The effect of physical activity on brain structure and cognitive function in the population-based cohort of LIFE-Adult Study
Figures
Graphical representation of two path analyses of the relationship between physical activity and (A) cognitive function and (B) Brain Age Gap Estimate (BrainAGE) at baseline, and physical capacity and cognitive function or BrainAGE at follow-up.
Age at baseline was used as covariate at both time points. No statistically significant effects of either PA at baseline on cognition at follow-up, nor of cognition at baseline on follow-up physical capacity can be observed. Model B shows a negative effect of structural brain ageing on physical capacity at follow-up, but no effect of PA at baseline on brain structural ageing pattern at follow-up. (Note: *p<0.05; **p<0.01; ***p<0.001.)
Flowchart of data selection for cross-sectional analyses (left) and longitudinal analyses (right).
Tables
Sample characteristics.
| Total baseline sample (n=2576) | Actigraphy subsample (n=227) | Longitudinal subsample 1 (n=342) | Longitudinal subsample 2 (n=253) | |
|---|---|---|---|---|
| Demographics | ||||
| Age [years] Mdn (Q1, Q3) | 64.47 (48.06, 70.60) | 65.93 (50.64, 71.32) | 63.57 (42.47, 69.86) | 62.88 (38.79, 69.21) |
| Sex (% women) | 1204 (47%) | 110 (48%) | 137 (40%) | 100 (39.5%) |
| Missing (%) | 4 (0.16%) | 0 (0%) | 0 (0%) | 0 (0%) |
| Physical activity | ||||
| Total PA [MET min/week] Mdn (Q1, Q3) | 4056 (2133, 6750) | 4074 (2430, 6510) | 4158.75 (2106, 6684) | 4293 (2106, 7038) |
| Missing (%) | 405 (15.7%) | 27 (11.9%) | 0 (0%) | 0 (0%) |
| MVPA [MET min/week] Mdn (Q1, Q3) | 2400 (960, 4800) | 2640 (1200, 4320) | 2640 (960, 5040) | 2880 (760, 5280) |
| Missing (%) | 405 (15.7%) | 27 (11.9%) | 0 (0%) | 0 (0%) |
| Lifestyle | ||||
| Smoking status (% smokers) | 1101 (43%) | 83 (37%) | 158 (46%) | 119 (47%) |
| Missing (%) | 105 (4.08%) | 5 (2.20%) | 2 (0.6%) | 2 (0.8%) |
| Alcohol consumption [g/day] Mdn (Q1, Q3) | 4.75 (1.12, 16.14) | 5.52 (1.15, 18.32) | 5.70 (1.19, 16.87) | 6.17 (1.41, 16.66) |
| Missing (%) | 173 (6.72%) | 13 (5.73%) | 15 (4.4%) | 12 (4.7%) |
| Socioeconomic status | ||||
| Low | 475 (18.4%) | 29 (12.8%) | 49 (14.3%) | 38 (15.0%) |
| Middle | 1530 (59.4%) | 144 (63.4%) | 207 (60.5%) | 149 (58.9%) |
| High | 548 (21.3%) | 52 (22.9%) | 85 (24.9%) | 65 (25.7%) |
| Missing (%) | 23 (0.89%) | 2 (0.9%) | 1 (0.29%) | 1 (0.40%) |
| Cognitive function | ||||
| TMT-A time [s] Mdn (Q1, Q3) | 34 (27, 44) | 33 (26, 43) | 33 (25, 44) | 32 (24, 42.25) |
| Missing | 18 (0.7%) | 1 (0.44%) | 0 (0%) | 1 (0.40%) |
| TMT-B time [s] Mdn (Q1, Q3) | 78 (59, 103) | 76 (58, 96) | 76 (59, 96.75) | 71.5 (56, 94) |
| Missing | 29 (1.13%) | 1 (0.44%) | 0 (0%) | 1 (0.40%) |
| MMSE Mdn (Q1, Q3) | 29 (28, 30) | 29 (28, 30) | 29 (28, 30) | 29 (28, 30) |
| Missing | 1085 (42.1%) | 88 (38.8%) | 125 (36.5%) | 101 (39.9%) |
| Brain structure | ||||
| Average hippocampal volume [ml] M (SD) Missing | 3.10 (0.25) 0 (0%) | 3.09 (0.24) 0 (0%) | 3.12 (0.22) 10 (2.9%) | 3.13 (0.22) 0 (0%) |
| BrainAGE M (SD) Missing | –1.31 (6.26) 0 (0%) | –1.63 (6.43) 0 (0%) | –1.29 (6.27) 10 (2.9%) | –1.52 (6.17) 0 (0%) |
Unadjusted and adjusted cross-sectional parameter estimates of self-reported total physical activity on brain structure and cognition.
