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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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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. |
format | Online Article Text |
id | pubmed-5118713 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
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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