Table 3.
Top 10 most prevalent combination of two and three chronic conditions among older adults in China
| Variables* | All |
Tumour-digestive disease cluster |
Metabolic-circulatory disease cluster |
Mental-psychological disease cluster |
Elderly-degenerative disease cluster |
|||||
|---|---|---|---|---|---|---|---|---|---|---|
|
|
β
|
OR (95% CI)
|
β
|
OR (95%CI)
|
β
|
OR (95%CI)
|
β
|
OR (95%CI)
|
β
|
OR (95%CI)
|
| Age |
0.02 |
1.02 (1.01, 1.03)† |
0.09 |
1.10 (0.92, 1.30) |
0.02 |
1.02 (1.00, 1.05) |
−0.03 |
0.97 (0.95, 0.99)‡ |
−0.02 |
0.99 (0.95, 1.02) |
| Gender (ref. female) |
−0.52 |
0.59 (0.51, 0.70)† |
−0.81 |
0.45 (0.03, 6.61) |
−0.15 |
0.87 (0.59, 1.27) |
−0.84 |
0.43 (0.31, 0.61)† |
−0.75 |
0.47 (0.25, 0.91)§ |
| BMI |
0.01 |
1.00 (0.99, 1.01) |
−0.24 |
0.78 (0.57, 1.08) |
0.05 |
1.05 (1.02, 1.08)† |
0.01 |
1.01 (1.00, 1.03) |
−0.07 |
0.93 (0.87, 1.00) |
| WHR |
−0.71 |
0.49 (0.23, 1.06) |
−3.44 |
0.03 (9.283E¶-7, 1100.29) |
−1.04 |
0.36 (0.06, 2.23) |
−0.84 |
0.43 (0.31, 0.61)† |
−2.87 |
0.06 (0.01, 1.48) |
| Cognitive impairment (ref. no) |
1.24 |
3.46 (2.26, 5.30)† |
−15.46 |
1.927E-7ǁ |
−0.90 |
0.41 (0.07, 2.46) |
1.73 |
5.66 (3.03, 10.57)† |
−0.37 |
0.69 (0.11, 4.50) |
| Smoking status (ref. no) |
0.36 |
1.44 (1.22, 1.69)† |
−1.70 |
0.18 (0.01, 3.65) |
0.05 |
1.05 (0.71, 1.55) |
−0.01 |
0.99 (0.69, 1.42) |
−0.35 |
0.70 (0.34, 1.45) |
| Drinking status (ref. no) |
−0.01 |
1.00 (0.86, 1.16) |
0.82 |
2.26 (0.27, 18.88) |
0.09 |
1.10 (0.76, 1.58) |
0.39 |
1.48 (1.08, 2.02) |
0.05 |
1.05 (0.58, 1.92) |
| Physical exercise (ref. no) |
−0.34 |
0.71 (0.58, 0.87)† |
5.02 |
151.56 (2.467E-13, 9.310E+16) |
−0.48 |
0.62 (0.38, 1.00) |
−0.67 |
0.51 (0.36, 0.74)† |
−0.25 |
0.78 (0.35, 1.72) |
| Plant-based food score |
−0.05 |
0.95 (0.94, 0.97)† |
0.21 |
1.23 (0.90, 1.68) |
0.11 |
1.11 (1.07, 1.15)† |
−0.09 |
0.92 (0.89, 0.94)† |
0.03 |
1.03 (0.97, 1.09) |
| Animal-based food score |
−0.03 |
0.97 (0.96, 0.99)† |
0.32 |
1.37 (0.92, 2.05) |
−0.08 |
0.92 (0.87, 0.98)‡ |
−0.03 |
0.97 (0.93, 1.01) |
0.13 |
1.14 (1.05, 1.23)† |
| Highly processed foods score |
0.01 |
1.01 (0.99, 1.04) |
0.08 |
1.08 (0.83, 1.40) |
−0.11 |
0.89 (0.85, 0.93)† |
0.08 |
1.09 (1.03, 1.15)‡ |
0.02 |