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| Total PA self-report (MET hr/day) | Average hippocampal volume | 2576 –2 | –0.089 | 0.022 | −0.132, –0.045 | <0.00001 | <0.00001 | 2576–8 | –0.029† | 0.019 | −0.081, –0.002 | 0.120 | 0.137 |
| Total PA self-report (MET hr/day) | BrainAGE | 2572 –2 | 0.042 | 0.022 | –0.001, 0.084 | 0.055 | 0.088 | 2576–8 | 0.035‡ | 0.022 | –0.007, 0.078 | 0.105 | 0.137 |
| Total PA self-report (MET hr/day) | Processing speed (time score at TMT-A) | 2565–3 | 0.079 | 0.024 | 0.032, 0.127 | 0.001 | 0.003 | 2576–13 | 0.016§ | 0.021 | –0.025, 0.057 | 0.437 | 0.437 |
| Total PA self-report (MET hr/day) | Executive function (time score at TMT-B) | 2560–3 | 0.127 | 0.025 | 0.077, 0.177 | <0.00001 | <0.00001 | 2576–13 | 0.053§ | 0.023 | 0.008, 0.097 | 0.021 | 0.042 |
-
*
Number of subjects and missing data patterns.
-
†
Adjusted for linear and quadratic effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
-
‡
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
-
§
Adjusted for linear effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
Unadjusted and adjusted cross-sectional parameter estimates of accelerometer-derived average MET/day on brain structure.
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| Sensewear actigraphy-derived average METs/day | Average hippocampal volume | 227–1 | 0.123 | 0.064 | –0.002, 0.248 | 0.053 | 0.212 | 227–3 | –0.036† | 0.065 | –0.164, 0.092 | 0.582 | 0.582 |
| Sensewear actigraphy-derived average METs/day | BrainAGE | 227–1 | –0.068 | 0.065 | –0.196, 0.060 | 0.295 | 0.393 | 227–3 | –0.076 ‡ | 0.065 | –0.202, 0.051 | 0.242 | 0.393 |
-
*
Number of subjects and missing data patterns.
-
†
Adjusted for linear and quadratic effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
-
‡
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
Unadjusted and adjusted cross-sectional parameter estimates of self-reported moderate-to-vigorous physical activity (MVPA) on brain structure and cognition.
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| MVPA self-report (MET hr/day) | Average hippocampal volume | 2576–2 | –0.072 | 0.022 | −0.115, –0.028 | 0.001 | 0.004 | 2576–8 | –0.022† | 0.019 | −0.058, –0.015 | 0.245 | 0.280 |
| MVPA self-report (MET hr/day) | BrainAGE | 2572–2 | 0.044 | 0.022 | 0.001, 0.087 | 0.044 | 0.072 | 2576–8 | 0.038‡ | 0.022 | –0.005, 0.081 | 0.080 | 0.107 |
| MVPA self-report (MET hr/day) | Processing speed (time score at TMT-A) | 2565–3 | 0.058 | 0.025 | 0.009, 0.107 | 0.02 | 0.053 | 2576–13 | 0.011§ | 0.021 | –0.030, 0.052 | 0.598 | 0.598 |
| MVPA self-report (MET hr/day) | Executive function (time score at TMT-B) | 2560–3 | 0.101 | 0.025 | 0.051, 0.150 | <0.00001 | <0.00001 | 2576–13 | 0.045§ | 0.022 | 0.001, 0.089 | 0.045 | 0.072 |
-
*
Number of subjects and missing data patterns.
