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, Jun Young Park2*
, Eun-Cheol Park2,3
1Department of Biostatistics and Computing, Yonsei University Graduate School, Seoul, Korea
2Department of Preventive Medicine, Yonsei University College of Medicine, Seoul, Korea
3Institute of Health Services Research, Yonsei University, Seoul, Korea
© 2026, Korean Society of Epidemiology
This is an open-access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
Conflict of interest
The authors have no conflicts of interest to declare for this study.
Funding
This research was supported by a fund from the research program of the Korea Medical Institute.
Acknowledgements
We thank the members of the Institute of Health Services Research, Yonsei University, for their help.
Author contributions
Conceptualization: Oh YW, Park JY, Park EC. Data curation: Oh YW. Formal analysis: Oh YW. Funding acquisition: Park EC. Methodology: Oh YW, Park JY. Project administration: Park EC. Visualization: Oh YW, Park JY. Writing – original draft: Oh YW, Park JY. Writing – review & editing: Oh YW, Park JY, Park EC.
| Characteristics |
Drinking pattern1 |
||||
|---|---|---|---|---|---|
| Total | Abstainers | Moderate drinkers | Heavy drinkers | p-value | |
| Total | 19,035 (100) | 14,479 (76.1) | 4,070 (21.4) | 486 (2.6) | |
| Gender | <0.001 | ||||
| Men | 7,195 (37.8) | 3,440 (23.8) | 3,287 (80.8) | 468 (96.3) | |
| Women | 11,840 (62.2) | 11,039 (76.2) | 783 (19.2) | 18 (3.7) | |
| Age (yr) | <0.001 | ||||
| 40–49 | 3,712 (19.5) | 2,473 (17.1) | 1,157 (28.4) | 82 (16.9) | |
| 50–59 | 8,583 (45.1) | 6,265 (43.3) | 2,110 (51.8) | 208 (42.8) | |
| 60–69 | 4,097 (21.5) | 3,365 (23.2) | 622 (15.3) | 110 (22.6) | |
| ≥70 | 2,643 (13.9) | 2,376 (16.4) | 181 (4.4) | 86 (17.7) | |
| Insurance percentile (%) | <0.001 | ||||
| 0–30 | 4,176 (21.9) | 3,404 (23.5) | 667 (16.4) | 105 (21.6) | |
| 31–70 | 5,819 (30.6) | 4,511 (31.2) | 1,140 (28.0) | 168 (34.6) | |
| 71–100 | 9,040 (47.5) | 6,564 (45.3) | 2,263 (55.6) | 213 (43.8) | |
| BMI (kg/m2) | 0.028 | ||||
| Underweight (BMI<18.5) | 479 (2.5) | 392 (2.7) | 78 (1.9) | 9 (1.9) | |
| Not obese (18.5≤BMI<25.0) | 13,461 (70.7) | 10,242 (70.7) | 2,885 (70.9) | 334 (68.7) | |
| Obese (BMI≥25.0 kg/m2) | 5,095 (26.8) | 3,845 (26.6) | 1,107 (27.2) | 143 (29.4) | |
| Smoking | <0.001 | ||||
| Never-smoker | 15,281 (80.3) | 13,100 (90.5) | 2,016 (49.5) | 165 (34.0) | |
| Former smoker | 1,379 (7.2) | 465 (3.2) | 823 (20.2) | 91 (18.7) | |
| Current smoker | 2,375 (12.5) | 914 (6.3) | 1,231 (30.2) | 230 (47.3) | |
| Physical exercise (times/wk) | <0.001 | ||||
| No physical exercise | 9,078 (47.7) | 7,636 (52.7) | 1,217 (29.9) | 225 (46.3) | |
| 1–2 | 5,359 (28.2) | 3,444 (23.8) | 1,777 (43.7) | 138 (28.4) | |
| 3–4 | 2,684 (14.1) | 1,900 (13.1) | 723 (17.8) | 61 (12.6) | |
| 5–6 | 702 (3.7) | 528 (3.6) | 153 (3.8) | 21 (4.3) | |
| Everyday | 1,212 (6.4) | 971 (6.7) | 200 (4.9) | 41 (8.4) | |
| Family history of liver disease | <0.001 | ||||
| No | 18,436 (96.9) | 14,063 (97.1) | 3,902 (95.9) | 471 (96.9) | |
| Yes | 599 (3.1) | 416 (2.9) | 168 (4.1) | 15 (3.1) | |
| Baseline liver enzyme levels (μ/L) | |||||
| Aspartate aminotransferase | 22.1±5.2 | 22.5±5.2 | 24.1±5.6 | <0.001 | |
