Evidence map›Paper›PMID 40275391›Full record

ArticleBMC nutrition2025

Dietary risk factors for non-communicable diseases among Omani adults by latent class analysis and structural equation modelling.

Adhra Al-Mawali, Ayaman Al-Harrasi, Avinash Daniel Pinto, Magdi Morsi, Abbas Balouchi, Francesco P Cappuccio

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Article in BMC nutrition, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

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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

6 authors.

Adhra Al-Mawali *Centre of Studies & Research, Ministry of Health, Muscat, Sultanate of Oman. adhra.almawali@gmail.com.
Ayaman Al-Harrasi *Centre of Studies & Research, Ministry of Health, Muscat, Sultanate of Oman.
Avinash Daniel PintoCentre of Studies & Research, Ministry of Health, Muscat, Sultanate of Oman.
Magdi MorsiCentre of Studies & Research, Ministry of Health, Muscat, Sultanate of Oman.
Abbas BalouchiIran University of Medical Science, Tehran, Iran.
Francesco P CappuccioUniversity of Warwick, WHO Collaborating Centre for Nutrition, Coventry, UK. f.p.cappuccio@warwick.ac.uk.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundRisk factor surveillance is vital for public health interventions in non-communicable diseases (NCD) control due to a noticeable nutrition transition among the population affecting dietary patterns. The objective was to investigate the dietary risk factors and its associations based on a first-of-its-kind analysis employing both Latent Class Analysis (LCA) and Structural equation modelling (SEM) to explore the hidden heterogeneity and subgroups with shared dietary pattern and to demonstrate the complex interaction of dietary factors with other risk factors in the development of NCDs.

methodsA cross-sectional survey was used. Secondary analysis of the 2017 Oman NCD Risk Factors Survey data was performed to investigate three major dietary risk factors (fruits and vegetables intake, eating out, and the type of oil used in cooking) of Omanis using LCA and SEM.

resultsDietary risk factors are prevalent in Omanis with 55.8% reporting intake of less than five fruit and vegetable servings per day, 45.3% ate outside the home 1-3 times per week, and 87.3% used vegetable oil for cooking. LCA showed two distinct classes of Omani population with majority belonging to the class mainly eating out 1-3 times per week, eating less than the recommended servings of fruits and vegetables, vegetable oil users, educated, and married young adults. SEM showed the intricate interplay of dietary factors with 8 direct paths and several indirect paths with NCD indicators.

conclusionsThese findings may have important implications for targeting health promotion strategies among the high-risk group of Omanis identified in this analysis and inform decision makers for the reduction of NCDs.

Indexed as

Dietary risk factorsLatent class analysisNon-communicable diseaseOmanStructural equation modelling

Identifiers

PMID40275391
PMCPMC12020193

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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 Socratic graph.