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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Format: | Article/Letter to editor biblioteca |
Language: | English |
Subjects: | copula graphical models, muscle health, nutrient networks, older adults, physical functioning, sarcopenia, |
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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 |
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copula graphical models muscle health nutrient networks older adults physical functioning sarcopenia copula graphical models muscle health nutrient networks older adults physical functioning sarcopenia |
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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 |
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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- |
work_keys_str_mv |
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