| Alanine aminotransferase | 18.5±6.5 | 20.0±6.8 | 20.0±6.6 | <0.001 | |
| Gamma-glutamyl transferase | 18.1±7.5 | 26.6±11.6 | 33.3±12.7 | <0.001 | |
| Variables | HR (95% CI)1 |
|---|---|
| Drinking pattern2 | |
| Abstainers | 1.00 (reference) |
| Moderate drinkers | 1.06 (0.94, 1.19) |
| Heavy drinkers*** | 1.73 (1.40, 2.14) |
| Gender | |
| Men | 1.00 (reference) |
| Women | 1.04 (0.93, 1.16) |
| Insurance percentile (%) | |
| 0–30 | 1.00 (reference) |
| 31–70 | 1.02 (0.92, 1.13) |
| 71–100 | 0.92 (0.83, 1.02) |
| BMI (kg/m2) | |
| Not obese (BMI<25) | 1.00 (reference) |
| Obese (BMI≥25)*** | 1.17 (1.08, 1.28) |
| Smoking | |
| Non-smoker | 1.00 (reference) |
| Ex-smoker | 1.02 (0.86, 1.21) |
| Smoker | 1.01 (0.88, 1.16) |
| Physical exercise (times/wk) | |
| No physical exercise | 1.00 (reference) |
| 1–2 | 0.92 (0.84, 1.02) |
| ≥3 | 1.01 (0.91, 1.11) |
| Family history of liver disease | |
| No | 1.00 (reference) |
| Yes* | 1.27 (1.04, 1.56) |
HR, hazard ratio; CI, confidence interval; BMI, body mass index.
1 The model was adjusted for gender, insurance percentile, BMI, smoking status, physical exercise, and family history of liver disease.
2 Abstainers, drink ≤1 time/mo or do not drink; Moderate drinkers, drink ≤2 times/wk; Heavy drinkers, drink ≥3 times/wk.
* p<0.05,
*** p<0.001.
| Subgroup | Category | Drinking pattern1 | HR (95% CI) |
|---|---|---|---|
| Age (yr)2 | 40–49 | Abstainers | 1.00 (reference) |
| Moderate drinkers | 1.11 (0.86, 1.42) | ||
| Heavy drinkers* | 1.81 (1.04, 3.16) | ||
| 50–59 | Abstainers | 1.00 (reference) | |
| Moderate drinkers | 1.07 (0.90, 1.26) | ||
| Heavy drinkers*** | 2.05 (1.49, 2.83) | ||
| 60–69 | Abstainers | 1.00 (reference) | |
| Moderate drinkers | 1.16 (0.90, 1.49) | ||
| Heavy drinkers* | 1.71 (1.12, 2.61) | ||
| ≥70 | Abstainers | 1.00 (reference) | |
| Moderate drinkers | 1.06 (0.73, 1.56) | ||
| Heavy drinkers | 1.22 (0.72, 2.06) | ||
| Smoking3 | Never-smoker | Abstainers | 1.00 (reference) |
| Moderate drinkers | 1.04 (0.91, 1.18) | ||
| Heavy drinkers** | 1.50 (1.12, 2.01) | ||
| Former smoker | Abstainers | 1.00 (reference) | |
| Moderate drinkers | 0.95 (0.72, 1.26) | ||
| Heavy drinkers | 1.37 (0.90, 2.09) | ||
| Current smoker | Abstainers | 1.00 (reference) | |
| Moderate drinkers | 1.01 (0.82, 1.25) | ||
| Heavy drinkers** | 1.56 (1.18, 2.05) |
HR, hazard ratio; CI, confidence interval.
1 Abstainers, drink ≤1 time/mo or do not drink; Moderate drinkers, drink ≤2 times/wk; Heavy drinkers, drink ≥3 times/wk
2 Adjusted for gender, insurance percentile, body mass index, smoking status, physical exercise, and family history of liver disease.
3 Adjusted for gender, insurance percentile, body mass index, physical exercise, and family history of liver disease.
* p<0.05,
** p<0.01,
*** p<0.001.
| Liver diseases | Drinking pattern1 | HR (95% CI)2 |
|---|---|---|
| Alcoholic liver disease | Abstainers | 1.00 (reference) |
| Moderate drinkers* | 1.29 (1.05, 1.58) | |
| Heavy drinkers*** | 2.86 (2.09, 3.91) | |
| Non-alcoholic liver disease | Abstainers | 1.00 (reference) |
| Moderate drinkers | 0.95 (0.83, 1.09) | |
| Heavy drinkers | 1.20 (0.91, 1.58) |
HR, hazard ratio; CI, confidence interval.
