Related Experiment Video
Updated: Feb 7, 2026

Validation of a Psychosocial Intervention on Body Image in Older People: An Experimental Design
Published on: May 31, 2021
Causal association of body mass index with hypertension using a Mendelian randomization design
Mee-Ri Lee1, Youn-Hee Lim, Yun-Chul Hong
1Department of Preventive Medicine, Seoul National University College of Medicine Institute of Environmental Medicine, Seoul National University Medical Research Center Environmental Health Center, Seoul National University College of Medicine, Seoul, Republic of Korea.
Abstract:
Observational studies have shown that obesity is a major risk factor for hypertension, but unmeasured confounding factors may exist. We used Mendelian randomization (MR) to assess the causal effect of obesity on hypertension.The MR analysis was performed in a well-defined community cohort study of 8832 middle-aged (40-69 years) adults in Korea enrolled from 2001 to 2013. We used baseline hypertension and newly diagnosed hypertension during the 10-year follow-up period as the outcome variable. Genetic risk score associated with body mass index (BMI GRS) was used as the instrumental variable (IV) to measure the causal relationship between obesity and hypertension. The IV estimate of causal odds ratio (OR) was derived using the Wald ratio estimator and then exponentiation to express the result as an OR.In the multivariable model adjusting for age, sex, study area, education, smoking, and current alcohol consumption, each 1 kg/m increase in BMI was associated with a 19% (OR: 1.19, 95% confidence interval [CI]: 1.17-1.21) increase in hypertension risk. We selected 6 single-nucleotide polymorphisms (P < 1.0 × 10) associated with BMI by genome-wide screening using linear regression and created 6 types of GRS. We demonstrated that each standard-deviation increase in BMI GRS was associated with a 5% to 6% (OR: 1.05-1.06) increased risk of hypertension (all P < .05). Using BMI GRS as the IV, we found a causal relationship between BMI and hypertension (OR: 1.13-1.26, all P < .05 except weighted GRS [n = 6]).Using Mendelian randomization, we found that obesity is causally associated with hypertension. This information will have important public health implications, supporting evidence that obesity-reduction programs will reduce the incidence of hypertension.
Related Concept Videos
Bioequivalence Experimental Study Designs: Completely Randomized and Randomized Block Designs
Causality in Epidemiology
Reduced Mass Coordinates: Isolated Two-body Problem
Group Design
Random Error
Random Variables
Uppercase letters such as X or Y denote a random variable. Lowercase letters like x or y denote the value of a random variable. If X is a random variable, then X is written in words, and x is given as a number.
For example, let X = the...

