Introduction
Materials and methods
Study population
Definitions of muscle strength and mass
Muscle strength
Muscle mass
BMD measurement
Other covariates
Statistical analysis
Results
Baseline characteristics of the participants
Lumbar spine BMD (g/cm2) | Quartile 1 | Quartile 2 | Quartile 3 | Quartile 4 | P-value |
---|---|---|---|---|---|
0.499–0.877 g/cm2 | 0.878–0.990 g/cm2 | 0.991–1.123 g/cm2 | 1.124–1.809 g/cm2 | ||
Demographic | |||||
Age (years) | 63.96 ± 10.10 | 61.28 ± 9.09 | 59.84 ± 8.85 | 61.53 ± 9.70 | < 0.0001 |
Gender (%) | < 0.0001 | ||||
Male | 39.37 | 44.57 | 54.1 | 58.34 | |
Female | 60.63 | 55.43 | 45.9 | 41.66 | |
Race/ethnicity (%) | < 0.0001 | ||||
Non-Hispanic White | 76.60 | 82.12 | 81.62 | 82.17 | |
Non-Hispanic Black | 5.34 | 4.75 | 7.97 | 12.91 | |
Mexican American | 5.09 | 2.98 | 2.65 | 2.36 | |
Other race/ethnicity | 12.97 | 10.15 | 7.76 | 2.56 | |
Level of education (%) | 0.0003 | ||||
Under high school graduate | 54.86 | 50.59 | 43.03 | 41.86 | |
Some college or over | 44.98 | 49.41 | 56.97 | 58.08 | |
Missing | 0.16 | – | – | 0.06 | |
Annual family income (%) | < 0.0001 | ||||
$0–19,999 | 27.44 | 22.52 | 18.94 | 15.53 | |
Over $20,000 | 42.15 | 37.27 | 43.89 | 41.54 | |
Missing | 30.41 | 40.21 | 37.18 | 42.93 | |
Marital status (%) | < 0.0001 | ||||
Separated/divorced/widowed/never married | 33.07 | 27.44 | 22.21 | 23.80 | |
Married/living with partner | 59.70 | 66.97 | 72.00 | 73.05 | |
Missing/refused/don’t know | 7.23 | 5.59 | 5.79 | 3.15 | |
Health conditions and habits | |||||
Hypertension (%) | 0.0123 | ||||
Yes | 35.43 | 37.62 | 35.23 | 43.91 | |
No | 64.57 | 62.38 | 64.77 | 56.09 | |
Arthritis (%) | 0.0508 | ||||
Yes | 20.50 | 21.49 | 22.32 | 27.93 | |
No | 47.73 | 44.71 | 42.19 | 40.33 | |
Missing | 31.77 | 33.80 | 35.49 | 31.73 | |
Smoking behavior (%) | 0.0100 | ||||
Yes | 18.68 | 19.11 | 16.22 | 13.94 | |
No | 35.71 | 37.46 | 34.50 | 44.11 | |
Missing | 45.61 | 43.43 | 49.28 | 41.96 | |
Drinking (%) | < 0.0001 | ||||
Yes | 21.77 | 16.53 | 16.54 | 15.23 | |
No | 18.51 | 13.86 | 14.00 | 8.96 | |
Missing | 59.73 | 69.61 | 69.46 | 75.81 | |
Psychical activity | |||||
Moderate PA in past 30 days | 0.449 | ||||
Yes | 46.69 | 47.35 | 51.05 | 47.47 | |
No | 53.31 | 52.65 | 48.95 | 52.53 | |
Vigorous PA in past 30 days | 0.0006 | ||||
Yes | 20.57 | 25.88 | 28.89 | 31.76 | |
No | 79.43 | 74.12 | 71.11 | 68.24 | |
Strengthen PA in past 30 days | 0.0300 | ||||
Yes | 18.08 | 15.85 | 20.69 | 22.45 | |
No | 81.92 | 84.15 | 79.31 | 77.55 | |
Anthropometric and body composition | |||||
Weight (kg) | 70.24 ± 14.07 | 78.92 ± 17.24 | 82.39 ± 16.42 | 85.41 ± 18.41 | < 0.0001 |
Height (m) | 1.64 ± 0.10 | 1.67 ± 0.10 | 1.69 ± 0.10 | 1.71 ± 0.09 | < 0.0001 |
