Neck Surgery, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
| | - Hui Wang
- Department of Otolaryngology—Head and Neck Surgery, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
| | - Qiong Luo
- Department of Otolaryngology—Head and Neck Surgery, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
| | | | - Jun Pan
- IceKredit Inc., Shanghai, China
| | | | - Dongzhen Yu
- Department of Otolaryngology—Head and Neck Surgery, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
| | - Yudong Zhang
- School of Computing and Mathematical Sciences, University of Leicester, Leicester, United Kingdom
| | - Haibo Shi
- Department of Otolaryngology—Head and Neck Surgery, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
| | - Shankai Yin
- Department of Otolaryngology—Head and Neck Surgery, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital, Shanghai, China
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