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. 2024 Jan 24;17(2):169–182. doi: 10.1159/000536318

Table 3.

Logistic regression analysis of factors associated with constipation (frequency-based) in an obese subgroup

Obesity (univariate) Non-obese Obesity (multivariate) Non-obese
odds ratio p value odds ratio p value odds ratio p value odds ratio p value
Gender
 Male 1 1 1 1
 Female 3.830 (2.547, 5.758) <0.001 3.437 (2.666, 4.431) <0.001 2.684 (1.379, 5.223) 0.004 2.133 (1.308, 3.476) 0.002
Age, years
 <45 1 1 1 1
 ≥45, <65 0.676 (0.470, 0.973) 0.034 0.677 (0.520, 0.880) 0.003 0.877 (0.453, 1.698) 0.696 0.504 (0.291, 0.873) 0.014
 ≥65 0.693 (0.450, 1.067) 0.095 0.586 (0.436, 0.788) <0.001 0.751 (0.328, 1.721) 0.498 0.314 (0.164, 0.603) <0.001
Ethnicity
 Non-Hispanic white 1 1 1 1
 Non-Hispanic black 1.648 (1.166, 2.330) 0.005 2.225 (1.717, 2.883) <0.001 1.031 (0.561, 1.898) 0.921 1.399 (0.807, 2.426) 0.231
 Mexican American 0.333 (0.171, 0.648) 0.001 0.795 (0.557, 1.133) 0.204 0.142 (0.033, 0.616) 0.009 0.792 (0.382, 1.639) 0.529
 Other 0.568 (0.291, 1.107) 0.097 0.922 (0.634, 1.341) 0.672 0.443 (0.163, 1.203) 0.110 0.702 (0.342, 1.442) 0.335
Education
 <12th grade 1 1 1 1
 ≥High school 0.593 (0.423, 0.833) 0.002 0.782 (0.625, 0.978) 0.031 0.824 (0.483, 1.406) 0.477 0.854 (0.554, 1.318) 0.477
Marital status
 Never married 1 1 1 1
 Widowed/divorced 0.516 (0.353, 0.755) <0.001 0.664 (0.511, 0.862) 0.002 0.818 (0.412, 1.623) 0.565 1.148 (0.652, 2.022) 0.633
 Separated 0.781 (0.512, 1.192) 0.252 0.969 (0.720, 1.302) 0.833 0.802 (0.380, 1.697) 0.564 1.368 (0.729, 2.567) 0.329
Income-poverty ratio
 <2 1 1 1 1
 ≥2 0.413 (0.290, 0.587) <0.001 0.565 (0.446, 0.715) <0.001 0.636 (0.362, 1.116) 0.114 0.646 (0.420, 0.995) 0.047
Physical activity
 <500 1 1 1 1
 ≥500 0.756 (0.537, 1.064) 0.108 0.801 (0.630, 1.019) 0.070 0.984 (0.594, 1.631) 0.951 0.792 (0.531, 1.181) 0.251
Drinking
 No 1 1 1 1
 Yes 0.546 (0.396, 0.754) <0.001 0.643 (0.508, 0.813) <0.001 0.808 (0.478, 1.368) 0.428 1.055 (0.674, 1.649) 0.815
Smoking
 Never 1 1 1 1
 Current 1.320 (0.905, 1.925) 0.149 1.150 (0.885, 1.494) 0.296 1.120 (0.607, 2.065) 0.716 1.079 (0.660, 1.764) 0.761
 Former 0.771 (0.506, 1.173) 0.223 0.746 (0.556, 1.000) 0.049 0.726 (0.387, 1.361) 0.317 0.734 (0.441, 1.220) 0.232
Hypertension
 No 1 1 1 1
 Yes 0.684 (0.494, 0.946) 0.021 1.006 (0.803, 1.261) 0.956 0.569 (0.324, 0.998) 0.049 1.537 (0.962, 2.458) 0.072
Depression
 No 1 1 1 1
 Yes 1.932 (1.270, 2.939) 0.002 2.658 (1.983, 3.563) <0.001 2.280 (1.240, 4.195) 0.008 1.666 (0.963, 2.882) 0.067
Diabetes
 No 1 1 1 1
 Yes 1.118 (0.762, 1.641) 0.566 0.899 (0.623, 1.297) 0.570 1.238 (0.695, 2.205) 0.468 0.774 (0.428, 1.402) 0.398
Asthma
 No 1 1 1 1
 Yes 1.569 (1.068, 2.305) 0.021 1.472 (1.096, 1.977) 0.010 1.626 (0.926, 2.858) 0.091 1.150 (0.673, 1.963) 0.608
COPD
 No 1 1 1 1
 Yes 1.432 (0.816, 2.512) 0.211 1.543 (0.997, 2.389) 0.051 0.546 (0.218, 1.367) 0.196 1.027 (0.506, 2.086) 0.940
Vitamin D deficiency
 No 1 1 1 1
 Yes 1.745 (1.248, 2.441) 0.001 1.514 (1.190, 1.926) <0.001 0.957 (0.556, 1.646) 0.873 0.821 (0.508, 1.328) 0.422
Milk