Body mass index (kg/m2) | 26.09 ± 4.57 | 28.07 ± 5.16 | 28.72 ± 5.32 | 29.27 ± 5.70 | < 0.0001 |
Appendicular skeletal muscle mass (kg) | 18.46 ± 4.92 | 20.52 ± 5.63 | 22.08 ± 5.47 | 22.92 ± 5.76 | < 0.0001 |
Appendicular skeletal muscle index (kg/m2) | 6.77 ± 1.26 | 7.22 ± 1.40 | 7.60 ± 1.35 | 7.77 ± 1.45 | < 0.0001 |
Strength | |||||
Peak force (kN) | 0.33 ± 0.12 | 0.36 ± 0.12 | 0.40 ± 0.13 | 0.40 ± 0.13 | < 0.0001 |
Time to peak force (seconds) | 1.17 ± 0.73 | 1.16 ± 0.75 | 1.10 ± 0.56 | 1.08 ± 0.63 | 0.0925 |
Peak force velocity (degree/second) | 53.70 ± 18.16 | 54.37 ± 17.22 | 55.24 ± 16.49 | 55.09 ± 16.72 | 0.4456 |
Dietary intake | |||||
Energy (kcal/day) | 1841.16 ± 923.64 | 1996.65 ± 905.51 | 2055.10 ± 919.63 | 2079.41 ± 919.68 | 0.0002 |
Carbohydrate (g/day) | 235.46 ± 113.39 | 247.85 ± 125.61 | 251.57 ± 114.79 | 248.21 ± 114.51 | 0.1414 |
Total fat (g/day) | 67.43 ± 47.36 | 76.03 ± 43.33 | 78.04 ± 45.77 | 79.25 ± 43.43 | 0.0001 |
Dietary fiber (g/day) | 16.17 ± 10.33 | 15.82 ± 10.11 | 16.69 ± 10.76 | 16.06 ± 9.54 | 0.5116 |
Caffeine (mg/day) | 199.22 ± 222.13 | 251.79 ± 310.44 | 193.66 ± 204.75 | 209.18 ± 206.38 | 0.0001 |
Biochemical parameters | |||||
Albumin (g/dL) | 4.33 ± 0.27 | 4.32 ± 0.28 | 4.31 ± 0.27 | 4.34 ± 0.31 | 0.4957 |
Total calcium (mg/dL) | 9.48 ± 0.40 | 9.46 ± 0.41 | 9.42 ± 0.39 | 9.43 ± 0.38 | 0.1123 |
Phosphorus (mg/dL) | 1.17 ± 0.17 | 1.13 ± 0.16 | 1.13 ± 0.16 | 1.13 ± 0.17 | < 0.0001 |
Potassium (mmol/L) | 4.13 ± 0.35 | 4.12 ± 0.35 | 4.13 ± 0.35 | 4.14 ± 0.36 | 0.6693 |
The relationship between BMD and PF and ASMI
Model 1 β (95% CI, P) | Model 2 β (95% CI, P) | Model 3 β (95% CI, P) | |
---|---|---|---|
Lumbar spine BMD (g/cm2) | |||
ASMI (kg/m2) | 0.033 (0.028, 0.038) < 0.00001 | 0.032 (0.025, 0.038) < 0.00001 | 0.029 (0.022, 0.036) < 0.00001 |
PF (kN) | 0.263 (0.207, 0.319) < 0.00001 | 0.199 (0.118, 0.280) < 0.00001 | 0.167 (0.084, 0.249) 0.00008 |
Total BMD (g/cm2) | |||
ASMI (kg/m2) | 0.044 (0.040, 0.047) < 0.00001 | 0.022 (0.018, 0.026) < 0.00001 | 0.019 (0.015, 0.023) < 0.00001 |
PF (kN) | 0.481 (0.445, 0.518) < 0.00001 | 0.187 (0.136, 0.237) < 0.00001 | 0.154 (0.104, 0.205) < 0.00001 |
Pelvis BMD (g/cm2) | |||
ASMI (kg/m2) | 0.067 (0.062, 0.072) < 0.00001 | 0.054 (0.048, 0.061) < 0.00001 | 0.050 (0.044, 0.057) < 0.00001 |
PF (kN) | 0.690 (0.635, 0.746) < 0.00001 | 0.413 (0.335, 0.490) < 0.00001 | 0.386 (0.308, 0.464) < 0.00001 |
Subgroup analyses stratified by gender and race/ethnicity
Model 1 β (95% CI, P) | Model 2 β (95% CI, P) | Model 3 β (95% CI, P) | |
---|---|---|---|
ASMI (kg/m2) (Quartile) | |||
Q1 | Reference | Reference | Reference |
Q2 | 0.052 (0.032, 0.072) < 0.00001 | 0.051 (0.031, 0.072) < 0.00001 | 0.048 (0.027, 0.068) < 0.00001 |
