Dietary Intakes of Vegetable Protein, Folate, and Vitamins B-6 and B-12 Are Partially Correlated with Physical Functioning of Dutch Older Adults Using Copula Graphical Models

Background: In nutritional epidemiology, dealing with confounding and complex internutrient relations are major challenges. An often-used approach is dietary pattern analyses, such as principal component analysis, to deal with internutrient correlations, and to more closely resemble the true way nutrients are consumed. However, despite these improvements, these approaches still require subjective decisions in the preselection of food groups. Moreover, they do not make efficient use of multivariate dietary data, because they detect only marginal associations. We propose the use of copula graphical models (CGMs) to model and make statistical inferences regarding complex associations among variables in multivariate data, where associations between all variables can be learned simultaneously. Objective: We aimed to reconstruct nutritional intake and physical functioning networks in Dutch older adults by applying a CGM. Methods: We addressed this issue by uncovering the pairwise associations between variables while correcting for the effect of remaining variables. More specifically, we used a CGM to infer the precision matrix, which contains all the conditional independence relations between nodes in the graph. The nonzero elements of the precision matrix indicate the presence of a direct association. We applied this method to reconstruct nutrient-physical functioning networks from the combined data of 4 studies (Nu-Age, ProMuscle, ProMO, and V-Fit, total n = 662, mean ± SD age = 75 ± 7 y). The method was implemented in the R package nutriNetwork which is freely available at https://cran.r-project.org/web/packages/nutriNetwork. Results: Greater intakes of vegetable protein and vitamin B-6 were partially correlated with higher scores on the total Short Physical Performance Battery (SPPB) and the chair rise test. Greater intakes of vitamin B-12 and folate were partially correlated with higher scores on the chair rise test and the total SPPB, respectively. Conclusions: We determined that vegetable protein, vitamin B-6, folate, and vitamin B-12 intakes are partially correlated with improved functional outcome measurements in Dutch older adults.

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Main Authors: Behrouzi, Pariya, Grootswagers, Pol, Keizer, Paul L.C., Smeets, Ellen T.H.C., Feskens, Edith J.M., de Groot, Lisette C.P.G.M., van Eeuwijk, Fred A.
Format: Article/Letter to editor biblioteca
Language:English
Subjects:copula graphical models, muscle health, nutrient networks, older adults, physical functioning, sarcopenia,
Online Access:https://research.wur.nl/en/publications/dietary-intakes-of-vegetable-protein-folate-and-vitamins-b-6-and-
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spelling dig-wur-nl-wurpubs-5628712024-10-30 Behrouzi, Pariya Grootswagers, Pol Keizer, Paul L.C. Smeets, Ellen T.H.C. Feskens, Edith J.M. de Groot, Lisette C.P.G.M. van Eeuwijk, Fred A. Article/Letter to editor Journal of Nutrition 150 (2020) 3 ISSN: 0022-3166 Dietary Intakes of Vegetable Protein, Folate, and Vitamins B-6 and B-12 Are Partially Correlated with Physical Functioning of Dutch Older Adults Using Copula Graphical Models 2020 Background: In nutritional epidemiology, dealing with confounding and complex internutrient relations are major challenges. An often-used approach is dietary pattern analyses, such as principal component analysis, to deal with internutrient correlations, and to more closely resemble the true way nutrients are consumed. However, despite these improvements, these approaches still require subjective decisions in the preselection of food groups. Moreover, they do not make efficient use of multivariate dietary data, because they detect only marginal associations. We propose the use of copula graphical models (CGMs) to model and make statistical inferences regarding complex associations among variables in multivariate data, where associations between all variables can be learned simultaneously. Objective: We aimed to reconstruct nutritional intake and physical functioning networks in Dutch older adults by applying a CGM. Methods: We addressed this issue by uncovering the pairwise associations between variables while correcting for the effect of remaining variables. More specifically, we used a CGM to infer the precision matrix, which contains all the conditional independence relations between nodes in the graph. The nonzero elements of the precision matrix indicate the presence of a direct association. We applied this method to reconstruct nutrient-physical functioning networks from the combined data of 4 studies (Nu-Age, ProMuscle, ProMO, and V-Fit, total n = 662, mean ± SD age = 75 ± 7 y). The method was implemented in the R package nutriNetwork which is freely available at https://cran.r-project.org/web/packages/nutriNetwork. Results: Greater intakes of vegetable protein and vitamin B-6 were partially correlated with higher scores on the total Short Physical Performance Battery (SPPB) and the chair rise test. Greater intakes of vitamin B-12 and folate were partially correlated with higher scores on the chair rise test and the total SPPB, respectively. Conclusions: We determined that vegetable protein, vitamin B-6, folate, and vitamin B-12 intakes are partially correlated with improved functional outcome measurements in Dutch older adults. en application/pdf https://research.wur.nl/en/publications/dietary-intakes-of-vegetable-protein-folate-and-vitamins-b-6-and- 10.1093/jn/nxz269 https://edepot.wur.nl/518672 copula graphical models muscle health nutrient networks older adults physical functioning sarcopenia https://creativecommons.org/licenses/by/4.0/ https://creativecommons.org/licenses/by/4.0/ Wageningen University & Research
institution WUR NL
collection DSpace
country Países bajos
countrycode NL
component Bibliográfico
access En linea
databasecode dig-wur-nl
tag biblioteca
region Europa del Oeste
libraryname WUR Library Netherlands
language English
topic copula graphical models
muscle health
nutrient networks
older adults
physical functioning
sarcopenia
copula graphical models
muscle health
nutrient networks
older adults
physical functioning
sarcopenia
spellingShingle copula graphical models
muscle health
nutrient networks
older adults
physical functioning
sarcopenia
copula graphical models
muscle health
nutrient networks
older adults
physical functioning
sarcopenia
Behrouzi, Pariya
Grootswagers, Pol
Keizer, Paul L.C.
