From: Proceedings of the 4th National Big Data Health Science Conference
Demographic characters | Global Z score for cognition | Global Z score for cognition | The coefficient for the trend (P-value) | Global Z score for cognition | Global Z score for cognition | The coefficient for the trend (P-value) | |
---|---|---|---|---|---|---|---|
Increased LSMEANS1 (%) P-value2 | Increased LSMEANS (%) P-value | Increased LSMEANS (%) P-value | Increased LSMEANS (%) P-value | ||||
Peak-30 level 1 (ref)3 Vs Peak-30 level 2 | Peak-30 level 1 (ref)3 Vs Peak-30 level 3 | Peak-30 level 1 (ref)4 Vs Peak-30 level 2 | Peak-30 level 1 (ref)4 Vs Peak-30 level 3 | ||||
Adjust for all the demographic characters | 46.40 (0.03) | 47.99 (0.03) | 0.02(0.02) | 16.67 (0.35) | 23.36 (0.18) | 0.00001(0.11) | |
Age | 60-69 years old | 161.65 (0.25) | 145.31(0.36) | 0.01(0.28) | 138.13 (0.47) | 195.92 (0.31) | 0.0000075 (0.52) |
70-80 years old | 67.78 (0.004) | 75.66 (0.002) | 0.04(0.002) | 27.33 (0.18) | 15.90 (0.58) | 0.0000308 (0.11) | |
Above 80 years old | -11.53 (0.24) | 33.45 (0.004) | 0.006 (0.46) | -15.86 (0.22) | -58.68 (0.0005) | -0.0000065 (0.68) | |
Racial groups | Mexican American | 108.79 (0.11) | 111.66 (0.001) | <.0001 | 452.72 (0.003) | 286.13 (0.02) | 0.000057 (0.02) |
Other Hispanic | 36.87 (<0.0001) | 38.83 (0.0001) | <.0001 | 36.52 (<0.0001) | 40.48 (<0.0001) | 0.000053 (<0.0001) | |
Non-Hispanic White | 208.86 (0.02) | 198.68 (0.04) | 0.016 (0.06) | 108.00 (0.58) | 153.36 (0.42) | 0.000012 (0.21) | |
Non-Hispanic Black | 2.36 (0.002) | 11.85 (<0.0001) | 0.010 (0.001) | 10.90 (0.005) | 11.65 (<0.0001) | 0.0000088 (0.04) | |
Non-Hispanic Asian | 747.88 (<0.0001) | 202.57 (0.39) | 0.008 (0.74) | 1030.13 (0.03) | 644.46 (0.38) | 0.000039 (0.39) | |
Genders | Male | 39.72 (0.033) | 43.15 (0.10) | 0.02 (0.04) | 23.57 (0.22) | 9.52 (0.70) | 0.000015 (0.34) |
Female | 166.21 (0.22) | 123.89 (0.42) | 0.008(0.41) | 42.81 (0.80) | 144.47 (0.42) | 0.000011 (0.39) | |
Education | <9th grade | 20.22 (0.01) | 7.88 (0.50) | 0.028(<.0001) | -2.86 (0.80) | -2.78 (0.88) | 0.000099 (0.005) |
9-11th grade | 182.67 (<0.0001) | 328.52 (<.0001) | 0.08 (<.0001) | 40.55 (<0.0001) | 98.95 (<0.0001) | 0.000073 (<0.0001) | |
High school | 53.64 (0.08) | 50.22 (0.22) | 0.03(0.02) | 37.16 (0.50) | 75.99 (0.09) | 0.000047 (0.006) | |
Some college | 38.18 (0.61) | 48.73 (0.23) | 0.003(0.81) | 9.61 (0.89) | -25.92 (0.75) | 0.0000029 (0.88) | |
College or above | 54.72 (0.39) | 68.70 (0.29) | 0.01(0.24) | 38.91 (0.38) | 28.05 (0.64) | -0.0000016 (0.94) | |
Occupation | Having occupation | 88.20 (<0.0001) | 91.89 (<0.0001) | 0.02(0.04) | 59.79 (0.07) | 62.64 (0.06) | 0.000029 (0.07) |
Not having occupation | 29.38 (0.12) | 29.55 (0.26) | 0.014 (0.15) | -10.76 (0.63) | -17.27 (0.56) | 0.000012 (0.42) | |
Smoking status | Smoking | 49.32 (0.31) | 37.40 (0.09) | 0.02 (0.01) | 16.98 (0.30) | 32.97 (0.11) | 0.000012 (0.23) |