Q3 | 0.082 (0.062, 0.102) < 0.00001 | 0.076 (0.053, 0.099) < 0.00001 | 0.069 (0.046, 0.092) < 0.00001 |
Q4 | 0.121 (0.102, 0.141) < 0.00001 | 0.112 (0.087, 0.137) < 0.00001 | 0.100 (0.074, 0.126) < 0.00001 |
P for trend | < 0.0001 | < 0.0001 | < 0.0001 |
Peak force (kN) (Quartile) | |||
Q1 | Reference | Reference | Reference |
Q2 | 0.037 (0.015, 0.059) 0.00081 | 0.035 (0.013, 0.058) 0.00192 | 0.031 (0.009, 0.054) 0.00702 |
Q3 | 0.064 (0.043, 0.085) < 0.00001 | 0.055 (0.030, 0.079) < 0.00001 | 0.045 (0.021, 0.070) 0.00029 |
Q4 | 0.095 (0.074, 0.115) < 0.00001 | 0.074 (0.046, 0.102) < 0.00001 | 0.063 (0.034, 0.092) 0.00002 |
P for trend | < 0.0001 | < 0.0001 | < 0.0001 |
Lumbar spine bone mineral density | |||
Subgroup analysis stratified by gender | |||
ASMI | |||
Male | 0.032 (0.023, 0.041) < 0.00001 | 0.040 (0.031, 0.049) < 0.00001 | 0.040 (0.030, 0.050) < 0.00001 |
Female | 0.037 (0.028, 0.045) < 0.00001 | 0.029 (0.020, 0.038) < 0.00001 | 0.031 (0.021, 0.040) < 0.00001 |
Peak force (kN) | |||
Male | 0.051 (− 0.034, 0.136) 0.24027 | 0.228 (0.130, 0.327) < 0.00001 | 0.210 (0.107, 0.312) 0.00006 |
Female | 0.521 (0.403, 0.638) < 0.00001 | 0.315 (0.178, 0.452) < 0.00001 | 0.274 (0.135, 0.412) 0.00011 |
Subgroup analysis stratified by race | |||
ASMI | |||
Non-Hispanic White | 0.031 (0.025, 0.038) < 0.00001 | 0.035 (0.026, 0.044) < 0.00001 | 0.033 (0.024, 0.043) < 0.00001 |
Non-Hispanic Black | 0.039 (0.026, 0.052) < 0.00001 | 0.031 (0.016, 0.046) 0.00008 | 0.032 (0.017, 0.048) 0.00008 |
Mexican American | 0.030 (0.019, 0.042) < 0.00001 | 0.022 (0.006, 0.039) 0.00729 | 0.015 (− 0.001, 0.031) 0.07197 |
Other race/ethnicity | 0.029 (0.013, 0.045) 0.00068 | 0.021 (0.002, 0.039) 0.03289 | 0.017 (− 0.003, 0.037) 0.09786 |
Peak force (kN) | |||
Non-Hispanic White | 0.241 (0.169, 0.313) < 0.00001 | 0.212 (0.103, 0.320) 0.00013 | 0.163 (0.053, 0.273) 0.00378 |
Non-Hispanic Black | 0.355 (0.182, 0.528) 0.00007 | 0.179 (− 0.029, 0.387) 0.09178 | 0.128 (− 0.088, 0.343) 0.24604 |
Mexican American | 0.296 (0.167, 0.426) < 0.00001 | 0.158 (− 0.025, 0.342) 0.09206 | 0.104 (− 0.079, 0.287) 0.26537 |
Other race/ethnicity | 0.327 (0.146, 0.509) 0.00054 | 0.210 (− 0.034, 0.455) 0.09322 | 0.170 (− 0.088, 0.428) 0.19864 |
Pelvis bone mineral density | |||
Subgroup analysis stratified by gender | |||
ASMI | |||
Male | 0.082 (0.073, 0.091) < 0.00001 | 0.073 (0.064, 0.083) < 0.00001 | 0.070 (0.061, 0.080) < 0.00001 |
Female | 0.055 (0.046, 0.064) < 0.00001 | 0.039 (0.030, 0.047) < 0.00001 | 0.038 (0.030, 0.047) < 0.00001 |
Peak force (kN) | |||
Male | 0.539 (0.453, 0.625) < 0.00001 | 0.442 (0.341, 0.543) < 0.00001 | 0.403 (0.299, 0.507) < 0.00001 |
