Missed Opportunities for Stroke Prevention in Hypertensive Patients: A Retrospective Case-Control Study
Yang, H.; Liu, Y.; Kim, C.; Huang, C.; Sawano, M.; Young, P.; McPadden, J.; Anderson, M.; Burrows, J. S.; Krumholz, H. M.; Brush, J. E.; Lu, Y.
Show abstract
BackgroundHypertension is the leading modifiable risk factor for ischemic stroke, yet the adequacy of preventative hypertension care in routine clinical practice remains suboptimal. Whether gaps in hypertension management represent missed opportunities for stroke prevention remains unclear. ObjectiveTo evaluate the association between hypertension care delivery and the risk of incident ischemic stroke. MethodsWe conducted a retrospective, matched, nested case-control study among adults with hypertension using electronic health record data from a large regional health system (2010-2024). Patients with a first-ever ischemic stroke were matched 1:2 to controls on age, sex, race and ethnicity, and calendar time. Three care metrics were assessed during follow-up: (1) outpatient visits with blood pressure (BP) measurement per year; (2) number of antihypertensive medication ingredients; and (3) medication intensification score. Conditional logistic regression estimated adjusted odds ratios (aORs). ResultsThe study included 13,476 cases and 26,952 matched controls (N = 40,428). Mean (SD) age was 64.8 (12.2) years, 54.1% were female, and mean follow-up was 2,497 (1,308) days. Cases had fewer BP visits per year (median, 2.50 vs. 3.01; p < 0.001), similar number of medication ingredients (2.00 vs 2.00), and lower treatment intensification scores (-0.211 vs -0.125). In adjusted models, >5 BP visits per year was associated with lower stroke odds (aOR, 0.55; 95% CI, 0.51-0.59) compared with [≤]1 visit. Use of 2-3 medication ingredients (vs 0) was also associated with reduced stroke odds (aOR, 0.80; 95% CI, 0.75-0.86), whereas >3 ingredients was not significant. The highest quartile of treatment intensification showed the strongest association (aOR, 0.47; 95% CI, 0.44-0.51). Findings were consistent across subgroup and sensitivity analyses, including strata defined by baseline SBP and follow-up SBP. ConclusionsGreater engagement in hypertension care was associated with lower odds of ischemic stroke, suggesting that gaps in routine management may represent missed opportunities for prevention. Novelty and RelevanceO_ST_ABSWhat Is New?C_ST_ABSO_LIIn this nested case-control study, differences in hypertension care over time--including follow-up frequency, medication use, and treatment adjustments--were associated with incident ischemic stroke. C_LI What Is Relevant?O_LIVariations in hypertension care delivery over time may represent missed opportunities for stroke prevention regardless of baseline or average SBP levels during follow-up. C_LIO_LIImproving follow-up and timely treatment adjustments may offer actionable targets for primary prevention. C_LI Clinical/Pathophysiological ImplicationsO_LILongitudinal gaps in hypertension management may contribute to stroke risk beyond BP control, highlighting opportunities to improve prevention through more consistent care delivery. C_LI
Matching journals
The top 2 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Trends in Awareness, Antihypertensive Medication Use and Blood Pressure Control by Race and Ethnicity Among Adults with Hypertension in the United States: A National Health and Nutrition Examination Analysis from 2011 to 2018 97%
- Hypertension Management Dynamics in Pediatric CKD: Insights from the 4C Study 96%
- Elevated blood pressure in the emergency department - a risk factor for incident cardiovascular disease: An EHR-based cohort study 94%
Similar papers in this journal
- Association of Cardiologist Clinic Visits with Cardiovascular Primary Prevention Outcomes Among People with HIV from Underrepresented Racial and Ethnic Groups in the Southern United States 95%
- Trajectories of Cognitive Decline Before and After New-onset Hypertension 95%
- Association of Angiotensin-Converting Enzyme Inhibitors and Angiotensin Receptor Blockers with the Risk of Hospitalization and Death in Hypertensive Patients with Coronavirus Disease-19 94%
Similar papers in this journal
- National Trends and Disparities in Hospitalization for Hypertensive Emergencies Among Medicare Beneficiaries, 1999–2019 95%
- Systolic Blood Pressure and Survival to Very Old Age. Results from the Women’s Health Initiative 94%
- Effects of catheter-based renal denervation in hypertension: a systematic review and meta-analysis 93%
Similar papers in this journal
- Multiple Biomarkers to Predict Major Adverse Cardiovascular Events in Patients With Coronary Chronic Total Occlusions 92%
- Risk of Cardiovascular Events after Covid-19: a double-cohort study 91%
- Sodium-glucose Cotransporter-2 Inhibitors Stabilize Coronary Plaques in Acute Coronary Syndrome with Diabetes Mellitus 91%
Similar papers in this journal
- Differences between brachial and aortic blood pressure in adolescence and their impact on classification of hypertension 94%
- Within-visit Blood Pressure Variability in Children and Adolescents in the National Health and Nutrition Examination Survey (2013-2020) 94%
- Factors Associated with Treatment-Resistant Hypertension: Results of a prospective observational Study 94%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.