Non-smoking | 129.10 (0.07) | 75.72 (0.44) | 0.008 (0.49) | 18.52 (0.83) | 35.56 (0.75) | 0.000012 (0.50) | |
Alcohol drinking | Drinking | -10.05 (0.70) | 34.12 (0.36) | 0.02(0.20) | 7.40 (0.67) | 43.22 (0.13) | 0.000034 (0.04) |
Non-drinking | 63.50 (0.005) | 45.42 (0.07) | 0.02 (0.03) | 30.51 (0.17) | 12.48 (0.56) | 0.0000096 (0.36) | |
Social participation | No difficulty | 68.56 (0.03) | 84.28 (0.01) | 0.02(0.005) | 39.36 (0.30) | 59.07 (0.10) | 0.000021 (0.01) |
Some difficulty | 43.16 (0.001) | -28.27 (<.0001) | -0.004(0.08) | 7.74 (0.43) | 0.65 (0.93) | -0.000018 (0.82) | |
Income | Lower-income | 3.22 (0.86) | -16.64 (0.41) | -0.004 (0.74) | -3.19 (0.86) | 2.10 (0.92) | 0.0000028 (0.82) |
Medium income | 45.22 (<0.0001) | 82.15 (<.0001) | 0.04 (<.0001) | 18.60 (0.049) | 44.04 (0.001) | 0.000052 (<0.0001) | |
High income | 77.95 (0.0002) | 85.40 (0.0004) | 0.03 (0.002) | 59.88 (0.12) | 59.68 (0.12) | 0.000023 (0.20) | |
Marriage | Married | 31.65 (0.02) | 39.60 (0.008) | 0.02 (0.02) | 13.19 (0.45) | 17.98 (0.30) | 0.000024 (0.03) |
Widowed | 116.28 (0.43) | -108.63 (0.62) | 0.003 (0.79) | -58.22 (0.84) | 6.51 (0.99) | -0.000004 (0.84) | |
Divorced | 31.50 (0.15) | 22.66 (0.33) | 0.008 (0.19) | 33.81 (0.01) | 47.27 (0.03) | 0.000011 (0.32) | |
Body weight | Normal weight | 76.79 (0.046) | 107.12 (0.0004) | 0.04 (<0.0001) | 15.94 (0.69) | 36.71 (0.12) | 0.0000011 (0.20) |
Over-weight | 36.25 (0.26) | 29.70 (0.48) | 0.002 (0.87) | 19.53 (0.58) | 41.30 (0.21) | 0.000010 (0.56) | |
Obese | 54.17 (0.31) | -28.82 (0.65) | 0.002 (0.87) | 31.56 (0.65) | 23.52 (0.29) | 0.000001 (0.94) | |
Diabetes | Having diabetes | 90.94 (0.03) | 89.45 (0.07) | 0.01 (0.19) | 29.34 (0.62) | 10.62 (0.78) | 0.0000041 (0.67) |
Not having diabetes | 47.13 (0.23) | 55.03 (0.16) | 0.03 (0.007) | 85.16 (0.10) | 135.53 (0.04) | 0.000047 (0.02) | |
Hypertension | No hypertension | 85.77 (0.0002) | 89.38 (<0.0001) | 0.04 (0.0003) | 59.58 (0.03) | 73.42 (0.01) | 0.000038 (0.03) |
Having hypertension | -43.86 (0.42) | 14.63 (0.87) | -0.009 (0.49) | -132.60 (0.01) | -79.95 (0.53) | -0.000021 (0.31) | |
Depression | No Depression | 76.75 (0.04) | 99.59 (0.04) | 0.02 (0.01) | 21.61 (0.70) | 57.87 (0.33) | 0.000017 (0.12) |
Depression | 40.85 (0.06) | 13.90 (0.62) | 0.006 (0.53) | 7.34 (0.19) | -4.99 (0.54) | 0.0000058 (0.57) | |
Sleep duration | <=6 hours | 61.54 (0.01) | 61.05 (0.06) | 0.01 (0.28) | 54.62 (0.42) | 14.95 (0.69) | 0.0000026 (0.88) |
6-9 hours | 40.43 (1.12) | 44.81 (0.11) | 0.02 (0.03) | 17.92 (0.53) | 37.98 (0.22) | 0.000026 (0.04) | |
>9 hours | 24.73 (0.10) | 31.26 (0.17) | 0.0003 (0.42) | 72.37 (<0.0001) | -101.70 (0.020) | -0.000017 (0.047) | |
Sleep disturbance | Sleep disturbance | 57.18 (0.21) | -52.50 (0.35) | -0.006 (0.70) | 22.03 (0.55) | -20.56 (0.61) | -0.000014 (0.39) |
No sleep disturbance | 45.51 (0.04) | 73.08 (0.0004) | 0.02 (<0.0001) | 14.27 (0.51) | 41.02 (0.046) | 0.000030 (0.001) |