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Updated: Aug 15, 2025

Author Spotlight: Assessing the Cardiovascular Profile of Patients with Metabolic Syndrome
Published on: September 27, 2024
Systolic Blood Pressure and Cardiovascular Risk in Patients With Diabetes: A Prospective Cohort Study
Shishir Rao1,2, Yikuan Li1,2, Milad Nazarzadeh1,2
1Deep Medicine, Oxford Martin School, University of Oxford, Oxford, United Kingdom (S.R., Y.L., M.N., M.M., G.S.-K., K.R.).
Insights
Systolic blood pressure (SBP) and cardiovascular disease risk in diabetes patients show a monotonic relationship. Lower SBP levels are associated with the lowest cardiovascular event risk, refuting a J-shaped curve.
Area of Science:
- Cardiology
- Diabetology
- Public Health
Background:
- Controversy exists regarding the relationship between systolic blood pressure (SBP) and cardiovascular disease (CVD) risk, specifically if it's monotonic or has an optimal blood pressure nadir.
- Investigating this association across the full spectrum of SBP in diabetic patients is crucial for understanding CVD risk stratification.
Purpose of the Study:
- To investigate the association between systolic blood pressure (SBP) and cardiovascular events in patients with diabetes.
- To determine if the relationship between SBP and cardiovascular outcomes is monotonic or exhibits a J-shaped curve.
Main Methods:
- A cohort of 49,000 individuals with diabetes (aged 50-90) was identified from UK electronic health records (1990-2005).
- Deep learning was employed to analyze associations between SBP and cardiovascular outcomes (ischemic heart disease, heart failure, stroke, cardiovascular death).
Main Results:
- Over 7.3 years median follow-up, 16,378 cardiovascular events occurred.
- A monotonic relationship was observed between SBP and cardiovascular events.
- The lowest risk was in patients with baseline SBP <120 mm Hg; higher SBP levels showed incrementally increased adjusted risk ratios for CVD.
Conclusions:
- Deep learning modeling confirmed a monotonic relationship between SBP and cardiovascular outcomes in patients with diabetes.
- No evidence of a J-shaped relationship was found, indicating that lower SBP is consistently associated with lower CVD risk in this population.
Background:
Whether the association between systolic blood pressure (SBP) and risk of cardiovascular disease is monotonic or whether there is a nadir of optimal blood pressure remains controversial. We investigated the association between SBP and cardiovascular events in patients with diabetes across the full spectrum of SBP.
Methods:
A cohort of 49 000 individuals with diabetes aged 50 to 90 years between 1990 and 2005 was identified from linked electronic health records in the United Kingdom. Associations between SBP and cardiovascular outcomes (ischemic heart disease, heart failure, stroke, and cardiovascular death) were analyzed using a deep learning approach.
Results:
Over a median follow-up of 7.3 years, 16 378 cardiovascular events were observed. The relationship between SBP and cardiovascular events followed a monotonic pattern, with the group with the lowest baseline SBP of <120 mm Hg exhibiting the lowest risk of cardiovascular events. In comparison to the reference group with the lowest SBP (<120 mm Hg), the adjusted risk ratio for cardiovascular disease was 1.03 (95% CI, 0.97-1.10) for SBP between 120 and 129 mm Hg, 1.05 (0.99-1.11) for SBP between 130 and 139 mm Hg, 1.08 (1.01-1.15) for SBP between 140 and 149 mm Hg, 1.12 (1.03-1.20) for SBP between 150 and 159 mm Hg, and 1.19 (1.09-1.28) for SBP ≥160 mm Hg.
Conclusions:
Using deep learning modeling, we found a monotonic relationship between SBP and risk of cardiovascular outcomes in patients with diabetes, without evidence of a J-shaped relationship.
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