Evidence map›Paper›PMID 41608287›Full record

ArticleFrontiers in cardiovascular medicine2025

Beyond behaviors: do biological intermediates improve lifestyle scoring for blood pressure?

Ghadeer S Aljuraiban, Sara Al-Musharaf, Fatima A Almadani, Tagreed A Mazi, Mahmoud M Abulmeaty, Madhawi Aldhwayan

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Article in Frontiers in cardiovascular medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Ghadeer S AljuraibanDepartment of Community Health Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia.
Sara Al-MusharafDepartment of Community Health Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia.
Fatima A AlmadaniDepartment of Community Health Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia.
Tagreed A MaziDepartment of Community Health Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia.
Mahmoud M AbulmeatyDepartment of Community Health Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia.
Madhawi AldhwayanDepartment of Community Health Sciences, College of Applied Medical Sciences, King Saud University, Riyadh, Saudi Arabia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Hypertension prevalence is high in Saudi Arabia. Both lifestyle behaviors and biological intermediates influence blood pressure (BP); however, there is limited evidence from the Middle East on whether composite lifestyle scores that integrate both domains would capture BP variation better than behavioral metrics alone. This study aimed to examine associations of an overall lifestyle risk score (behavioral + biological) and a behavioral-only score with BP outcomes. Methods: In a cross-sectional study of Saudi adults ( Results: Each 1-point higher BioBeh score was associated with lower SBP (-1.68 mmHg; 95% CI: -2.58, -0.79), lower DBP (-1.67 mmHg; 95% CI: -2.66, -0.68), and reduced odds of hypertension (OR 0.73; 95% CI: 0.63, 0.85), but not with elevated BP. No associations were found with the Beh score. Waist circumference was the strongest individual component [SBP -3.80 (-4.70, -2.91); DBP -3.31 (-4.30, -2.32) mmHg; hypertension OR 0.57; 95% CI: 0.49, 0.66]. Conclusions: In Saudi adults, a biologically enriched lifestyle score captures BP variation and hypertension risk more robustly than behavior-only metrics. These findings support risk stratification and prevention strategies that emphasize central adiposity alongside basic lipid and glucose profiles.

Indexed as

blood pressurecentral adiposityhypertensionlifestyle scorerisk stratificationwaist circumference

Identifiers

PMID41608287
PMCPMC12835251

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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.