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Weight Change and the Onset of Cardiovascular Diseases: Emulating Trials Using Electronic Health Records
Michail Katsoulis1,2, Bianca D Stavola3, Karla Diaz-Ordaz4
1From the Institute of Health Informatics, University College London (UCL), London, United Kingdom.
Weight change impacts cardiovascular disease (CVD) risk. Both weight loss and gain increased CVD risk in normal-weight and overweight individuals. Obese individuals who lost weight had lower coronary heart disease risk.
Area of Science:
- Cardiovascular disease research
- Obesity and weight management
- Public health and epidemiology
Background:
- Cross-sectional body mass index (BMI) measures link to cardiovascular disease (CVD) incidence.
- The impact of weight change on CVD risk remains less understood.
- This study investigates weight change effects on long-term CVD risk.
Purpose of the Study:
- To estimate the effect of 2-year weight change interventions on 7-year CVD risk.
- To emulate hypothetical interventions using electronic health records.
- To analyze CVD risk across different weight change categories (loss, maintenance, gain).
Main Methods:
- Utilized electronic health records of 138,567 individuals (aged 45-69) in England (1998-2016).
- Emulated hypothetical 2-year weight change interventions to predict 7-year CVD risk.
- Employed pooled logistic regression with inverse-probability weighting for confounder adjustment.
Main Results:
- Normal-weight individuals: weight loss (RD 1.5%) and gain (RD 1.3%) increased CVD risk versus maintenance.
- Overweight individuals: weight loss (RD 0.7%) and gain (RD 0.7%) showed moderately higher CVD risk versus maintenance.
- Obese individuals: weight loss reduced coronary heart disease risk (RD -1.4%) but not stroke risk.
Conclusions:
- Weight gain increases CVD risk across all body mass index (BMI) groups.
- Weight loss in obese individuals is associated with lower coronary heart disease risk.
- Weight change effects on CVD risk vary depending on baseline BMI and direction of weight change.
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