-
†
Adjusted for linear and quadratic effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
-
‡
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
-
§
Adjusted for linear effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
| Reagent type (species) or resource | Designation | Source or reference | Identifiers | Additional information |
|---|---|---|---|---|
| Software | SPM12 (r7771) | 10.1016/j.neuroimage.2005.02.018 | RRID:SCR_007037 | |
| Software | CAT12 (12.9) | Gaser et al., 2024 | RRID:SCR_019184 | |
| Software | laavan 0.6–19 | Rosseel, 2012 | RRID:SCR_027663 | |
| Software | DAGitty | Textor et al., 2017 | RRID:SCR_024509 |
Unadjusted and adjusted cross-sectional parameter estimates of self-reported total and moderate-to-vigorous physical activity (MVPA), as well as objectively measured physical activity on left hippocampal volume.
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| Total PA self-report (MET hr/day) | Left hippocampal volume | 2576 –2 | –0.083 | 0.022 | −0.127, –0.039 | <0.00001 | <0.00001 | 2576–8 | –0.026† | 0.019 | –0.063, 0.012 | 0.179 | 0.269 |
| MVPA self-report (MET hr/day) | Left hippocampal volume | 2576 –2 | –0.064 | 0.022 | –0.107, 0.021 | 0.004 | 0.012 | 2576–8 | –0.015† | 0.019 | –0.052, 0.021 | 0.407 | 0.487 |
| Sensewear actigraphy derived average METs/day | Left hippocampal volume | 227 –1 | 0.117 | 0.065 | –0.010, 0.244 | 0.071 | 0.142 | 227–3 | –0.046 † | 0.066 | –0.175, 0.083 | 0.487 | 0.487 |
-
*
Number of subjects – missing data patterns.
-
†
Adjusted for linear and quadratic effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
Unadjusted and adjusted cross-sectional parameter estimates of self-reported total physical activity on brain structure and cognition of adults aged 30–60 years.
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| Total PA self-report (MET hr/day) | Average hippocampal volume | 791–2 | –0.059 | 0.038 | –0.133, 0.014 | 0.115 | 0.284 | 705–1 | –0.061† | 0.038 | –0.135, 0.014 | 0.112 | 0.284 |
| Total PA self-report (MET hr/day) | BrainAGE | 791–2 | 0.014 | 0.036 | –0.057, 0.085 | 0.703 | 0.754 | 791–4 | 0.012‡ | 0.037 | –0.061, 0.084 | 0.754 | 0.754 |
| Total PA self-report (MET hr/day) | Processing speed (time score at TMT-A) | 790–3 | –0.020 | 0.042 | –0.103, 0.063 | 0.643 | 0.754 | 791–6 | –0.042§ | 0.039 | –0.119, 0.035 | 0.282 | 0.451 |
| Total PA self-report (MET hr/day) | Executive function (time score at TMT-B) | 789–3 | 0.088 | 0.038 | 0.013, 0.163 | 0.021 | 0.168 | 791–7 | 0.054§ | 0.037 | –0.018, 0.127 | 0.142 | 0.284 |
-
*
Number of subjects – missing data patterns.
-
†
Adjusted for linear and quadratic effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
-
‡
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
-
§
Adjusted for linear effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
Unadjusted and adjusted cross-sectional parameter estimates of self-reported moderate-to-vigorous physical activity (MVPA) on brain structure and cognition in a sample aged 30–60 years.
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| MVPA self-report (MET hr/day) | Average hippocampal volume | 791–2 | –0.032 | 0.037 | –0.105, 0.042 | 0.396 | 0.671 | 705–1 | –0.030† | 0.038 | –0.105, 0.044 | 0.429 | 0.671 |
| MVPA self-report (MET hr/day) | BrainAGE | 791–2 | 0.002 | 0.038 | –0.072, 0.075 | 0.968 | 0.996 | 791–4 | 0.000‡ | 0.038 | –0.074, 0.074 | 0.996 | 0.996 |
| MVPA self-report (MET hr/day) | Processing speed (time score at TMT-A) | 790–3 | –0.027 | 0.040 | –0.105, 0.051 | 0.503 | 0.671 | 791–6 | –0.033§ | 0.038 | –0.106, 0.041 | 0.386 | 0.671 |
| MVPA self-report (MET hr/day) | Executive function (time score at TMT-B) | 789–3 | 0.059 | 0.037 | –0.013, 0.131 | 0.108 | 0.671 | 791–7 | 0.044§ | 0.036 | –0.026, 0.115 | 0.219 | 0.671 |
-
*
Number of subjects – missing data patterns.