1 Abstainers, drink ≤1 time/mo or do not drink; Moderate drinkers, drink ≤2 times/wk; Heavy drinkers, drink ≥3 times/wk.
2 All models were adjusted for gender, insurance percentile, body mass index, smoking status, physical exercise, and family history of liver disease.
* p<0.05,
*** p<0.001.
| Characteristics | Drinking pattern |
||||
|---|---|---|---|---|---|
| Total | Abstainers | Moderate drinkers | Heavy drinkers | p-value | |
| Total | 19,035 (100) | 14,479 (76.1) | 4,070 (21.4) | 486 (2.6) | |
| Gender | <0.001 | ||||
| Men | 7,195 (37.8) | 3,440 (23.8) | 3,287 (80.8) | 468 (96.3) | |
| Women | 11,840 (62.2) | 11,039 (76.2) | 783 (19.2) | 18 (3.7) | |
| Age (yr) | <0.001 | ||||
| 40–49 | 3,712 (19.5) | 2,473 (17.1) | 1,157 (28.4) | 82 (16.9) | |
| 50–59 | 8,583 (45.1) | 6,265 (43.3) | 2,110 (51.8) | 208 (42.8) | |
| 60–69 | 4,097 (21.5) | 3,365 (23.2) | 622 (15.3) | 110 (22.6) | |
| ≥70 | 2,643 (13.9) | 2,376 (16.4) | 181 (4.4) | 86 (17.7) | |
| Insurance percentile (%) | <0.001 | ||||
| 0–30 | 4,176 (21.9) | 3,404 (23.5) | 667 (16.4) | 105 (21.6) | |
| 31–70 | 5,819 (30.6) | 4,511 (31.2) | 1,140 (28.0) | 168 (34.6) | |
| 71–100 | 9,040 (47.5) | 6,564 (45.3) | 2,263 (55.6) | 213 (43.8) | |
| BMI (kg/m2) | 0.028 | ||||
| Underweight (BMI<18.5) | 479 (2.5) | 392 (2.7) | 78 (1.9) | 9 (1.9) | |
| Not obese (18.5≤BMI<25.0) | 13,461 (70.7) | 10,242 (70.7) | 2,885 (70.9) | 334 (68.7) | |
| Obese (BMI≥25.0 kg/m2) | 5,095 (26.8) | 3,845 (26.6) | 1,107 (27.2) | 143 (29.4) | |
| Smoking | <0.001 | ||||
| Never-smoker | 15,281 (80.3) | 13,100 (90.5) | 2,016 (49.5) | 165 (34.0) | |
| Former smoker | 1,379 (7.2) | 465 (3.2) | 823 (20.2) | 91 (18.7) | |
| Current smoker | 2,375 (12.5) | 914 (6.3) | 1,231 (30.2) | 230 (47.3) | |
| Physical exercise (times/wk) | <0.001 | ||||
| No physical exercise | 9,078 (47.7) | 7,636 (52.7) | 1,217 (29.9) | 225 (46.3) | |
| 1–2 | 5,359 (28.2) | 3,444 (23.8) | 1,777 (43.7) | 138 (28.4) | |
| 3–4 | 2,684 (14.1) | 1,900 (13.1) | 723 (17.8) | 61 (12.6) | |
| 5–6 | 702 (3.7) | 528 (3.6) | 153 (3.8) | 21 (4.3) | |
| Everyday | 1,212 (6.4) | 971 (6.7) | 200 (4.9) | 41 (8.4) | |
| Family history of liver disease | <0.001 | ||||
| No | 18,436 (96.9) | 14,063 (97.1) | 3,902 (95.9) | 471 (96.9) | |
| Yes | 599 (3.1) | 416 (2.9) | 168 (4.1) | 15 (3.1) | |
| Baseline liver enzyme levels (μ/L) | |||||
| Aspartate aminotransferase | 22.1±5.2 | 22.5±5.2 | 24.1±5.6 | <0.001 | |
| Alanine aminotransferase | 18.5±6.5 | 20.0±6.8 | 20.0±6.6 | <0.001 | |
| Gamma-glutamyl transferase | 18.1±7.5 | 26.6±11.6 | 33.3±12.7 | <0.001 | |
| Variables | HR (95% CI) |
|---|---|
| Drinking pattern |
|
| Abstainers | 1.00 (reference) |
| Moderate drinkers | 1.06 (0.94, 1.19) |
| Heavy drinkers |
1.73 (1.40, 2.14) |
| Gender | |
| Men | 1.00 (reference) |
| Women | 1.04 (0.93, 1.16) |
| Insurance percentile (%) | |
| 0–30 | 1.00 (reference) |
| 31–70 | 1.02 (0.92, 1.13) |
| 71–100 | 0.92 (0.83, 1.02) |
| BMI (kg/m2) | |
| Not obese (BMI<25) | 1.00 (reference) |
| Obese (BMI≥25) |
1.17 (1.08, 1.28) |
| Smoking | |
