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The effectiveness of eye tracking in the diagnosis of cognitive disorders: A systematic review and meta-analysis

BACKGROUND: Eye tracking (ET) is a viable marker for the recognition of cognitive disorders. We assessed the accuracy and clinical value of ET for the diagnosis of cognitive disorders in patients. METHODS: We searched the Medline, Embase, Web of Science, Cochrane Library, and Pubmed databases from i...

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Autores principales: Liu, Zicai, Yang, Zhen, Gu, Yueming, Liu, Huiyu, Wang, Pu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8274929/
https://www.ncbi.nlm.nih.gov/pubmed/34252113
http://dx.doi.org/10.1371/journal.pone.0254059
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author Liu, Zicai
Yang, Zhen
Gu, Yueming
Liu, Huiyu
Wang, Pu
author_facet Liu, Zicai
Yang, Zhen
Gu, Yueming
Liu, Huiyu
Wang, Pu
author_sort Liu, Zicai
collection PubMed
description BACKGROUND: Eye tracking (ET) is a viable marker for the recognition of cognitive disorders. We assessed the accuracy and clinical value of ET for the diagnosis of cognitive disorders in patients. METHODS: We searched the Medline, Embase, Web of Science, Cochrane Library, and Pubmed databases from inception to March 2, 2021, as well as the reference lists of identified primary studies. We included articles written in English that investigated ET for cognitive disorder patients—Mild cognitive impairment (MCI), Alzheimer’s disease (AD), Amyotrophic lateral sclerosis (ALS), and dementia. Two independent researchers extracted the data and the characteristics of each study; We calculated pooled sensitivities and specificities. A hierarchical summary of receiver performance characteristics (HSROC) model was used to test the diagnostic accuracy of ET for cognitive impairment (CI). FINDINGS: 11 studies met the inclusion criteria and were included in qualitative comprehensive analysis. Meta-analysis was performed on 9 trials using Neuropsychological Cognitive Testing (NCT) as the reference standard. The comprehensive sensitivity and specificity of ET for detecting cognitive disorders were 0.75 (95% CI 0.72–0.79) and 0.73 (95% CI 0.70 to 0.76), respectively. The combined positive likelihood ratio (LR+) was 2.74 (95%CI 2.32–3.24) and the negative likelihood ratio (LR−) was 0.27 (95%CI 0.18–0.42). CONCLUSIONS: This review showed that ET technology could be used to detect the decline in CI, clinical use of ET techniques in combination with other tools to assess CI can be encouraged.
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spelling pubmed-82749292021-07-27 The effectiveness of eye tracking in the diagnosis of cognitive disorders: A systematic review and meta-analysis Liu, Zicai Yang, Zhen Gu, Yueming Liu, Huiyu Wang, Pu PLoS One Research Article BACKGROUND: Eye tracking (ET) is a viable marker for the recognition of cognitive disorders. We assessed the accuracy and clinical value of ET for the diagnosis of cognitive disorders in patients. METHODS: We searched the Medline, Embase, Web of Science, Cochrane Library, and Pubmed databases from inception to March 2, 2021, as well as the reference lists of identified primary studies. We included articles written in English that investigated ET for cognitive disorder patients—Mild cognitive impairment (MCI), Alzheimer’s disease (AD), Amyotrophic lateral sclerosis (ALS), and dementia. Two independent researchers extracted the data and the characteristics of each study; We calculated pooled sensitivities and specificities. A hierarchical summary of receiver performance characteristics (HSROC) model was used to test the diagnostic accuracy of ET for cognitive impairment (CI). FINDINGS: 11 studies met the inclusion criteria and were included in qualitative comprehensive analysis. Meta-analysis was performed on 9 trials using Neuropsychological Cognitive Testing (NCT) as the reference standard. The comprehensive sensitivity and specificity of ET for detecting cognitive disorders were 0.75 (95% CI 0.72–0.79) and 0.73 (95% CI 0.70 to 0.76), respectively. The combined positive likelihood ratio (LR+) was 2.74 (95%CI 2.32–3.24) and the negative likelihood ratio (LR−) was 0.27 (95%CI 0.18–0.42). CONCLUSIONS: This review showed that ET technology could be used to detect the decline in CI, clinical use of ET techniques in combination with other tools to assess CI can be encouraged. Public Library of Science 2021-07-12 /pmc/articles/PMC8274929/ /pubmed/34252113 http://dx.doi.org/10.1371/journal.pone.0254059 Text en © 2021 Liu et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Liu, Zicai
Yang, Zhen
Gu, Yueming
Liu, Huiyu
Wang, Pu
The effectiveness of eye tracking in the diagnosis of cognitive disorders: A systematic review and meta-analysis
title The effectiveness of eye tracking in the diagnosis of cognitive disorders: A systematic review and meta-analysis
title_full The effectiveness of eye tracking in the diagnosis of cognitive disorders: A systematic review and meta-analysis
title_fullStr The effectiveness of eye tracking in the diagnosis of cognitive disorders: A systematic review and meta-analysis
title_full_unstemmed The effectiveness of eye tracking in the diagnosis of cognitive disorders: A systematic review and meta-analysis
title_short The effectiveness of eye tracking in the diagnosis of cognitive disorders: A systematic review and meta-analysis
title_sort effectiveness of eye tracking in the diagnosis of cognitive disorders: a systematic review and meta-analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8274929/
https://www.ncbi.nlm.nih.gov/pubmed/34252113
http://dx.doi.org/10.1371/journal.pone.0254059
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