-
†
Adjusted for linear and quadratic effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
-
‡
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
-
§
Adjusted for linear effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
Unadjusted and adjusted cross-sectional parameter estimates of accelerometer-derived average MET/day on brain structure of adults aged 30–60 years (n=70).
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| Sensewear actigraphy-derived average METs/day | Average hippocampal volume | 70–1 | 0.064 | 0.115 | –0.162, 0.291 | 0.576 | 0.768 | 70–2 | 0.029† | 0.119 | –0.204, 0.261 | 0.808 | 0.808 |
| Sensewear actigraphy-derived average METs/day | BrainAGE | 70–1 | –0.324 | 0.101 | −0.523,–0.125 | 0.001 | 0.002 | 70–2 | 0.343‡ | 0.102 | −0.543, –0.143 | 0.001 | 0.002 |
-
*
Number of subjects – missing data patterns.
-
†
Adjusted for linear and quadratic effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
-
‡
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
Unadjusted and adjusted cross-sectional parameter estimates of self-reported total physical activity on brain structure and cognition of adults aged >60 years.
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| Total PA self-report (MET hr/day) | Average hippocampal volume | 1602–2 | –0.035 | 0.029 | –0.091, 0.021 | 0.222 | 0.254 | 1602–7 | –0.027‡ | 0.026 | –0.079, 0.025 | 0.305 | 0.305 |
| Total PA self-report (MET hr/day) | BrainAGE | 1602–2 | 0.068 | 0.029 | 0.011, 0.124 | 0.019 | 0.050 | 1602–7 | 0.065† | 0.029 | 0.008, 0.121 | 0.025 | 0.050 |
| Total PA self-report (MET hr/day) | Processing speed (time score at TMT-A) | 1596–3 | 0.045 | 0.030 | –0.015, 0.104 | 0.142 | 0.227 | 1602–12 | 0.038‡ | 0.029 | –0.020, 0.095 | 0.198 | 0.254 |
| Total PA self-report (MET hr/day) | Executive function (time score at TMT-B) | 1592–3 | 0.084 | 0.033 | 0.019, 0.149 | 0.012 | 0.048 | 1602–8 | 0.083§ | 0.033 | 0.018, 0.149 | 0.012 | 0.048 |
-
*
Number of subjects – missing data patterns.
-
†
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
-
‡
Adjusted for linear effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
-
§
Adjusted for tobacco exposure and alcohol consumption.
Unadjusted and adjusted cross-sectional parameter estimates of self-reported moderate-to-vigorous physical activity (MVPA) on brain structure and cognition of adults aged >60 years.
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| MVPA self-report (MET hr/day) | Average hippocampal volume | 1602–2 | –0.036 | 0.028 | –0.091, 0.019 | 0.199 | 0.318 | 1602–7 | –0.024‡ | 0.026 | –0.075, 0.028 | 0.366 | 0.418 |
| MVPA self-report (MET hr/day) | BrainAGE | 1602–2 | 0.076 | 0.029 | 0.019, 0.133 | 0.009 | 0.052 | 1602–7 | 0.072† | 0.029 | 0.015, 0.130 | 0.013 | 0.052 |
| MVPA self-report (MET hr/day) | Processing speed (time score at TMT-A) | 1596–3 | 0.033 | 0.032 | –0.029, 0.095 | 0.293 | 0.391 | 1602–12 | 0.024‡ | 0.030 | –0.035, 0.083 | 0.420 | 0.420 |
| MVPA self-report (MET hr/day) | Executive function (time score at TMT-B) | 1592–3 | 0.072 | 0.033 | 0.007, 0.137 | 0.029 | 0.077 | 1602–12 | 0.057† | 0.032 | –0.006, 0.119 | 0.076 | 0.152 |
-
*
Number of subjects – missing data patterns.
-
†
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
-
‡
Adjusted for linear effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
Unadjusted and adjusted cross-sectional parameter estimates of accelerometer-derived average MET/day on brain structure of older adults (age >60 years, n=151).
