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Use of Censored Data Methods to Estimate Blood Pressure Percentiles in US Adults
Bernard Rosner1,2, Nancy R Cook3,4, Robert J Glynn2,3
1Channing Division of Network Medicine Harvard Medical School.
Insights
Estimating underlying blood pressure (BP) in adults on medication is crucial for cardiovascular disease (CVD) risk assessment. A new method reveals medication effects vary by age, BMI, and race, improving risk prediction.
Area of Science:
- Cardiovascular Health
- Epidemiology
- Biostatistics
Background:
- Blood pressure (BP) is a key modifiable risk factor for cardiovascular disease (CVD).
- Anti-hypertensive medications (MEDS) lower observed BP but are markers for higher CVD risk.
- Accurately estimating underlying BP (BP without medication) is essential for precise risk assessment.
Purpose of the Study:
- To propose and validate a novel time-to-event method for estimating underlying BP.
- To quantify the treatment effect of anti-hypertensive medications on BP.
- To derive updated, age-sex-specific BP percentiles for underlying BP.
Main Methods:
- Utilized a time-to-event analysis, treating BP measurements on MEDS as censored data.
- Applied the method to a representative sample of U.S. adults (NHANES 1999-2018).
- Calculated median treatment effects and analyzed modifications by age, BMI, and race.
Main Results:
- The median treatment effect (Underlying BP - Observed BP) was 12.0/7.7 mm Hg for SBP/DBP in men and 16.9/6.5 mm Hg in women.
- Treatment effects were significantly modified by age, body mass index (BMI), and Black race.
- Derived age-sex-specific percentile charts for underlying BP.
Conclusions:
- The novel time-to-event approach provides a more accurate estimation of underlying BP compared to fixed increments.
- Underlying BP estimation and its derived percentiles offer improved tools for CVD risk stratification.
- Findings highlight the need for personalized risk assessment considering medication effects and individual factors.
Abstract:
Blood pressure (BP) levels are important modifiable risk factors for incident cardiovascular disease (CVD). However, many adults are on anti-hypertensive medication (MEDS) which lowers their BP but is a marker for increased CVD risk. To capture the association of BP and its treatment with risk, it is important to estimate BP levels in the absence of medication, i.e., Underlying BP. One proposed ad-hoc solution is to add a fixed increment e.g., 10/5 mm Hg to systolic (SBP)/diastolic (DBP) for people on MEDS to approximate their Underlying BP. However, what this increment should be, and whether it applies to all MEDS users is unclear. In this manuscript, we propose a novel time-to-event approach to estimate Underlying BP, treating BPs on MEDS as censored observations. The results indicate that the median Treatment Effect (i.e., Underlying BP - Observed BP) for SBP/DBP is 12.0/7.7 for men and 16.9/6.5 for women and is significantly modified by age, BMI and black race. The Underlying BP for MEDS users is then combined with the observed BP for non-MEDS users to derive age-sex-specific BP percentiles for Underlying BP based on a representative sample of normal weight U.S. adults aged 18-79 using NHANES data from 1999-2018.
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