 Never/rarely 1 1 1 1
 Occasionally/often 0.643 (0.464, 0.893) 0.008 0.717 (0.570, 0.901) 0.004 0.473 (0.286, 0.782) 0.003 0.818 (0.539, 1.241) 0.343
Energy, kcal
 Low (0–1,596) 1 1 1 1
 Medium (1,596–2,257) 0.664 (0.450, 0.980) 0.039 0.778 (0.603, 1.004) 0.053 0.318 (0.118, 0.856) 0.023 1.482 (0.745, 2.946) 0.262
 High (>2,257) 0.681 (0.463, 1.003) 0.051 0.470 (0.351, 0.631) <0.001 0.458 (0.101, 2.067) 0.309 0.932 (0.278, 3.128) 0.909
Protein, g
 Low (0–61.3) 1 1 1 1
 Medium (61.3–88.4) 0.510 (0.346, 0.752) <0.001 0.663 (0.515, 0.854) 0.001 0.954 (0.453, 2.011) 0.901 0.602 (0.352, 1.030) 0.064
 High (>88.4) 0.470 (0.315, 0.699) <0.001 0.373 (0.276, 0.505) <0.001 1.389 (0.485, 3.977) 0.539 0.787 (0.348, 1.777) 0.564
Carbohydrate, g
 Low (0–195) 1 1 1 1
 Medium (195–277.5) 1.256 (0.859, 1.838) 0.239 0.883 (0.685, 1.139) 0.339 2.593 (1.030, 6.531) 0.043 1.300 (0.692, 2.443) 0.414
 High (>277.5) 0.994 (0.661, 1.494) 0.976 0.502 (0.374, 0.674) <0.001 2.408 (0.574, 10.106) 0.229 1.037 (0.376, 2.861) 0.943
Total sugars, g
 Low (0–78.4) 1 1 1 1
 Medium (78.4–126.9) 0.802 (0.528, 1.217) 0.299 0.905 (0.689, 1.188) 0.471 0.489 (0.227, 1.058) 0.069 0.968 (0.571, 1.642) 0.905
 High (>126.9) 1.350 (0.930, 1.960) 0.113 0.867 (0.659, 1.139) 0.304 1.175 (0.451, 3.063) 0.741 0.986 (0.476, 2.046) 0.970
Dietary fiber, g
 Low (0–11.7) 1 1 1 1
 Medium (11.7–18.2) 0.918 (0.647, 1.302) 0.631 0.519 (0.400, 0.672) <0.001 0.898 (0.486, 1.661) 0.732 0.657 (0.404, 1.068) 0.089
 High (>18.2) 0.386 (0.239, 0.621) <0.001 0.288 (0.212, 0.390) <0.001 0.689 (0.287, 1.654) 0.404 0.615 (0.328, 1.150) 0.127
Total fat, g
 Low (0–55.6) 1 1 1 1
 Medium (55.6–85.5) 0.802 (0.549, 1.171) 0.252 0.951 (0.736, 1.228) 0.698 1.815 (0.874, 3.770) 0.109 1.184 (0.681, 2.058) 0.550
 High (>85.5) 0.620 (0.417, 0.923) 0.018 0.613 (0.459, 0.820) <0.001 2.158 (0.707, 6.590) 0.176 1.475 (0.651, 3.345) 0.351
Cholesterol, mg
 Low (0–176.5) 1 1 1 1
 Medium (176.5–317.5) 0.607 (0.414, 0.892) 0.011 0.749 (0.577, 0.972) 0.029 0.596 (0.307, 1.160) 0.127 0.971 (0.600, 1.573) 0.904
 High (>317.5) 0.531 (0.358, 0.787) 0.001 0.593 (0.447, 0.785) <0.001 0.510 (0.220, 1.183) 0.116 0.762 (0.398, 1.458) 0.411
Moisture, g
 Low (0–2,101.7) 1 1 1 1
 Medium (2,101.7–3,042.7) 0.501 (0.342, 0.735) <0.001 0.529 (0.409, 0.685) <0.001 0.534 (0.285, 0.999) 0.049 0.669 (0.423, 1.058) 0.085
 High (>3,042.7) 0.413 (0.276, 0.617) <0.001 0.302 (0.220, 0.413) <0.001 0.591 (0.297, 1.173) 0.132 0.296 (0.152, 0.579) <0.001
Polypharmacy
 No 1 1 1 1
 Yes 1.609 (1.094, 2.366) 0.015 1.404 (1.008, 1.955) 0.044 1.939 (1.115, 3.373) 0.019 1.579 (0.976, 2.554) 0.062
Hypertension drugs
 No 1 1 1 1
 Yes 0.865 (0.591, 1.266) 0.454 0.839 (0.615, 1.144) 0.266 0.721 (0.339, 1.535) 0.396 0.632 (0.364, 1.098) 0.103

Adjusted for gender, age, ethnicity, education, marital status, Income-poverty ratio, physical activity, drinking, smoking, hypertension, depression, diabetes, asthma, COPD, vitamin D deficiency, milk, energy, protein, carbohydrate, total sugars, dietary fiber, total fat, cholesterol, moisture, and polypharmacy.

Significant values are shown in bold (p < 0.05).