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| Sensewear actigraphy-derived average METs/day | Average hippocampal volume | 151–1 | –0.039 | 0.082 | –0.200, 0.123 | 0.638 | 0.954 | 137–1 | –0.052* | 0.081 | –0.212, 0.108 | 0.523 | 0.954 |
| Sensewear actigraphy-derived average METs/day | BrainAGE | 151–1 | 0.005 | 0.079 | –0.149, 0.158 | 0.954 | 0.954 | 151–3 | –0.006† | 0.076 | –0.155, 0.144 | 0.942 | 0.954 |
-
*
Adjusted for linear and quadratic effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
-
†
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
Unadjusted and adjusted cross-sectional parameter estimates of self-reported total physical activity on brain structure and cognition of men.
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| Total PA self-report (MET hr/day) | Average hippocampal volume | 1370–2 | –0.099 | 0.003 | −0.158, –0.040 | 0.001 | 0.004 | 1370–7 | –0.047† | 0.024 | –0.094, 0.000 | 0.049 | 0.082 |
| Total PA self-report (MET hr/day) | BrainAGE | 1370–2 | 0.056 | 0.029 | –0.002, 0.113 | 0.057 | 0.082 | 1370–7 | 0.054‡ | 0.030 | –0.003, 0.112 | 0.065 | 0.082 |
| Total PA self-report (MET hr/day) | Processing speed (time score at TMT-A) | 1363–3 | 0.061 | 0.034 | –0.005, 0.128 | 0.072 | 0.082 | 1370–12 | 0.003§ | 0.029 | –0.053, 0.060 | 0.914 | 0.914 |
| Total PA self-report (MET hr/day) | Executive function (time score at TMT-B) | 1360–3 | 0.125 | 0.034 | 0.059, 0.191 | <0.00001 | <0.00001 | 1370–12 | 0.055§ | 0.029 | –0.002, 0.113 | 0.059 | 0.082 |
-
*
Number of subjects – missing data patterns.
-
†
Adjusted for linear and quadratic effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
-
‡
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
-
§
Adjusted for linear effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
Unadjusted and adjusted cross-sectional parameter estimates of self-reported total physical activity on brain structure and cognition of women.
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| Total PA self-report (MET hr/day) | Average hippocampal volume | 1202–2 | –0.062 | 0.303 | –0.128, 0.003 | 0.061 | 0.163 | 1202–6 | –0.005† | 0.030 | –0.064, 0.054 | 0.865 | 0.865 |
| Total PA self-report (MET hr/day) | BrainAGE | 1202–2 | 0.027 | 0.032 | –0.036, 0.090 | 0.395 | 0.604 | 1202–6 | 0.018‡ | 0.032 | –0.045, 0.082 | 0.572 | 0.654 |
| Total PA self-report (MET hr/day) | Processing speed (time score at TMT-A) | 1202–3 | 0.092 | 0.034 | 0.026, 0.159 | 0.007 | 0.028 | 1202–8 | 0.022§ | 0.030 | –0.036, 0.080 | 0.453 | 0.604 |
| Total PA self-report (MET hr/day) | Executive function (time score at TMT-B) | 1200–3 | 0.116 | 0.039 | 0.039, 0.193 | 0.003 | 0.024 | 1202–9 | 0.027§ | 0.036 | –0.042, 0.097 | 0.442 | 0.604 |
-
*
Number of subjects – missing data patterns.
-
†
Adjusted for linear and quadratic effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
-
‡
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
-
§
Adjusted for linear effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
Unadjusted and adjusted cross-sectional parameter estimates of accelerometer-derived average MET/day on brain structure of men.
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| Sensewear actigraphy-derived average METs/day | Average hippocampal volume | 117–1 | 0.120 | 0.080 | –0.037, 0.277 | 0.134 | 0.536 | 117–2 | –0.072† | 0.080 | –0.228, 0.085 | 0.368 | 0.736 |
| Sensewear actigraphy-derived average METs/day | BrainAGE | 117–1 | 0.042 | 0.097 | –0.148, 0.232 | 0.667 | 0.760 | 117–2 | 0.030‡ | 0.098 | –0.162, 0.222 | 0.760 | 0.760 |
-
*
Number of subjects – missing data patterns.
