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| Psychiatry Investig > Volume 23(5); 2026 > Article |
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Availability of Data and Material
The datasets analyzed during the current study are not directly publicly accessible because access to the Korea National Health and Nutrition Examination Survey (KNHANES) raw data requires registration and approval. The data are available from the KNHANES repository after completion of the required access procedures, and further information is available from the corresponding author upon reasonable request.
Conflicts of Interest
Hyun Kook Lim, the Editor-in-Chief, and Yoo Hyun Um, a contributing editor of the Psychiatry Investigation, were not involved in the editorial evaluation or decision to publish this article. All remaining authors have declared no conflicts of interest.
Author Contributions
Conceptualization: Suhyung Kim, Yoo Hyun Um. Data curation: Kyungdo Han, Seung-Hyun Ko. Formal analysis: Suhyung Kim, Kyungdo Han, Yoo Hyun Um. Investigation: Suhyung Kim, Yoo Hyun Um. Methodology: Suhyung Kim, Yoo Hyun Um. Project administration: Yoo Hyun Um. Supervision: Young-Chan Kim, Tae-Won Kim, Seung-Chul Hong, Ho Jun Seo, Jong-Hyun Jeong, Hyun Kook Lim, Seung-Hyun Ko, Yoo Hyun Um. Visualization: Suhyung Kim, Kyungdo Han. Writing—original draft: Suhyung Kim. Writing—review & editing: Young-Chan Kim, Tae-Won Kim, Seung-Chul Hong, Ho Jun Seo, Jong-Hyun Jeong, Hyun Kook Lim, Seung-Hyun Ko, Yoo Hyun Um.
Funding Statement
None
Acknowledgments
None
| Characteristics | Total (N=4,106) |
LE8 score |
p | ||
|---|---|---|---|---|---|
| Low (<50) (N=667) | Moderate (50-79) (N=2,986) | High (≥80) (N=453) | |||
| Age groups | <0.001 | ||||
| <40 yr | 945 (33.84) | 89 (21.01) | 660 (33.89) | 196 (51.60) | |
| 40-64 yr | 1,469 (39.28) | 280 (49.68) | 1,013 (37.11) | 176 (37.47) | |
| ≥65 yr | 1,692 (26.88) | 298 (29.31) | 1,313 (29.00) | 81 (10.93) | |
| Sex, male | 1,762 (50.05) | 422 (71.04) | 1,228 (48.42) | 112 (30.18) | <0.001 |
| Education level (above Bachelor’s degree) | 1,567 (45.05) | 180 (34.69) | 1,122 (44.59) | 265 (62.31) | <0.001 |
| Living with spouse | 2,701 (62.70) | 429 (63.12) | 1,996 (63.80) | 276 (55.68) | 0.027 |
| Living alone | 685 (13.56) | 130 (15.36) | 501 (13.54) | 54 (11.16) | 0.264 |
| Household income* | <0.001 | ||||
| Low | 797 (13.41) | 159 (15.79) | 601 (13.80) | 37 (7.74) | |
| Middle | 2,089 (52.63) | 355 (55.76) | 1,510 (52.50) | 224 (49.03) | |
| High | 1,206 (33.96) | 152 (28.45) | 862 (33.70) | 192 (43.23) | |
| BMI level | <0.001 | ||||
| <18.5 kg/m2 | 174 (4.54) | 4 (0.39) | 128 (4.58) | 42 (10.18) | |
| 18.5-22.9 kg/m2 | 1,470 (35.77) | 58 (7.66) | 1,089 (36.53) | 323 (70.92) | |
| 23.0-24.9 kg/m2 | 974 (22.14) | 114 (15.21) | 786 (24.92) | 74 (15.52) | |
| 25.0-29.9 kg/m2 | 1,222 (30.59) | 365 (55.63) | 845 (29.39) | 12 (2.42) | |
| ≥30.0 kg/m2 | 266 (6.95) | 126 (21.11) | 138 (4.59) | 2 (0.96) | |
| Smoking | <0.001 | ||||
| Non | 2,646 (60.66) | 222 (29.53) | 2,020 (63.22) | 404 (89.37) | |
| Former | 866 (21.80) | 172 (26.04) | 650 (22.88) | 44 (9.41) | |
| Current | 594 (17.55) | 273 (44.43) | 316 (13.90) | 5 (1.22) | |
| E-cigarettes | 160 (6.17) | 52 (10.43) | 105 (6.07) | 3 (0.72) | <0.001 |
| Secondhand smoking | 130 (3.97) | 31 (4.74) | 93 (4.16) | 6 (1.80) | 0.072 |
