, Hwa Jung Kim3
1Department of Neurology, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
2Konyang University Myunggok Medical Research Institute, Daejeon, Korea
3Department of Medical Informatics & Statistics, Asan Medical Center, Ulsan University College of Medicine, 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 work was supported by the Konyang University Myunggok Research Fund of 2023.
Acknowledgements
We thank Danielle Lee, MS from the Scientific Publications Team at Asan Medical Center (Seoul, Korea) for her editorial assistance.
The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Author contributions
Both authors contributed equally to conceiving the study, analyzing the data, and writing this paper.
| Characteristics |
Before PSM (n=75,244) |
After PSM (n=48,981) |
||||||
|---|---|---|---|---|---|---|---|---|
| AChEI user | Non-user | p-value1 | SMD | AChEI user | Non-user | p-value1 | SMD | |
| Patients (n) | 57,942 | 17,302 | 32,654 | 16,327 | ||||
| Sex (male) | 22,762 (39.3) | 7,294 (42.2) | <0.001 | 0.058 | 13,426 (41.1) | 6,724 (41.2) | 0.894 | 0.001 |
| Mean age at PD diagnosis | 72.1±7.5 | 70.8±9.0 | <0.001 | 0.163 | 71.7±7.9 | 71.7±8.1 | 0.380 | 0.008 |
| Age group at PD diagnosis | <0.001 | 0.224 | 0.813 | 0.012 | ||||
| 40–49 | 397 (0.7) | 367 (2.1) | 167 (0.5) | 92 (0.6) | ||||
| 50–59 | 3,178 (5.5) | 1,684 (9.7) | 2,315 (7.1) | 1,197 (7.3) | ||||
| 60–69 | 15,335 (26.5) | 4,787 (27.7) | 9,357 (28.7) | 4,652 (28.5) | ||||
| 70–79 | 30,044 (51.9) | 7,731 (44.7) | 15,435 (47.3) | 7,701 (47.2) | ||||
| ≥80 | 8,988 (15.5) | 2,733 (15.8) | 5,380 (16.5) | 2,685 (16.4) | ||||
| Mean age at PDD diagnosis | 75.4±7.3 | 74.0±8.9 | <0.001 | 0.168 | 75.0±7.6 | 75.0±7.9 | 0.375 | 0.008 |
| Age group at PDD diagnosis | <0.001 | 0.246 | 0.084 | 0.027 | ||||
| 40–49 | 119 (0.2) | 159 (0.9) | 14 (0.0) | 12 (0.1) | ||||
| 50–59 | 1,463 (2.5) | 1,053 (6.1) | 868 (2.7) | 498 (3.1) | ||||
| 60–69 | 9,408 (16.2) | 3,524 (20.4) | 6,732 (20.6) | 3,335 (20.4) | ||||
| 70–79 | 29,899 (51.6) | 7,633 (44.1) | 15,236 (46.7) | 7,604 (46.6) | ||||
| ≥80 | 17,053 (29.4) | 4,933 (28.5) | 9,804 (30.0) | 4,878 (29.9) | ||||
| Residential area | <0.001 | 0.132 | >0.999 | 0.018 | ||||
| Seoul and capital area2 | 23,005 (39.7) | 7,293 (42.2) | 13,776 (42.2) | 6,840 (41.9) | ||||
| Metropolitan city3 | 10,785 (18.6) | 3,489 (20.2) | 6,453 (19.8) | 3,245 (19.8) | ||||