-
†
Adjusted for linear and quadratic effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
-
‡
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
Unadjusted and adjusted cross-sectional parameter estimates of accelerometer-derived average MET/day on brain structure of women.
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| Sensewear actigraphy derived average METs/day | Average hippocampal volume | 110–1 | 0.171 | 0.099 | –0.022, 0.365 | 0.083 | 0.115 | 110–3 | 0.071† | 0.097 | –0.119, 0.262 | 0.462 | 0.462 |
| Sensewear actigraphy derived average METs/day | BrainAGE | 110–1 | –0.154 | 0.087 | –0.325, 0.017 | 0.078 | 0.115 | 110–3 | 0.148‡ | 0.086 | –0.316, 0.021 | 0.086 | 0.115 |
-
*
Number of subjects – missing data patterns.
-
†
Adjusted for linear and quadratic effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
-
‡
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
Unadjusted and adjusted cross-sectional parameter estimates of self-reported moderate-to-vigorous physical activity (MVPA) on brain structure and cognition in men.
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| MVPA self-report (MET hr/day) | Average hippocampal volume | 1370–2 | –0.072 | 0.030 | −0.131,–0.014 | 0.015 | 0.060 | 1370–7 | –0.033† | 0.024 | –0.079, 0.014 | 0.166 | 0.264 |
| MVPA self-report (MET hr/day) | BrainAGE | 1370–2 | 0.062 | 0.029 | 0.004, 0.120 | 0.035 | 0.088 | 1370–7 | 0.059‡ | 0.029 | 0.002, 0.117 | 0.044 | 0.088 |
| MVPA self-report (MET hr/day) | Processing speed (time score at TMT-A) | 1363–3 | 0.035 | 0.034 | –0.031, 0.101 | 0.297 | 0.339 | 1370–12 | –0.006§ | 0.028 | –0.060, 0.049 | 0.841 | 0.841 |
| MVPA self-report (MET hr/day) | Executive function (time score at TMT-B) | 1360–3 | 0.088 | 0.033 | 0.024, 0.153 | 0.007 | 0.056 | 1370–12 | 0.036§ | 0.028 | –0.019, 0.092 | 0.198 | 0.264 |
-
*
Number of subjects – missing data patterns.
-
†
Adjusted for linear and quadratic effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
-
‡
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
-
§
Adjusted for linear effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
Unadjusted and adjusted cross-sectional parameter estimates of self-reported moderate-to-vigorous physical activity (MVPA) on brain structure and cognition in women.
| Exposure | Outcome | Unadjusted | Adjusted | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | n* | Estimate | SE | 95% CI | p (uncor) | p (FDR) | ||
| MVPA self-report (MET hr/day) | Average hippocampal volume | 1202–2 | –0.052 | 0.033 | –0.116, 0.012 | 0.111 | 0.296 | 1202–6 | –0.005† | 0.029 | –0.063, 0.052 | 0.857 | 0.857 |
| MVPA self-report (MET hr/day) | BrainAGE | 1202–2 | 0.027 | 0.033 | –0.038, 0.091 | 0.216 | 0.432 | 1202–6 | 0.019‡ | 0.033 | –0.045, 0.083 | 0.559 | 0.646 |
| MVPA self-report (MET hr/day) | Processing speed (time score at TMT-A) | 1202–3 | 0.071 | 0.037 | –0.002, 0.144 | 0.056 | 0.224 | 1202–8 | 0.019§ | 0.032 | –0.045, 0.082 | 0.565 | 0.646 |
| MVPA self-report (MET hr/day) | Executive function (time score at TMT-B) | 1200–3 | 0.096 | 0.041 | 0.017, 0.176 | 0.017 | 0.136 | 1202–9 | 0.031§ | 0.037 | –0.041, 0.103 | 0.397 | 0.635 |
-
*
Number of subjects – missing data patterns.
-
†
Adjusted for linear and quadratic effect of age, tobacco exposure, alcohol consumption, socioeconomic status.
-
‡
Adjusted for tobacco exposure, alcohol consumption, socioeconomic status.
-
§
Adjusted for linear effect of age, tobacco exposure, alcohol consumption, socioeconomic status.