Female | 0.891 (0.778, 1.004) < 0.00001 | 0.446 (0.321, 0.571) < 0.00001 | 0.419 (0.292, 0.546) < 0.00001 |
Subgroup analysis stratified by race | |||
ASMI | |||
Non-Hispanic White | 0.068 (0.062, 0.075) < 0.00001 | 0.058 (0.050, 0.066) < 0.00001 | 0.055 (0.046, 0.063) < 0.00001 |
Non-Hispanic Black | 0.067 (0.055, 0.080) < 0.00001 | 0.057 (0.044, 0.071) < 0.00001 | 0.055 (0.041, 0.069) < 0.00001 |
Mexican American | 0.066 (0.054, 0.078) < 0.00001 | 0.059 (0.043, 0.074) < 0.00001 | 0.051 (0.035, 0.066) < 0.00001 |
Other race/ethnicity | 0.040 (0.021, 0.058) 0.00004 | 0.022 (0.003, 0.042) 0.02748 | 0.021 (0.000, 0.041) 0.05092 |
Peak force (kN) | |||
Non-Hispanic White | 0.696 (0.626, 0.767) < 0.00001 | 0.421 (0.318, 0.524) < 0.00001 | 0.387 (0.282, 0.492) < 0.00001 |
Non-Hispanic Black | 0.686 (0.516, 0.856) < 0.00001 | 0.412 (0.214, 0.610) 0.00006 | 0.352 (0.151, 0.553) 0.00069 |
Mexican American | 0.719 (0.588, 0.851) < 0.00001 | 0.474 (0.293, 0.656) < 0.00001 | 0.402 (0.225, 0.580) 0.00001 |
Other race/ethnicity | 0.568 (0.370, 0.767) < 0.00001 | 0.317 (0.063, 0.570) 0.01571 | 0.249 (− 0.014, 0.512) 0.06590 |
Total bone mineral density (g/cm2) | |||
Subgroup analysis stratified by gender | |||
ASMI | |||
Male | 0.032 (0.026, 0.037) < 0.00001 | 0.028 (0.023, 0.034) < 0.00001 | 0.027 (0.021, 0.032) < 0.00001 |
Female | 0.029 (0.023, 0.035) < 0.00001 | 0.018 (0.012, 0.024) < 0.00001 | 0.019 (0.013, 0.025) < 0.00001 |
Peak force (kN) | |||
Male | 0.232 (0.180, 0.284) < 0.00001 | 0.223 (0.162, 0.284) < 0.00001 | 0.194 (0.131, 0.256) < 0.00001 |
Female | 0.535 (0.457, 0.613) < 0.00001 | 0.218 (0.132, 0.303) < 0.00001 | 0.184 (0.098, 0.270) 0.00003 |
Subgroup analysis stratified by race | |||
ASMI | |||
Non-Hispanic White | 0.044 (0.039, 0.048) < 0.00001 | 0.022 (0.016, 0.028) < 0.00001 | 0.020 (0.014, 0.026) < 0.00001 |
Non-Hispanic Black | 0.043 (0.034, 0.052) < 0.00001 | 0.025 (0.016, 0.034) < 0.00001 | 0.026 (0.016, 0.035) < 0.00001 |
Mexican American | 0.044 (0.037, 0.051) < 0.00001 | 0.026 (0.016, 0.036) < 0.00001 | 0.021 (0.011, 0.031) 0.00008 |
Other race/ethnicity | 0.035 (0.024, 0.047) < 0.00001 | 0.017 (0.004, 0.029) 0.00917 | 0.014 (0.001, 0.028) 0.03134 |
Peak force (kN) | |||
Non-Hispanic White | 0.480 (0.433, 0.527) < 0.00001 | 0.194 (0.127, 0.261) < 0.00001 | 0.153 (0.086, 0.220) < 0.00001 |
Non-Hispanic Black | 0.456 (0.340, 0.571) < 0.00001 | 0.132 (0.006, 0.258) 0.04145 | 0.075 (− 0.057, 0.208) 0.26667 |
Mexican American | 0.496 (0.413, 0.579) < 0.00001 | 0.279 (0.165, 0.393) < 0.00001 | 0.223 (0.109, 0.337) 0.00014 |
Other race/ethnicity | 0.442 (0.313, 0.571) < 0.00001 | 0.172 (0.010, 0.334) 0.03914 | 0.161 (− 0.008, 0.330) 0.06422 |