From: Proceedings of the 4th National Big Data Health Science Conference
Demographic characters | Global Z score for cognition at 10% quantile | Global Z score for cognition at 25% quantile | Global Z score for cognition at 50% quantile | Global Z score for cognition at 75% quantile | Global Z score for cognition at 90% quantile | ||
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β(P-value) | β(P-value) | β(P-value) | β(P-value) | β(P-value) | |||
Adjust for covariates | Peak-30 (MIMS/min) | 0.31 (0.003) | 0.23 (0.001) | 0.18 (<0.0001) | 0.11(0.01) | 0.10 (0.01) | |
Daily physical activity (MIMS/d) | -0.018 (0.90) | 0.16 (0.03) | 0.10 (0.07) | 0.09 (0.06) | 0.02 (0.70) | ||
Age groups | Peak-30 | 60-69 years old | 0.23 (0.02) | 0.17 (0.05) | 0.06 (0.38) | 0.06 (0.20) | 0.09 (0.10) |
Daily PA | 0.25 (0.04) | 0.14 (0.10) | 0.02 (0.78) | 0.04 (0.52) | 0.01(0.86) | ||
Peak-30 | 70-80 years old | 0.08 (0.80) | 0.23 (0.37) | 0.17 (0.39) | 0.03 (0.85) | -0.06 (0.56) | |
Daily PA | -0.18 (0.57) | -0.07 (0.78) | -0.02 (0.91) | 0.03 (0.79) | 0.02 (0.79) | ||
Peak-30 | ≥ 80 years old | 0.27 (0.80) | 0.27 (0.79) | 0.93 (0.25) | 0.91 (0.17) | 0.91 (0.17) | |
Daily PA | -0.21 (0.82) | -0.21 (0.80) | 0.58 (0.39) | 0.83 (0.19) | 0.83 (0.13) | ||
Racial groups | Peak-30 | Hispanics | 0.61 (0.001) | 0.52 (0.001) | 0.45 (0.0002) | 0.43 (0.001) | 0.43 (<0.0001) |
Daily PA | 0.09 (0.82) | 0.50 (0.19) | 0.35 (0.36) | 0.01 (0.97) | 0.28 (0.33) | ||
Peak-30 | Non-Hispanic White | 0.12 (0.47) | 0.25 (0.02) | 0.19 (0.01) | 0.09 (0.19) | 0.02 (0.7) | |
Daily PA | -0.08 (0.64) | 0.13 (0.14) | 0.07 (0.29) | 0.05 (0.36) | 0.01 (0.78) | ||
Peak-30 | Non-Hispanic Black | -0.08 (0.77) | -0.10 (0.69) | -0.14 (0.48) | -0.23 (0.15) | -0.28 (0.07) | |
Daily PA | 0.26 (0.43) | 0.05 (0.86) | -0.07 (0.71) | -0.02 (0.89) | 0.01 (0.93) | ||
Peak-30 | Non-Hispanic Asian | -0.23 (0.41) | -0.23 (0.42) | 0.04 (0.88) | 0.06 (0.80) | 0.06 (0.76) | |
Daily PA | 0.16 (0.52) | 0.16 (0.56) | 0.31 (0.25) | 0.26 (0.30) | 0.26 (0.28) | ||
Genders | Peak-30 | Male | 0.21 (0.11) | 0.13 (0.23) | 0.15 (0.08) | 0.06 (0.42) | 0.19 (0.01) |
Daily PA | 0.11 (0.55) | 0.18 (0.16) | 0.13 (0.21) | 0.05 (0.50) | 0.12 (0.06) | ||
Peak-30 | Female | 0.002 (0.99) | 0.20 (0.07) | 0.14 (0.02) | 0.06 (0.22) | 0.10 (0.02) | |
Daily PA | -0.02 (0.91) | 0.08 (0.45) | 0.07 (0.27) | 0.001 (0.98) | 0.06 (0.21) | ||
Education | Peak-30 | Less than 9th grade -9-11th grade | 0.80 (0.12) | 0.80 (0.03) | 0.46 (0.22) | 0.27 (0.53) | 0.27 (0.49) |
Daily PA | -1.07 (0.20) | -1.07 (0.23) | 0.17 (0.83) | 0.11 (0.88) | 0.11 (0.87) | ||
Peak-30 | High school | 0.19 (0.50) | -0.06 (0.77) | 0.06 (0.74) | -0.031 (0.82) | 0.003 (0.98) | |
Daily PA | -0.23 (0.24) | -0.30 (0.08) | 0.12 (0.41) | 0.08 (0.43) | 0.14 (0.17) | ||
Peak-30 | Some colleges and above | 0.45 (<0.0001) | 0.23 (0.001) | 0.19 (0.002) | 0.07 (0.16) | 0.08 (0.04) | |