| Drinking | <0.001 | ||||
| Non | 1,362 (27.01) | 191 (23.64) | 1,048 (28.22) | 123 (24.66) | |
| Mild | 2,450 (64.29) | 371 (59.12) | 1,756 (63.99) | 323 (73.38) | |
| Heavy | 294 (8.69) | 105 (17.24) | 182 (7.80) | 7 (1.96) | |
| Diabetes | 678 (13.18) | 239 (30.97) | 434 (11.02) | 5 (0.90) | <0.001 |
| Hypertension | 1,386 (27.07) | 388 (52.88) | 972 (24.86) | 26 (3.78) | <0.001 |
| Anti-hypertensive agents | 1,044 (18.78) | 273 (33.11) | 749 (18.00) | 22 (3.20) | <0.001 |
| Hypercholesterolemia | 1,172 (24.65) | 270 (38.20) | 854 (24.21) | 48 (8.11) | <0.001 |
| Lipid-lowering agents | 799 (14.67) | 158 (18.75) | 607 (15.37) | 34 (4.84) | <0.001 |
| Age (yr) | 53.51±0.26 | 51.34±0.76 | 48.61±0.51 | 40.46±0.78 | <0.001 |
| Height (cm) | 163.23±0.15 | 167.61±0.49 | 164.89±0.24 | 164.72±0.48 | <0.001 |
| Weight (kg) | 64.51±0.20 | 76.94±0.68 | 65.27±0.30 | 57.85±0.54 | <0.001 |
| BMI (kg/m2) | 24.10±0.06 | 27.31±0.18 | 23.88±0.08 | 21.26±0.14 | <0.001 |
| SBP (mm Hg) | 120.03±0.26 | 129.59±0.75 | 118.08±0.33 | 107.18±0.53 | <0.001 |
| DBP (mm Hg) | 73.82±0.15 | 81.34±0.54 | 73.59±0.24 | 67.78±0.34 | <0.001 |
| Fasting glucose (mg/dL) | 102.45±0.35 | 115.94±1.43 | 99.38±0.41 | 90.78±0.36 | <0.001 |
| HbA1c (%) | 5.84±0.01 | 6.26±0.05 | 5.70±0.02 | 5.38±0.01 | <0.001 |
| Total cholesterol (mg/dL) | 188.81±0.61 | 204.78±1.78 | 190.05±0.93 | 181.21±1.58 | <0.001 |
| HDL-C (mg/dL) | 52.30±0.20 | 45.85±0.46 | 52.71±0.30 | 58.40±0.65 | <0.001 |
| LDL-C (mg/dL) | 113.17±0.54 | 124.21±1.50 | 115.00±0.83 | 107.16±1.43 | <0.001 |
| Non HDL-C (mg/dL) | 136.51±0.59 | 158.93±1.68 | 137.34±0.88 | 122.81±1.53 | <0.001 |
| Total CVH score | Unweighted N | Weighted% (95% Cl) |
OR (95% CI) |
|||
|---|---|---|---|---|---|---|
| Model 1* | Model 2† | Model 3‡ | Model 4§ | |||
| Perceived stress | ||||||
| Low | 182 | 28.85 (24.91-32.78) | Reference | Reference | Reference | Reference |
| Middle | 716 | 24.85 (22.84-26.87) | 0.817 (0.656, 1.017) | 0.713 (0.568, 0.894) | 0.746 (0.585, 0.951) | 0.748 (0.587, 0.953) |
| High | 114 | 26.78 (22.11-31.44) | 0.904 (0.667, 1.225) | 0.637 (0.467, 0.869) | 0.683 (0.491, 0.952) | 0.685 (0.491, 0.956) |
| p-value | 0.176 | 0.006 | 0.038 | 0.041 | ||
| Experience of depressive mood | ||||||
| Low | 79 | 11.02 (7.82-14.22) | Reference | Reference | Reference | Reference |
| Middle | 349 | 10.83 (9.28-12.37) | 0.982 (0.684, 1.410) | 0.872 (0.605, 1.256) | 0.894 (0.617, 1.295) | 0.895 (0.613, 1.307) |
| High | 42 | 9.11 (6.64-11.58) | 0.809 (0.543, 1.205) | 0.640 (0.426, 0.963) | 0.688 (0.451, 1.051) | 0.664 (0.428, 1.029) |
| p-value | 0.443 | 0.075 | 0.180 | 0.137 | ||
| Suicidal ideation | ||||||
| Low | 46 | 5.98 (3.88-8.08) | Reference | Reference | Reference | Reference |
| Middle | 116 | 3.65 (2.80-4.51) | 0.595 (0.381, 0.929) | 0.481 (0.305, 0.759) | 0.523 (0.331, 0.827) | 0.517 (0.329, 0.813) |
| High | 7 | 1.75 (0.41-3.09) | 0.280 (0.119, 0.657) | 0.178 (0.071, 0.449) | 0.220 (0.088, 0.550) | 0.199 (0.078, 0.507) |
| p-value | 0.008 | 0.001 | 0.002 | 0.001 | ||
| Suicidal planning | ||||||
| Low | 15 | 2.04 (0.69-3.38) | Reference | Reference | Reference | Reference |
| Middle | 36 | 1.05 (0.66-1.45) | 0.512 (0.232, 1.131) | 0.457 (0.195, 1.073) | 0.529 (0.237, 1.183) | 0.553 (0.244, 1.254) |