Smeets, Ellen T.H.C.
Feskens, Edith J.M.
de Groot, Lisette C.P.G.M.
van Eeuwijk, Fred A.
Dietary Intakes of Vegetable Protein, Folate, and Vitamins B-6 and B-12 Are Partially Correlated with Physical Functioning of Dutch Older Adults Using Copula Graphical Models
description Background: In nutritional epidemiology, dealing with confounding and complex internutrient relations are major challenges. An often-used approach is dietary pattern analyses, such as principal component analysis, to deal with internutrient correlations, and to more closely resemble the true way nutrients are consumed. However, despite these improvements, these approaches still require subjective decisions in the preselection of food groups. Moreover, they do not make efficient use of multivariate dietary data, because they detect only marginal associations. We propose the use of copula graphical models (CGMs) to model and make statistical inferences regarding complex associations among variables in multivariate data, where associations between all variables can be learned simultaneously. Objective: We aimed to reconstruct nutritional intake and physical functioning networks in Dutch older adults by applying a CGM. Methods: We addressed this issue by uncovering the pairwise associations between variables while correcting for the effect of remaining variables. More specifically, we used a CGM to infer the precision matrix, which contains all the conditional independence relations between nodes in the graph. The nonzero elements of the precision matrix indicate the presence of a direct association. We applied this method to reconstruct nutrient-physical functioning networks from the combined data of 4 studies (Nu-Age, ProMuscle, ProMO, and V-Fit, total n = 662, mean ± SD age = 75 ± 7 y). The method was implemented in the R package nutriNetwork which is freely available at https://cran.r-project.org/web/packages/nutriNetwork. Results: Greater intakes of vegetable protein and vitamin B-6 were partially correlated with higher scores on the total Short Physical Performance Battery (SPPB) and the chair rise test. Greater intakes of vitamin B-12 and folate were partially correlated with higher scores on the chair rise test and the total SPPB, respectively. Conclusions: We determined that vegetable protein, vitamin B-6, folate, and vitamin B-12 intakes are partially correlated with improved functional outcome measurements in Dutch older adults.
format Article/Letter to editor
topic_facet copula graphical models
muscle health
nutrient networks
older adults
physical functioning
sarcopenia
author Behrouzi, Pariya
Grootswagers, Pol
Keizer, Paul L.C.
Smeets, Ellen T.H.C.
Feskens, Edith J.M.
de Groot, Lisette C.P.G.M.
van Eeuwijk, Fred A.
author_facet Behrouzi, Pariya
Grootswagers, Pol
Keizer, Paul L.C.
Smeets, Ellen T.H.C.
Feskens, Edith J.M.
de Groot, Lisette C.P.G.M.
van Eeuwijk, Fred A.
author_sort Behrouzi, Pariya
title Dietary Intakes of Vegetable Protein, Folate, and Vitamins B-6 and B-12 Are Partially Correlated with Physical Functioning of Dutch Older Adults Using Copula Graphical Models
title_short Dietary Intakes of Vegetable Protein, Folate, and Vitamins B-6 and B-12 Are Partially Correlated with Physical Functioning of Dutch Older Adults Using Copula Graphical Models
title_full Dietary Intakes of Vegetable Protein, Folate, and Vitamins B-6 and B-12 Are Partially Correlated with Physical Functioning of Dutch Older Adults Using Copula Graphical Models
title_fullStr Dietary Intakes of Vegetable Protein, Folate, and Vitamins B-6 and B-12 Are Partially Correlated with Physical Functioning of Dutch Older Adults Using Copula Graphical Models
title_full_unstemmed Dietary Intakes of Vegetable Protein, Folate, and Vitamins B-6 and B-12 Are Partially Correlated with Physical Functioning of Dutch Older Adults Using Copula Graphical Models
title_sort dietary intakes of vegetable protein, folate, and vitamins b-6 and b-12 are partially correlated with physical functioning of dutch older adults using copula graphical models
url https://research.wur.nl/en/publications/dietary-intakes-of-vegetable-protein-folate-and-vitamins-b-6-and-
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