Daily PA | 0.31 (0.02) | 0.22 (0.003) | 0.12 (0.06) | 0.08 (0.18) | 0.06 (0.31) | ||
Occupation | Peak-30 | Having occupation | 0.36 (0.045) | 0.09 (0.48) | 0.14 (0.047) | 0.08 (0.20) | 0.11 (0.07) |
Daily PA | 0.34 (0.049) | 0.26 (0.05) | 0.10 (0.19) | 0.07 (0.28) | 0.09 (0.20) | ||
Peak-30 | Not having occupation | 0.22 (0.03) | 0.18 (0.02) | 0.19 (0.001) | 0.12 (0.02) | 0.12 (0.003) | |
Daily PA | 0.002 (0.99) | 0.16 (0.04) | 0.13 (0.10) | 0.04 (0.58) | 0.03 (0.53) | ||
Smoking | Peak-30 | Smoking | 0.29 (0.05) | 0.21 (0.07) | 0.11 (0.17) | 0.09 (0.18) | 0.04 (0.54) |
Daily PA | 0.002 (0.99) | 0.18 (0.08) | 0.09 (0.20) | 0.08 (0.23) | 0.02 (0.74) | ||
Peak-30 | Non-smoking | 0.49 (<0.0001) | 0.22 (0.03) | 0.14 (0.06) | 0.11 (0.09) | 0.06 (0.28) | |
Daily PA | 0.25 (0.12) | 0.04 (0.74) | 0.09 (0.32) | -0.006 (0.94) | 0.02 (0.79) | ||
Alcohol | Peak-30 | Drinking | 0.22 (0.05) | 0.30 (0.001) | 0.19 (0.01) | 0.20 (0.01) | 0.16 (0.02) |
Daily PA | 0.60 (0.001) | 0.25 (0.05) | 0.10 (0.29) | 0.04 (0.65) | 0.09 (0.28) | ||
Peak-30 | Non-drinking | 0.19 (0.18) | 0.04 (0.66) | 0.15 (0.03) | 0.03 (0.50) | 0.04 (0.34) | |
Daily PA | -0.16 (0.27) | 0.02 (0.81) | 0.09 (0.17) | -0.02 (0.72) | -0.02 (0.67) | ||
Social participation | Peak-30 | Participation | 0.26 (0.002) | 0.25 (<0.0001) | 0.18 (<0.0001) | 0.10 (0.02) | 0.10 (0.03) |
Daily PA | 0.16 (0.18) | 0.21 (0.01) | 0.10 (0.08) | 0.09 (0.10) | 0.04 (0.47) | ||
Peak-30 | Non-participation | -0.42 (0.57) | -0.42 (0.56) | -0.26 (0.69) | -0.004 (1.00) | -0.004 (0.99) | |
Daily PA | -0.15 (0.77) | -0.15 (0.77) | 0.09 (0.88) | 0.03 (0.97) | 0.03 (0.97) | ||
Income | Peak-30 | Lower-income | -0.42 (0.58) | -0.34 (0.59) | -0.55 (0.42) | -0.79 (0.24) | -0.79 (0.26) |
Daily PA | 0.04 (0.92) | 0.29 (0.53) | -0.36 (0.45) | -0.42 (0.40) | -0.42 (0.44) | ||
Peak-30 | Medium income | -0.09 (0.54) | 0.04 (0.71) | 0.13 (0.13) | 0.14 (0.04) | 0.10 (0.08) | |
Daily PA | -0.18 (0.17) | 0.08 (0.43) | 0.02 (0.81) | 0.01 (0.87) | -0.04 (0.41) | ||
Peak-30 | High income | 0.43 (0.001) | 0.14 (0.19) | 0.21 (0.01) | 0.09 (0.07) | 0.02 (0.69) | |
Daily PA | 0.35 (0.049) | 0.20 (0.14) | 0.24 (0.01) | 0.15 (0.01) | 0.13 (0.10) | ||
Marriage | Peak-30 | Married or living with a partner | 0.36 (0.001) | 0.18 (0.04) | 0.16 (0.02) | 0.06 (0.30) | 0.04 (0.41) |
Daily PA | 0.26 (0.03) | 0.19 (0.02) | 0.18 (0.03) | 0.06 (0.38) | 0.03 (0.64) | ||
Peak-30 | Widowed | -0.03 (0.93) | 0.04 (0.91) | 0.21(0.49) | 0.02 (0.93) | -0.02 (0.95) | |
Daily PA | -0.05 (0.87) | -0.25 (0.39) | 0.12 (0.59) | 0.007 (0.97) | -0.007 (0.96) | ||
Peak-30 | Divorced or separated | -0.66 (0.08) | -0.17 (0.56) | 0.10 (0.60) | 0.14 (0.23) | 0.02 (0.84) | |
Daily PA | -0.38 (0.19) | -0.12 (0.57) | 0.08 (0.56) | 0.08 (0.39) | 0.07 (0.46) | ||
