Methods
Study population
Data were from the Health and Retirement Study (HRS), a nationally representative cohort that included community-dwelling Americans over the age of 50 years. The baseline survey was conducted in 1992, with every 2-year follow-ups including a wide range of socioeconomic and health information. When respondents were unable to complete the survey on their own, proxies were used. The HRS was supported by the National Institute on Aging (U01AG009740).21 22 All participants provided written informed consent and detailed information that can be found at https://hrs.isr.umich.edu/data-products/restricted-data/available-products/11516. In this secondary analysis study, we used the HRS 2010 as the baseline, with follow-ups until 2020. Longitudinal data on BMI were from the HRS 2004–2010.
The study flowchart is shown in figure 1. Of the 22 034 participants recruited in 2010, those who were aged <50 years or had missing data on sex, race, education, household income or marital status (n=1033); who had missing data on smoking history, drinking history, BMI or number of diseases (n=414); who had missing data on ACEs (n=4976); and who had prior all-cause dementia (n=329) were excluded, leaving 15 282 participants. Of these, those with missing data on BMI in 2004 (n=3790) were excluded in the BMI transition-stratified analysis, while those with missing data on BMI in 2006 or 2008 (n=55) were further excluded in the BMI trajectory-stratified analysis.
Figure 1Flowchart of study participation. ACEs, adverse childhood experiences; BMI, body mass index.
Definition of ACEs
The detailed definitions of ACEs are shown in online supplemental table 1. In the HRS, since 2006, the Psychosocial and Lifestyle Questionnaires (PLQ) was used to assess ACEs before the age of 18 years.23 The PLQ included these four items: (1) Did you have to do a year of school over again?; (2) Did either of your parents drink or use drugs so often that it caused problems in the family?; (3) Were you ever physically abused by either of your parents? and (4) Were you ever in trouble with the police? The first three were interviewed from 2006 to 2012, while the last question was asked from 2008 to 2012. According to previous research, we included two events regarding emotional neglect and economic adversity in childhood.24 All ACEs were then dichotomised and summed, with values ranging from 0 to 6. ACEs were categorised as 0, 1, and 2 or more.
Assessment of BMI, BMI transition and BMI trajectory
In this study, BMI in 2006, 2008 and 2010 was first obtained from measurements by health professionals, and missing values were imputed using self-reported BMI. BMI in 2004 was obtained from self-report only.25 Participants were then classified as normal weight, overweight and obesity according to a BMI of <25 kg/m2, 25≤BMI<30 kg/m2 and ≥30 kg/m2, respectively.26
BMI transition was identified using the BMI status in 2004 and 2010. Given the need to include adequate cases of dementia in each analytical group, we finally identified seven BMI transition patterns in this study: maintain obesity, maintain overweight, obesity to overweight, overweight to obesity, maintain normal weight, normal to abnormal weight (overweight or obesity) and abnormal to normal weight.
BMI trajectory was identified using the BMI in 2004 and 2010, as well as in 2006 or 2008. Group-based trajectory modelling was used to fit different BMI trajectories in participants with normal (<25 kg/m2) and abnormal (≥25 kg/m2) baseline BMI, respectively. Lower Bayesian information criteria, lower Akaike’s information criterion and higher entropy indicate better models. Finally, the three-class group was selected in both participants with normal and abnormal baseline BMI (online supplemental table 2 and figure 2). Given the shared clinical significance among the chosen BMI trajectory groups, four BMI trajectory patterns were finally identified: maintain obesity, maintain overweight, decline to normal weight and maintain normal weight.
Figure 2Body mass index (BMI) trajectory during 2004–2010 in participants with normal and abnormal BMI in 2010. In participants with abnormal weight in 2010, groups 1 and 2 refer to ‘maintain obesity’, while group 3 refers to ‘maintain overweight’. In participants with normal weight in 2010, group 4 refers to ‘decline to normal weight’, while groups 5 and 6 refer to ‘maintain normal weight’.
Definition of all-cause dementia, AD and other dementias
All-cause dementia and AD were diagnosed by physicians and were self-reported or proxy-reported biennially in the HRS from 2010 to 2020 through questionnaires. Those who reported all-cause dementia but not AD were defined as having other dementias.
Definition of cognitive function
The cognitive function in the HRS was measured using a modified version of the Telephone Interview of Cognitive Status, which included episodic memory, serial-7 number subtraction questions and counting backward tests.27 Episodic memory was determined by the sum of immediate and delayed word recalls using 10 random words. The serial-7 number subtraction questions referred to five serial subtractions of 7 from 100 (0–5). For the counting backward test, participants had to count backwards from 20 as fast as possible. Scoring was based on consecutive counts on the first attempt (2 points) and successful counts on the second attempt (1 point).
The total cognitive function score ranged from 0 to 27, with a higher score indicating better cognitive function. Subsequently, each 5-year age and educational attainment-stratified means and standard deviations (SDs) of cognitive scores in 2010 were calculated. Corresponding cognitive z scores were calculated as (cognitive scores−means)/SD.
Covariates
Information on age, sex, race, education, household income, marital status, smoking history, drinking history and number of chronic diseases was collected using structured questionnaires biennially. Race was classified as white/Caucasian and black or others. Education was categorised as high school or less and college or above. Household income was divided into tertiles. Marital status was defined as married and single. Smoking and drinking history were classified as ever and never. Chronic diseases included hypertension, diabetes mellitus, cancer, heart disease, stroke and psychological diseases, and were divided into 0, 1, and 2 or more.
Statistical analysis
The baseline characteristics of included participants were described as medians with interquartile ranges (IQRs) for continuous variables, and frequency and per cent (%) for categorical variables. To compare characteristics by the number of ACEs, differences in continuous and categorical variables were assessed by Kruskal-Wallis and χ2 tests.
To explore whether ACEs can result in long-term BMI changes, we examined ACEs’ associations with baseline BMI status, BMI transition and BMI trajectory using multinomial logistic regression. All models were adjusted for age, sex, race, education, household income, marital status, smoking history, drinking history and number of chronic diseases.
The longitudinal associations (hazard ratio (HR) and 95% confidence interval (CI)) of ACEs with new-onset all-cause dementia, AD and other dementias from 2010 to 2020 were investigated using the Cox proportional hazards models and floating absolute risk. The floating approach allows acceptable comparisons between any two exposure groups, decreasing undesired correlation between coefficients.28–30 Model 1 was adjusted for age, sex, residence, education, household income and marital status. Model 2 was further adjusted for smoking history, drinking history and the number of chronic diseases based on model 1. Model 3 was further adjusted for baseline BMI based on model 2. In a sensitivity analysis, we excluded cognitively abnormal participants (cognitive z scores of <−1.5) at baseline. The interaction analysis based on the multiplicative term of ACEs and BMI, as well as the baseline BMI (normal, overweight and obesity)-stratified analyses, were further conducted. Sex-stratified analyses were also performed to deal with sex differences.
The BMI transition-stratified and the BMI trajectory-stratified longitudinal associations of ACEs with new-onset all-cause dementia, AD and other dementias were also investigated using the Cox proportional hazards models and floating absolute risk. The stepwise adjustments were made as those used in the baseline BMI-stratified analyses. P values for the interaction between ACEs and the BMI transition/trajectory were measured using the multiplicative term of ACEs and BMI transition/trajectory.
This study was reported under Strengthening the Reporting of Observational Studies in Epidemiology guidelines.31 Analyses were performed using SAS (V.9.4, SAS Institute) and R statistical software V.4.2.3 (R Project for Statistical Computing). All analyses were two-sided, and p<0.05 or 95% CI that did not cross 1.00 was considered statistically significant.