| High | 2 | 0.53 (0.00-1.36) | 0.255 (0.043, 1.511) | 0.199 (0.030, 1.334) | 0.270 (0.044, 1.657) | 0.270 (0.042, 1.730) |
| p-value | 0.184 | 0.143 | 0.229 | 0.275 | ||
| Suicidal attempts | ||||||
| Low | 5 | 0.57 (0.00-1.25) | Reference | Reference | Reference | Reference |
| Middle | 13 | 0.42 (0.18-0.67) | 0.749 (0.193, 2.901) | 0.443 (0.135, 1.452) | 0.515 (0.133, 1.991) | 0.503 (0.142, 1.782) |
| High | 1 | 0.28 (0.00-0.84) | 0.498 (0.048, 5.115) | 0.184 (0.020, 1.647) | 0.240 (0.024, 2.443) | 0.230 (0.027, 1.970) |
| p-value | 0.830 | 0.223 | 0.431 | 0.337 | ||
| Mental health service utilization | ||||||
| Low | 26 | 4.30 (2.41-6.20) | Reference | Reference | Reference | Reference |
| Middle | 103 | 3.59 (2.77-4.40) | 0.827 (0.510, 1.342) | 0.688 (0.416, 1.138) | 0.717 (0.425, 1.210) | 0.725 (0.430, 1.222) |
| High | 23 | 5.41 (3.01-7.81) | 1.272 (0.663, 2.444) | 0.847 (0.412, 1.738) | 0.908 (0.438, 1.882) | 0.874 (0.418, 1.828) |
| p-value | 0.274 | 0.300 | 0.375 | 0.428 | ||
| Health behavior score* | Weighted% (95% Cl) | OR (95% CI) | Health factors score† | Weighted% (95% Cl) | OR (95% CI) |
|---|---|---|---|---|---|
| Perceived stress | |||||
| Low | 31.15 (28.29-34.00) | Reference | Low | 25.79 (21.53-30.06) | Reference |
| Middle | 23.68 (21.60-25.75) | 0.681 (0.575, 0.806) | Middle | 23.81 (21.58-26.04) | 0.880 (0.673, 1.152) |
| High | 20.36 (15.84-24.88) | 0.553 (0.410, 0.746) | High | 28.54 (25.68-31.40) | 0.840 (0.620, 1.137) |
| p-value | <0.001 | p-value | 0.523 | ||
| Experience of depressive mood | |||||
| Low | 12.04 (9.98-14.10) | Reference | Low | 9.81 (6.51-13.12) | Reference |
| Middle | 10.24 (8.61-11.87) | 0.760 (0.584, 0.990) | Middle | 10.59 (8.80-12.38) | 1.141 (0.755, 1.726) |
| High | 8.63 (5.78-11.47) | 0.660 (0.437, 0.997) | High | 11.07 (9.20-12.95) | 1.037 (0.666, 1.614) |
| p-value | 0.052 | p-value | 0.716 | ||
| Suicidal ideation | |||||
| Low | 5.25 (3.82-6.68) | Reference | Low | 4.54 (2.42-6.66) | Reference |
| Middle | 3.42 (2.46-4.38) | 0.607 (0.392, 0.940) | Middle | 3.93 (2.86-4.99) | 0.911 (0.523, 1.587) |
| High | 1.58 (0.35-2.82) | 0.287 (0.118, 0.696) | High | 3.38 (2.26-4.49) | 0.546 (0.282, 1.058) |
| p-value | 0.008 | p-value | 0.091 | ||
| Suicidal planning | |||||
| Low | 1.75 (0.95-2.54) | Reference | Low | 1.47 (0.26-2.69) | Reference |
| Middle | 0.97 (0.53-1.42) | 0.657 (0.330, 1.307) | Middle | 1.27 (0.78-1.76) | 0.938 (0.399, 2.206) |
| High | 0.35 (0.00-1.04) | 0.279 (0.032, 2.444) | High | 0.88 (0.33-1.43) | 0.527 (0.165, 1.682) |
| p-value | 0.348 | p-value | 0.373 | ||
| Suicidal attempt | |||||
| Low | 0.68 (0.18-1.18) | Reference | Low | 0.37 (0.00-0.93) | Reference |
| Middle | 0.31 (0.08-0.54) | 0.418 (0.141, 1.243) | Middle | 0.29 (0.05-0.52) | 0.872 (0.146, 5.210) |
| High | 0.31 (0.00-0.92) | 0.513 (0.071, 3.689) | High | 0.66 (0.19-1.14) | 0.964 (0.167, 5.562) |
| p-value | 0.278 | p-value | 0.977 | ||
| Mental health service utilization | |||||
| Low | 4.24 (2.78-5.70) | Reference | Low | 2.93 (1.32-4.55) | Reference |
| Middle | 3.77 (2.79-4.76) | 0.847 (0.532, 1.347) | Middle | 3.55 (2.55-4.56) | 1.214 (0.618, 2.387) |
| High | 3.78 (1.71-5.84) | 0.835 (0.424, 1.647) | High | 4.85 (3.66-6.05) | 1.249 (0.684, 2.282) |
| p-value | 0.746 | p-value | 0.768 | ||

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