1.22 (1.10, 1.36)† |
| No. medications |
4.50 |
90.42 (75.37, 108.47)† |
6.98 |
1071.27 (112.38, 10 211.83)† |
7.82 |
2497.95 (1825.45, 3418.21)† |
0.76 |
2.14 (1.42, 3.22)† |
3.75 |
42.44 (28.98, 62.16)† |
| Nutritional supplement usage (ref. no) |
0.17 |
1.19 (0.97, 1.45) |
−18.72 |
7.440E-9 |
0.36 |
1.43 (0.91, 2.25) |
−0.53 |
0.59 (0.35, 1.00) |
0.59 |
1.81 (0.97, 3.36) |
| Residential status (ref. alone) |
−0.08 |
0.92 (0.76, 1.12) |
1.17 |
3.24 (0.08, 129.48) |
−0.04 |
0.96 (0.60, 1.53) |
−0.43 |
0.65 (0.46, 0.93)§ |
0.25 |
1.28 (0.59, 2.81) |
| Marital status (ref. never married) |
|
|
|
|
|
|
|
|
|
|
|
Currently married
|
−1.35 |
0.26 (0.15, 0.45)† |
12.02 |
166 440.00 (14 963.69, 1851 299.97)† |
0.50 |
1.65 (0.23, 11.94)† |
−0.14 |
0.87 (0.31, 2.43) |
−1.95 |
0.14 (0.02, 1.11) |
|
Divorced
|
−1.23 |
0.29 (0.17, 0.50)† |
12.29 |
216 345.97 |
0.34 |
1.40 (0.19, 10.17)† |
0.01 |
1.01 (0.36, 2.82) |
−1.31 |
0.27 (0.04, 2.08) |
| Public old age insurance (ref. no) |
−0.09 |
0.92 (0.81, 1.04) |
0.82 |
2.27 (0.26, 19.61) |
−0.25 |
0.78 (0.58, 1.06) |
−0.09 |
0.91 (0.71, 1.18) |
−0.36 |
0.70 (0.42, 1.17) |
| Education (ref. illiterate) |
|
|
|
|
|
|
|
|
|
|
|
Secondary education and above
|
−0.12 |
0.89 (0.73, 1.08) |
−0.25 |
0.78 (0.01, 46.53) |
0.46 |
1.59 (0.99, 2.56) |
−0.32 |
0.73 (0.48, 1.11) |
0.60 |
1.83 (0.84, 3.98) |
|
Primary education
|
−0.21 |
0.81 (0.70, 0.94)† |
−0.76 |
0.47 (0.04, 6.19) |
0.35 |
1.42 (0.98, 2.06) |
−0.28 |
0.75 (0.57, 0.99)§ |
0.44 |
1.55 (0.87, 2.78) |
| Residential area (ref. rural) |
|
|
|
|
|
|
|
|
|
|
|
City
|
0.11 |
1.12 (0.92, 1.36) |
−1.42 |
0.24 (0.01, 6.48) |
−0.26 |
0.77 (0.51, 1.17) |
−0.25 |
0.78 (0.48, 1.27) |
−0.53 |
0.59 (0.28, 1.23) |
| Town | 0.16 | 1.17 (1.03, 1.33)† | −0.80 | 0.45 (0.05, 4.34) | −0.10 | 0.90 (0.65, 1.25) | 0.03 | 1.03 (0.80, 1.34) | −0.52 | 0.60 (0.34, 1.04) |
BMI – body mass index, CI – confidence interval, OR – odds ratio, WHR – waist-to-hip ratio
*The healthy group is the reference group.
†P < 0.001
‡P < 0.01
§P < 0.05;
¶‘E’ stands for ‘exponent’ or ‘times 10 to the power of’.
ǁWhen a value is extremely small or large, SPSS defaults to using scientific notation and does not provide a confidence interval.