Estimating Burden of Mortality due to Excess Body Mass Index in the US Adult Population by Combining Evidence from a Mendelian Randomization Study and National Health Surveys
Kundu, P.; Burgess, S.; Chatterjee, N.
Show abstract
ImportanceAssessment of the burden of mortality due to excess body weight in a population and its subgroups is important for designing health policies for interventions. Mendelian randomization (MR) studies can provide an opportunity to correct for unmeasured confounding bias present in observational studies, but such evidence has not been used to assess population burden of mortality due to excess BMI. ObjectiveCombine results from a recent Mendelian randomization (MR) study and data from the National Health Surveys to estimate preventable fraction (PF) of 10-year all-cause and cause-specific mortality by different degrees of BMI reduction in the US adult population and underlying risk strata. DesignsWe use cross-sectional data on the distribution of BMI and other risk factors of mortality from the National Health and Nutritional Examination Surveys (NHANES) across two-time spans (1999-2006 and 2017-2018). We use linked data from National Death Index to characterize the observed risk of 10-year mortality associated with BMI and other risk factors based on the NHANES 1999-2006 cohort. We further import results from an external MR study on linear and non-linear effects of BMI and use novel methods to estimate preventable fraction (PF) for deaths under different counterfactual scenarios of BMI reduction in the NHANES population. SettingsPrimary analysis is restricted to the NHANES non-Hispanic white population (age range 40-69 years) due to the unavailability of MR studies in other groups, but projections are provided for the African American population under the assumption of homogeneity of causal effects. OutcomePreventable fraction for 10-year all-cause mortality and cause-specific mortality due to 50% and 100% reduction of excess BMI (BMI>25.6 kg/m2) for the US adult population in the age range of 40-69 years. ResultsNearly 33% and 43% of the NHANES 2017-2018 target population are overweight (25.6 kg/m2 [≤]BMI<30.7 kg/m2) and obese (BMI>30.7 kg/m2), respectively, according to WHO definitions. Estimates of relative risks for different BMI categories (relative to normal BMI) from the external MR study range from 1.05 (25.6 kg/m2 [≤] BMI < 27.8 kg/m2) to 5.95 (BMI> 42.4 kg/m2). We estimate PF for 10-year all-cause mortality due to 50% and 100% reduction of excess BMI for the population to be 24% (95% CI: 14 - 34) and 35% (95% CI: 22-48), respectively. The estimate of PF of death due to heart disease and cancer for this population reaches up to 48% (95% CI: 25[≤]71) and 18% (95% CI: -2-38), respectively. Partitioning of PF shows that 60% of all BMI-attributable deaths arise from only 12% of the population who are at the highest risk due to obesity and a combination of other risk factors. ConclusionsNearly one in three deaths in a contemporary US adult population can be attributed to overweight and obesity. A substantial fraction of these deaths are likely to be preventable through pragmatic and targeted BMI interventions.
Matching journals
The top 5 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Body mass index changes and their association with SARS-CoV-2 infection: a real-world analysis 95%
- Genetic and environmental effects on weight gain from young adulthood to old age and its association with body mass index at early young adulthood: an individual-based pooled analysis of 16 twin cohorts 93%
- Integrating Genetic and Transcriptomic Data to Identify Genes Underlying Obesity Risk Loci 92%
Similar papers in this journal
- Within-family studies for Mendelian randomization: avoiding dynastic, assortative mating, and population stratification biases 95%
- A novel Mendelian randomization method identifies causal relationships between gene expression and low-density lipoprotein cholesterol levels. 94%
- Evaluating transportability of in-vitro cellular models to in-vivo human phenotypes using gene perturbation data 93%
Similar papers in this journal
- Genetic evidence for causal relationships between age at natural menopause and the risk of aging-associated adverse health outcomes 93%
- Bias in two-sample Mendelian randomization when using heritable covariable-adjusted summary associations 92%
- Reweighting the UK Biobank to reflect its underlying sampling population substantially reduces pervasive selection bias due to volunteering 92%
Similar papers in this journal
- Mendelian randomisation for mediation analysis: current methods and challenges for implementation 94%
- The effect of long-term adherence to physical activity recommendations in midlife on plasma proteins associated with frailty in the Atherosclerosis Risk in Communities (ARIC) study 93%
- Circulating insulin-like growth factor-I and risk of 25 common conditions: outcome-wide analyses in the UK Biobank Study 92%
Similar papers in this journal
- A structural mean modelling Mendelian randomization approach to investigate the lifecourse effect of adiposity: applied and methodological considerations 92%
- Anticipating racial/ethnic mortality displacement from COVID-19 91%
- The US Midlife Mortality Crisis Continues: Excess Cause-Specific Mortality During 2020 91%
"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.