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Patterns in longitudinal growth of refraction in Southern Chinese children: cluster and principal component analysis

In the present study we attempt to use hypothesis-independent analysis in investigating the patterns in refraction growth in Chinese children, and to explore the possible risk factors affecting the different components of progression, as defined by Principal Component Analysis (PCA). A total of 637...

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Detalles Bibliográficos
Autores principales: Chen, Yanxian, Chang, Billy Heung Wing, Ding, Xiaohu, He, Mingguang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5118713/
https://www.ncbi.nlm.nih.gov/pubmed/27874105
http://dx.doi.org/10.1038/srep37636
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author Chen, Yanxian
Chang, Billy Heung Wing
Ding, Xiaohu
He, Mingguang
author_facet Chen, Yanxian
Chang, Billy Heung Wing
Ding, Xiaohu
He, Mingguang
author_sort Chen, Yanxian
collection PubMed
description In the present study we attempt to use hypothesis-independent analysis in investigating the patterns in refraction growth in Chinese children, and to explore the possible risk factors affecting the different components of progression, as defined by Principal Component Analysis (PCA). A total of 637 first-born twins in Guangzhou Twin Eye Study with 6-year annual visits (baseline age 7–15 years) were available in the analysis. Cluster 1 to 3 were classified after a partitioning clustering, representing stable, slow and fast progressing groups of refraction respectively. Baseline age and refraction, paternal refraction, maternal refraction and proportion of two myopic parents showed significant differences across the three groups. Three major components of progression were extracted using PCA: “Average refraction”, “Acceleration” and the combination of “Myopia stabilization” and “Late onset of refraction progress”. In regression models, younger children with more severe myopia were associated with larger “Acceleration”. The risk factors of “Acceleration” included change of height and weight, near work, and parental myopia, while female gender, change of height and weight were associated with “Stabilization”, and increased outdoor time was related to “Late onset of refraction progress”. We therefore concluded that genetic and environmental risk factors have different impacts on patterns of refraction progression.
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spelling pubmed-51187132016-11-28 Patterns in longitudinal growth of refraction in Southern Chinese children: cluster and principal component analysis Chen, Yanxian Chang, Billy Heung Wing Ding, Xiaohu He, Mingguang Sci Rep Article In the present study we attempt to use hypothesis-independent analysis in investigating the patterns in refraction growth in Chinese children, and to explore the possible risk factors affecting the different components of progression, as defined by Principal Component Analysis (PCA). A total of 637 first-born twins in Guangzhou Twin Eye Study with 6-year annual visits (baseline age 7–15 years) were available in the analysis. Cluster 1 to 3 were classified after a partitioning clustering, representing stable, slow and fast progressing groups of refraction respectively. Baseline age and refraction, paternal refraction, maternal refraction and proportion of two myopic parents showed significant differences across the three groups. Three major components of progression were extracted using PCA: “Average refraction”, “Acceleration” and the combination of “Myopia stabilization” and “Late onset of refraction progress”. In regression models, younger children with more severe myopia were associated with larger “Acceleration”. The risk factors of “Acceleration” included change of height and weight, near work, and parental myopia, while female gender, change of height and weight were associated with “Stabilization”, and increased outdoor time was related to “Late onset of refraction progress”. We therefore concluded that genetic and environmental risk factors have different impacts on patterns of refraction progression. Nature Publishing Group 2016-11-22 /pmc/articles/PMC5118713/ /pubmed/27874105 http://dx.doi.org/10.1038/srep37636 Text en Copyright © 2016, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Chen, Yanxian
Chang, Billy Heung Wing
Ding, Xiaohu
He, Mingguang
Patterns in longitudinal growth of refraction in Southern Chinese children: cluster and principal component analysis
title Patterns in longitudinal growth of refraction in Southern Chinese children: cluster and principal component analysis
title_full Patterns in longitudinal growth of refraction in Southern Chinese children: cluster and principal component analysis
title_fullStr Patterns in longitudinal growth of refraction in Southern Chinese children: cluster and principal component analysis
title_full_unstemmed Patterns in longitudinal growth of refraction in Southern Chinese children: cluster and principal component analysis
title_short Patterns in longitudinal growth of refraction in Southern Chinese children: cluster and principal component analysis
title_sort patterns in longitudinal growth of refraction in southern chinese children: cluster and principal component analysis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5118713/
https://www.ncbi.nlm.nih.gov/pubmed/27874105
http://dx.doi.org/10.1038/srep37636
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