| Rural area | 24,141 (41.7) | 6,517 (37.7) | 12,425 (38.1) | 6,242 (38.2) | ||||
| Income quintiles | <0.001 | 0.080 | 0.888 | 0.015 | ||||
| Unclassified | 1,137 (2.0) | 291 (1.7) | 561 (1.7) | 281 (1.7) | ||||
| Medical Aid | 5,608 (9.7) | 2,026 (11.7) | 3,488 (10.7) | 1,799 (11.0) | ||||
| Q1 (lowest) | 6,527 (11.3) | 1,971 (11.4) | 3,725 (11.4) | 1,847 (11.3) | ||||
| Q2 | 5,064 (8.7) | 1,577 (9.1) | 2,858 (8.8) | 1,461 (8.9) | ||||
| Q3 | 7,048 (12.2) | 2,195 (12.7) | 4,085 (12.5) | 2,054 (12.6) | ||||
| Q4 | 11,237 (19.4) | 3,294 (19.0) | 6,354 (19.5) | 3,135 (19.2) | ||||
| Q5 (highest) | 21,321 (36.8) | 5,948 (34.4) | 11,583 (35.5) | 5,750 (35.2) | ||||
| CCI score | 2.3 (2.0) | 2.1 (2.0) | <0.001 | 0.070 | 2.2 (2.0) | 2.2 (2.0) | 0.836 | 0.002 |
| Comorbidities | ||||||||
| Hypertension | 35,189 (60.7) | 9,897 (57.2) | <0.001 | 0.072 | 19,291 (59.1) | 9,577 (58.7) | 0.379 | 0.009 |
| Dyslipidemia | 25,001 (43.1) | 6,894 (39.8) | <0.001 | 0.067 | 13,523 (41.4) | 6,614 (40.5) | 0.057 | 0.018 |
| MI | 916 (1.6) | 273 (1.6) | >0.999 | <0.001 | 512 (1.6) | 268 (1.6) | 0.566 | 0.006 |
| CHF | 4,901 (8.5) | 1,277 (7.4) | <0.001 | 0.040 | 2,609 (8.0) | 1,254 (7.7) | 0.238 | 0.012 |
| PVD | 12,717 (21.9) | 3,432 (19.8) | <0.001 | 0.052 | 6,761 (20.7) | 3,338 (20.4) | 0.510 | 0.006 |
| CVD | 22,330 (38.5) | 6,358 (36.7) | <0.001 | 0.037 | 12,228 (37.4) | 6,081 (37.2) | 0.670 | 0.004 |
| COPD | 15,189 (26.2) | 4,172 (24.1) | <0.001 | 0.048 | 7,990 (24.5) | 4,033 (24.7) | 0.580 | 0.005 |
| DM | 17,603 (30.4) | 4,849 (28.0) | <0.001 | 0.052 | 9,474 (29.0) | 4,658 (28.5) | 0.270 | 0.011 |
| Renal disease | 1,438 (2.5) | 471 (2.7) | 0.082 | 0.015 | 781 (2.4) | 462 (2.8) | 0.004 | 0.027 |
| Cancer | 3,021 (5.2) | 915 (5.3) | 0.714 | 0.003 | 1,652 (5.1) | 873 (5.3) | 0.181 | 0.013 |
| Femur fracture | 567 (1.0) | 180 (1.0) | 0.499 | 0.006 | 311 (1.0) | 169 (1.0) | 0.408 | 0.008 |
Values are presented as mean±standard deviation or number (%).
PSM, propensity score matching; AChEI, acetylcholinesterase inhibitor; SMD, standardized mean difference; PD, Parkinson’s disease; PDD, Parkinson’s disease dementia; CCI, Charlson comorbidity index; MI, myocardial infarction; CHF, congestive heart failure; PVD, peripheral vascular disease; CVD, cerebrovascular disease; COPD, chronic obstructive pulmonary disease; DM, diabetes mellitus.
