Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Jun 13:19:11795468251342338.
doi: 10.1177/11795468251342338. eCollection 2025.

Association Between Visit-to-Visit Mean Arterial Pressure Variability and the Risk of Ischemic Heart Disease and Ischemic Stroke Among Patients With Hypertension in Thailand

Affiliations

Association Between Visit-to-Visit Mean Arterial Pressure Variability and the Risk of Ischemic Heart Disease and Ischemic Stroke Among Patients With Hypertension in Thailand

Boonsub Sakboonyarat et al. Clin Med Insights Cardiol. .

Abstract

Background: Blood pressure (BP) variability has been recognized as a significant risk factor for cardiovascular diseases (CVD). We aim to evaluate the association between mean arterial pressure (MAP) variability and the increased risk of ischemic heart disease (IHD) and ischemic stroke (IS) among hypertensive patients in Thailand.

Methods: We analyzed data from the Thailand DM/HT study, which included hypertensive patients nationwide in 2014 to 2015 and 2018. MAP variability was computed based on the MAP values across 3 visits within 1 year and expressed as standard deviation (SD). We used multivariable log-binomial regression models to evaluate the associations between MAP variability and the risk of IHD and IS.

Results: Among 92 854 individuals, 594 new-onset IHD events (0.64%) and 187 IS incidents among 95 486 individuals (0.20%). Compared to the lowest quartile (Q1), higher quartiles of SD were associated with increased risk of IHD, with adjusted risk ratios (aRRs) of 1.06 (95% confidence interval [CI]: 0.82-1.38) for Q2, 1.35 (95% CI: 1.06-1.72) for Q3, and 1.50 (95% CI: 1.18-1.90) for Q4. Similarly, higher SD quartiles raised the risk of IS, with aRRs of 1.35 (95% CI: 0.83-2.20) for Q2, 1.56 (95% CI: 0.98-2.48) for Q3, and 1.97 (95% CI: 1.26-3.07) for Q4, when compared to Q1.

Conclusion: Our study demonstrated that higher visit-to-visit MAP variability in hypertensive patients was strongly associated with an increased risk of CVD. We emphasize the importance of incorporating BP variability into management strategies to help reduce the risk of CVD in these patients.

Keywords: blood pressure variability; hypertension; ischemic heart disease; ischemic stroke; mean arterial pressure.

PubMed Disclaimer

Conflict of interest statement

The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.

Figures

Figure 1.
Figure 1.
Study flowchart with detailed study exclusion information.
Figure 2.
Figure 2.
Spline curve of SDMAP for the average adjusted prediction of (A) ischemic heart disease incidence and (B) ischemic stroke incidence and 95% CI: (A) Average adjusted prediction of ischemic heart disease incidence among hypertensive patients, adjusting for age and sex, regions, hospital level, health scheme, diabetes, dyslipidemia, renal insufficiency, history of atrial fibrillation, hypertension duration, ACEIs/ARBs use, beta-blockers use, calcium channel blockers use, diuretics use, smoking status, body mass index, and mean of MAP visit 1 to 3, (B) Average adjusted prediction of ischemic stroke incidence among hypertensive patients, adjusting for age and sex, regions, hospital level, health scheme, diabetes, dyslipidemia, renal insufficiency, history of atrial fibrillation, hypertension duration, ACEIs/ARBs use, beta-blockers use, calcium channel blockers use, diuretics use, smoking status, body mass index, and mean of MAP visit 1 to 3. SD: standard deviation, MAP: mean arterial pressure, CI: confidence interval, aRR: Adjusted risk ratio for 1 unit of SD increase.
Figure 3.
Figure 3.
Association between MAP variability measured by standard deviation and (A) ischemic heart disease incidence and (B) ischemic stroke incidence on an additive scale.

Similar articles

References

    1. Razo C, Welgan CA, Johnson CO, et al. Effects of elevated systolic blood pressure on ischemic heart disease: a burden of proof study. Nat Med. 2022;28(10):2056-2065. - PMC - PubMed
    1. Malik R, Georgakis MK, Vujkovic M, et al. Relationship between blood pressure and incident cardiovascular disease: linear and nonlinear mendelian randomization analyses. Hypertension. 2021;77(6):2004-2013. - PMC - PubMed
    1. Luo D, Cheng Y, Zhang H, et al. Association between high blood pressure and long term cardiovascular events in young adults: systematic review and meta-analysis. BMJ. 2020;370:m3222. - PMC - PubMed
    1. Brunström M, Carlberg B. Association of blood pressure lowering with mortality and cardiovascular disease across blood pressure levels: a systematic review and meta-analysis. JAMA Intern Med. 2018;178(1):28-36. - PMC - PubMed
    1. Sakboonyarat B, Rangsin R. Prevalence and associated factors of ischemic heart disease (IHD) among patients with diabetes mellitus: a nation-wide, cross-sectional survey. BMC Cardiovasc Disord. 2018;18(1):151. - PMC - PubMed

LinkOut - more resources