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Aggregate blood pressure responses to serial dietary sodium and potassium intervention: defining responses using independent component analysis
BACKGROUND: Hypertension is a complex trait that often co-occurs with other conditions such as obesity and is affected by genetic and environmental factors. Aggregate indices such as principal components among these variables and their responses to environmental interventions may represent novel inf...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4474450/ https://www.ncbi.nlm.nih.gov/pubmed/26088064 http://dx.doi.org/10.1186/s12863-015-0226-8 |
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author | Chen, Gengsheng de las Fuentes, Lisa Gu, Chi C. He, Jiang Gu, Dongfeng Kelly, Tanika Hixson, James Jacquish, Cashell Rao, D. C. Rice, Treva K. |
author_facet | Chen, Gengsheng de las Fuentes, Lisa Gu, Chi C. He, Jiang Gu, Dongfeng Kelly, Tanika Hixson, James Jacquish, Cashell Rao, D. C. Rice, Treva K. |
author_sort | Chen, Gengsheng |
collection | PubMed |
description | BACKGROUND: Hypertension is a complex trait that often co-occurs with other conditions such as obesity and is affected by genetic and environmental factors. Aggregate indices such as principal components among these variables and their responses to environmental interventions may represent novel information that is potentially useful for genetic studies. RESULTS: In this study of families participating in the Genetic Epidemiology Network of Salt Sensitivity (GenSalt) Study, blood pressure (BP) responses to dietary sodium interventions are explored. Independent component analysis (ICA) was applied to 20 variables indexing obesity and BP measured at baseline and during low sodium, high sodium and high sodium plus potassium dietary intervention periods. A “heat map” protocol that classifies subjects based on risk for hypertension is used to interpret the extracted components. ICA and heat map suggest four components best describe the data: (1) systolic hypertension, (2) general hypertension, (3) response to sodium intervention and (4) obesity. The largest heritabilities are for the systolic (64 %) and general hypertension (56 %) components. There is a pattern of higher heritability for the component response to intervention (40–42 %) as compared to those for the traditional intervention responses computed as delta scores (24 %–40 %). CONCLUSIONS: In summary, the present study provides intermediate phenotypes that are heritable. Using these derived components may prove useful in gene discovery applications. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12863-015-0226-8) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4474450 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-44744502015-06-20 Aggregate blood pressure responses to serial dietary sodium and potassium intervention: defining responses using independent component analysis Chen, Gengsheng de las Fuentes, Lisa Gu, Chi C. He, Jiang Gu, Dongfeng Kelly, Tanika Hixson, James Jacquish, Cashell Rao, D. C. Rice, Treva K. BMC Genet Methodology Article BACKGROUND: Hypertension is a complex trait that often co-occurs with other conditions such as obesity and is affected by genetic and environmental factors. Aggregate indices such as principal components among these variables and their responses to environmental interventions may represent novel information that is potentially useful for genetic studies. RESULTS: In this study of families participating in the Genetic Epidemiology Network of Salt Sensitivity (GenSalt) Study, blood pressure (BP) responses to dietary sodium interventions are explored. Independent component analysis (ICA) was applied to 20 variables indexing obesity and BP measured at baseline and during low sodium, high sodium and high sodium plus potassium dietary intervention periods. A “heat map” protocol that classifies subjects based on risk for hypertension is used to interpret the extracted components. ICA and heat map suggest four components best describe the data: (1) systolic hypertension, (2) general hypertension, (3) response to sodium intervention and (4) obesity. The largest heritabilities are for the systolic (64 %) and general hypertension (56 %) components. There is a pattern of higher heritability for the component response to intervention (40–42 %) as compared to those for the traditional intervention responses computed as delta scores (24 %–40 %). CONCLUSIONS: In summary, the present study provides intermediate phenotypes that are heritable. Using these derived components may prove useful in gene discovery applications. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12863-015-0226-8) contains supplementary material, which is available to authorized users. BioMed Central 2015-06-20 /pmc/articles/PMC4474450/ /pubmed/26088064 http://dx.doi.org/10.1186/s12863-015-0226-8 Text en © Chen et al. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Methodology Article Chen, Gengsheng de las Fuentes, Lisa Gu, Chi C. He, Jiang Gu, Dongfeng Kelly, Tanika Hixson, James Jacquish, Cashell Rao, D. C. Rice, Treva K. Aggregate blood pressure responses to serial dietary sodium and potassium intervention: defining responses using independent component analysis |
title | Aggregate blood pressure responses to serial dietary sodium and potassium intervention: defining responses using independent component analysis |
title_full | Aggregate blood pressure responses to serial dietary sodium and potassium intervention: defining responses using independent component analysis |
title_fullStr | Aggregate blood pressure responses to serial dietary sodium and potassium intervention: defining responses using independent component analysis |
title_full_unstemmed | Aggregate blood pressure responses to serial dietary sodium and potassium intervention: defining responses using independent component analysis |
title_short | Aggregate blood pressure responses to serial dietary sodium and potassium intervention: defining responses using independent component analysis |
title_sort | aggregate blood pressure responses to serial dietary sodium and potassium intervention: defining responses using independent component analysis |
topic | Methodology Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4474450/ https://www.ncbi.nlm.nih.gov/pubmed/26088064 http://dx.doi.org/10.1186/s12863-015-0226-8 |
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