Evidence map›Paper›PMID 31858107›Full record

ArticleThe Journal of nutrition2020

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.

Pariya Behrouzi, Pol Grootswagers, Paul L C Keizer, Ellen T H C Smeets, Edith J M Feskens, Lisette C P G M de Groot, Fred A van Eeuwijk

Registry-linked trialOpen access · hybridAbstract read
In one paragraph

Article in The Journal of nutrition, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07356440 (Effect of Consumption of Vegetable Protein-enriched Biscuits and Vitamin D Supplementation on the Progression of Sarcopenia in Elderly Subjects), which is not on this map. Cited by 25 papers.

0numbers the graph read from it
0cells of the map it votes in
25citing papers in PubMed
4.7field-weighted citation impact, top 5% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT07356440 naactive not recruitingnot on this mapstarted 2025, after this paper: background citation

Effect of Consumption of Vegetable Protein-enriched Biscuits and Vitamin D Supplementation on the Progression of Sarcopenia in Elderly Subjects

TypeinterventionalSponsorUniversity of UdineRan2025 to 2026Enrolled74ConditionsSarcopenia in Elderly, Sarcopenia, Nutritional Intervention, Microbiome AnalysisArmsVitamin D3 supplement, Protein-enriched biscuits, Control biscuit, Placebo oil
3 · Its place in the literature

Who cites it

25 citing papers in PubMed, 40 citations in OpenAlex.

  1. Trial
  2. Article
  3. Article
  4. Observational
  5. Article
  6. Article
  7. Article
  8. Prevention of Sarcopenia.Advances in experimental medicine and biology · 2025
    Review
  9. Article
  10. Article
  11. Review
  12. Impact of lifestyle factors on dietary vitamin BThe British journal of nutrition · 2023
    Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. B12 levels and frailty syndrome.Journal of frailty, sarcopenia and falls · 2022
    Review
  19. Review
  20. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors at 1 institution in 1 country.

Pariya BehrouziBiometris, Mathematical and Statistical Methods, Wageningen University and Research, Wageningen, Netherlands.
Pol GrootswagersDepartment of Human Nutrition, Wageningen University and Research, Wageningen, Netherlands.
Paul L C KeizerBiometris, Mathematical and Statistical Methods, Wageningen University and Research, Wageningen, Netherlands.
Ellen T H C SmeetsDepartment of Human Nutrition, Wageningen University and Research, Wageningen, Netherlands.
Edith J M FeskensDepartment of Human Nutrition, Wageningen University and Research, Wageningen, Netherlands.
Lisette C P G M de GrootDepartment of Human Nutrition, Wageningen University and Research, Wageningen, Netherlands.
Fred A van EeuwijkBiometris, Mathematical and Statistical Methods, Wageningen University and Research, Wageningen, Netherlands.
Wageningen University & Research · NL

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIn 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.

objectiveWe aimed to reconstruct nutritional intake and physical functioning networks in Dutch older adults by applying a CGM.

methodsWe 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.

resultsGreater 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.

conclusionsWe 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.

Indexed as

Models, TheoreticalPhysical Functional PerformanceAgedAged, 80 and overBody Mass IndexFolic AcidFrail ElderlyHumansNetherlandsPlant Proteins, DietaryVitamin B 12Vitamin B 6Folic AcidPlant Proteins, DietaryVitamin B 12Vitamin B 6copula graphical modelsmuscle healthnutrient networksolder adultsphysical functioningsarcopenia

Identifiers

PMID31858107
PMCPMC7056616
OpenAlexW2994617715

What OpenQuestion holds

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LicenceCC BY
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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.