| Non-smoker | 1.00 (reference) |
| Ex-smoker | 1.02 (0.86, 1.21) |
| Smoker | 1.01 (0.88, 1.16) |
| Physical exercise (times/wk) | |
| No physical exercise | 1.00 (reference) |
| 1–2 | 0.92 (0.84, 1.02) |
| ≥3 | 1.01 (0.91, 1.11) |
| Family history of liver disease | |
| No | 1.00 (reference) |
| Yes |
1.27 (1.04, 1.56) |
| Subgroup | Category | Drinking pattern |
HR (95% CI) |
|---|---|---|---|
| Age (yr) |
40–49 | Abstainers | 1.00 (reference) |
| Moderate drinkers | 1.11 (0.86, 1.42) | ||
| Heavy drinkers |
1.81 (1.04, 3.16) | ||
| 50–59 | Abstainers | 1.00 (reference) | |
| Moderate drinkers | 1.07 (0.90, 1.26) | ||
| Heavy drinkers |
2.05 (1.49, 2.83) | ||
| 60–69 | Abstainers | 1.00 (reference) | |
| Moderate drinkers | 1.16 (0.90, 1.49) | ||
| Heavy drinkers |
1.71 (1.12, 2.61) | ||
| ≥70 | Abstainers | 1.00 (reference) | |
| Moderate drinkers | 1.06 (0.73, 1.56) | ||
| Heavy drinkers | 1.22 (0.72, 2.06) | ||
| Smoking |
Never-smoker | Abstainers | 1.00 (reference) |
| Moderate drinkers | 1.04 (0.91, 1.18) | ||
| Heavy drinkers |
1.50 (1.12, 2.01) | ||
| Former smoker | Abstainers | 1.00 (reference) | |
| Moderate drinkers | 0.95 (0.72, 1.26) | ||
| Heavy drinkers | 1.37 (0.90, 2.09) | ||
| Current smoker | Abstainers | 1.00 (reference) | |
| Moderate drinkers | 1.01 (0.82, 1.25) | ||
| Heavy drinkers |
1.56 (1.18, 2.05) |
| Liver diseases | Drinking pattern |
HR (95% CI) |
|---|---|---|
| Alcoholic liver disease | Abstainers | 1.00 (reference) |
| Moderate drinkers |
1.29 (1.05, 1.58) | |
| Heavy drinkers |
2.86 (2.09, 3.91) | |
| Non-alcoholic liver disease | Abstainers | 1.00 (reference) |
| Moderate drinkers | 0.95 (0.83, 1.09) | |
| Heavy drinkers | 1.20 (0.91, 1.58) |
Values are presented as number (%) for categorical variables and mean±standard deviation for continuous variables (baseline liver enzyme levels). BMI, body mass index. Abstainers, drink ≤1 time/mo or do not drink; Moderate drinkers, drink ≤2 times/wk; Heavy drinkers, drink ≥3 times/wk.
HR, hazard ratio; CI, confidence interval; BMI, body mass index. The model was adjusted for gender, insurance percentile, BMI, smoking status, physical exercise, and family history of liver disease. Abstainers, drink ≤1 time/mo or do not drink; Moderate drinkers, drink ≤2 times/wk; Heavy drinkers, drink ≥3 times/wk. p<0.05, p<0.001.
HR, hazard ratio; CI, confidence interval. Abstainers, drink ≤1 time/mo or do not drink; Moderate drinkers, drink ≤2 times/wk; Heavy drinkers, drink ≥3 times/wk Adjusted for gender, insurance percentile, body mass index, smoking status, physical exercise, and family history of liver disease. Adjusted for gender, insurance percentile, body mass index, physical exercise, and family history of liver disease. p<0.05, p<0.01, p<0.001.
HR, hazard ratio; CI, confidence interval. Abstainers, drink ≤1 time/mo or do not drink; Moderate drinkers, drink ≤2 times/wk; Heavy drinkers, drink ≥3 times/wk. All models were adjusted for gender, insurance percentile, body mass index, smoking status, physical exercise, and family history of liver disease. p<0.05, p<0.001.