Peak-30 | Never married | -0.33 (0.56) | -0.33 (0.56) | -0.33 (0.53) | -0.15 (0.79) | -0.15 (0.79) | |
Daily PA | -0.28 (0.60) | -0.28 (0.58) | -0.27 (0.56) | -0.13 (0.81) | -0.13 (0.81) | ||
Bodyweight | Peak-30 | Normal weight | 0.36 (0.08) | 0.28 (0.03) | 0.25 (0.01) | 0.19 (0.02) | 0.14 (0.09) |
Daily PA | -0.38 (0.15) | 0.04 (0.87) | 0.18 (0.20) | 0.18 (0.05) | 0.08 (0.31) | ||
Peak-30 | Over-weight | 0.28 (0.29) | 0.01 (0.94) | 0.26 (0.02) | 0.23 (0.01) | 0.18 (0.07) | |
Daily PA | -0.01 (0.94) | -0.004 (0.97) | 0.15 (0.13) | 0.10 (0.25) | 0.05 (0.53) | ||
Peak-30 | Obese | 0.27 (0.02) | 0.05 (0.65) | 0.05 (0.62) | 0.02 (0.77) | -0.04 (0.56) | |
Daily PA | 0.13 (0.38) | 0.13 (0.23) | 0.06 (0.51) | 0.07 (0.39) | -0.02 (0.72) | ||
Diabetic status | Peak-30 | Having diabetes | 0.54 (0.02) | 0.25 (0.20) | 0.20 (0.11) | 0.22 (0.02) | 0.19 (0.04) |
Daily PA | -0.41 (0.22) | -0.16 (0.59) | 0.10 (0.59) | 0.17 (0.24) | -0.08 (0.54) | ||
Peak-30 | Not having diabetes | 0.15 (0.16) | 0.17 (0.04) | 0.13 (0.02) | 0.07 (0.11) | 0.02 (0.60) | |
Daily PA | 0.19 (0.15) | 0.07 (0.39) | 0.05 (0.43) | 0.04 (0.38) | 0.03 (0.58) | ||
Hypertension | Peak-30 | No hypertension | 0.40 (0.01) | 0.23 (0.04) | 0.10 (0.27) | 0.09 (0.24) | 0.06 (0.41) |
Daily PA | 0.12 (0.36) | 0.20 (0.08) | 0.14 (0.12) | 0.17 (0.04) | 0.07 (0.31) | ||
Peak-30 | Having hypertension | 0.36 (0.04) | 0.21 (0.14) | 0.20 (0.10) | 0.23 (0.03) | 0.12 (0.19) | |
Daily PA | -0.22 (0.16) | 0.13 (0.22) | 0.001 (0.98) | 0.05 (0.33) | 0.04 (0.39) | ||
Depression | Peak-30 | No Depression | 0.22 (0.03) | 0.19 (0.004) | 0.16 (<0.0001) | 0.13 (0.01) | 0.11 (0.02) |
Daily PA | -0.15 (0.36) | 0.10 (0.24) | 0.07 (0.30) | 0.09 (0.12) | -0.01 (0.79) | ||
Peak-30 | Depression | -0.0019 (0.99) | 0.15 (0.44) | 0.03 (0.88) | 0.09 (0.54) | 0.05 (0.64) | |
Daily PA | 0.32 (0.08) | 0.22 (0.20) | 0.08 (0.59) | 0.05 (0.62) | 0.07 (0.35) | ||
Sleep duration | Peak-30 | <=6 hours | 0.21 (0.15) | 0.04 (0.74) | 0.04 (0.69) | 0.05 (0.56) | -0.03 (0.45) |
Daily PA | 0.06 (0.71) | 0.07 (0.50) | 0.02 (0.74) | 0.003 (0.96) | -0.01 (0.85) | ||
Peak-30 | 6-9 hours | 0.37 (0.001) | 0.22 (0.0004) | 0.20 (<0.0001) | 0.16 (0.0002) | 0.13 (0.02) | |
Daily PA | 0.07 (0.67) | 0.17 (0.08) | 0.17 (0.03) | 0.17 (0.01) | 0.12 (0.06) | ||
Peak-30 | >9 hours | 0.77 (0.01) | 0.54 (0.06) | 0.55 (0.07) | 0.55 (0.06) | 0.49 (0.07) | |
Daily PA | 0.84 (0.045) | 0.39 (0.28) | 0.39 (0.33) | 0.37 (0.29) | 0.37 (0.31) | ||
Sleep disturbance | Peak-30 | Sleep disturbance | 0.21 (0.52) | 0.16 (0.40) | 0.07 (0.53) | 0.07 (0.39) | 0.03 (0.71) |
Daily PA | 0.03 (0.89) | 0.08 (0.61) | 0.07 (0.40) | -0.004 (0.94) | -0.12 (0.08) | ||
Peak-30 | No sleep disturbance | 0.13 (0.07) | 0.19 (0.002) | 0.17 (0.001) | 0.11 (0.01) | 0.14 (0.003) | |
Daily PA | 0.13 (0.35) | 0.15 (0.12) | 0.14 (0.06) | 0.11 (0.04) | 0.09 (0.12) |