1 By Student’s t-test for continuous variables or chi-square test for categorical variables.
2 Seoul, Incheon, and Gyeonggi-do.
3 Busan, Daegu, Daejeon, Gwangju, Sejong, and Ulsan.
| Characteristics | Before PSM (n=75,244) |
After PSM (n=48,981) |
||||||
|---|---|---|---|---|---|---|---|---|
| AChEI user | Non-user | p-value |
SMD | AChEI user | Non-user | p-value |
SMD | |
| Patients (n) | 57,942 | 17,302 | 32,654 | 16,327 | ||||
| Sex (male) | 22,762 (39.3) | 7,294 (42.2) | <0.001 | 0.058 | 13,426 (41.1) | 6,724 (41.2) | 0.894 | 0.001 |
| Mean age at PD diagnosis | 72.1±7.5 | 70.8±9.0 | <0.001 | 0.163 | 71.7±7.9 | 71.7±8.1 | 0.380 | 0.008 |
| Age group at PD diagnosis | <0.001 | 0.224 | 0.813 | 0.012 | ||||
| 40–49 | 397 (0.7) | 367 (2.1) | 167 (0.5) | 92 (0.6) | ||||
| 50–59 | 3,178 (5.5) | 1,684 (9.7) | 2,315 (7.1) | 1,197 (7.3) | ||||
| 60–69 | 15,335 (26.5) | 4,787 (27.7) | 9,357 (28.7) | 4,652 (28.5) | ||||
| 70–79 | 30,044 (51.9) | 7,731 (44.7) | 15,435 (47.3) | 7,701 (47.2) | ||||
| ≥80 | 8,988 (15.5) | 2,733 (15.8) | 5,380 (16.5) | 2,685 (16.4) | ||||
| Mean age at PDD diagnosis | 75.4±7.3 | 74.0±8.9 | <0.001 | 0.168 | 75.0±7.6 | 75.0±7.9 | 0.375 | 0.008 |
| Age group at PDD diagnosis | <0.001 | 0.246 | 0.084 | 0.027 | ||||
| 40–49 | 119 (0.2) | 159 (0.9) | 14 (0.0) | 12 (0.1) | ||||
| 50–59 | 1,463 (2.5) | 1,053 (6.1) | 868 (2.7) | 498 (3.1) | ||||
| 60–69 | 9,408 (16.2) | 3,524 (20.4) | 6,732 (20.6) | 3,335 (20.4) | ||||
| 70–79 | 29,899 (51.6) | 7,633 (44.1) | 15,236 (46.7) | 7,604 (46.6) | ||||
| ≥80 | 17,053 (29.4) | 4,933 (28.5) | 9,804 (30.0) | 4,878 (29.9) | ||||
| Residential area | <0.001 | 0.132 | >0.999 | 0.018 | ||||
| Seoul and capital area |
23,005 (39.7) | 7,293 (42.2) | 13,776 (42.2) | 6,840 (41.9) | ||||
| Metropolitan city |
10,785 (18.6) | 3,489 (20.2) | 6,453 (19.8) | 3,245 (19.8) | ||||
| Rural area | 24,141 (41.7) | 6,517 (37.7) | 12,425 (38.1) | 6,242 (38.2) | ||||
| Income quintiles | <0.001 | 0.080 | 0.888 | 0.015 | ||||
| Unclassified | 1,137 (2.0) | 291 (1.7) | 561 (1.7) | 281 (1.7) | ||||
| Medical Aid | 5,608 (9.7) | 2,026 (11.7) | 3,488 (10.7) | 1,799 (11.0) | ||||
| Q1 (lowest) | 6,527 (11.3) | 1,971 (11.4) | 3,725 (11.4) | 1,847 (11.3) | ||||
| Q2 | 5,064 (8.7) | 1,577 (9.1) | 2,858 (8.8) | 1,461 (8.9) | ||||
| Q3 | 7,048 (12.2) | 2,195 (12.7) | 4,085 (12.5) | 2,054 (12.6) | ||||
| Q4 | 11,237 (19.4) | 3,294 (19.0) | 6,354 (19.5) | 3,135 (19.2) | ||||
| Q5 (highest) | 21,321 (36.8) | 5,948 (34.4) | 11,583 (35.5) | 5,750 (35.2) | ||||
| CCI score | 2.3 (2.0) | 2.1 (2.0) | <0.001 | 0.070 | 2.2 (2.0) | 2.2 (2.0) | 0.836 | 0.002 |
| Comorbidities | ||||||||
| Hypertension | 35,189 (60.7) | 9,897 (57.2) | <0.001 | 0.072 | 19,291 (59.1) | 9,577 (58.7) | 0.379 | 0.009 |
| Dyslipidemia | 25,001 (43.1) | 6,894 (39.8) | <0.001 | 0.067 | 13,523 (41.4) | 6,614 (40.5) | 0.057 | 0.018 |
| MI | 916 (1.6) | 273 (1.6) | >0.999 | <0.001 | 512 (1.6) | 268 (1.6) | 0.566 | 0.006 |
| CHF | 4,901 (8.5) | 1,277 (7.4) | <0.001 | 0.040 | 2,609 (8.0) | 1,254 (7.7) | 0.238 | 0.012 |
| PVD | 12,717 (21.9) | 3,432 (19.8) | <0.001 | 0.052 | 6,761 (20.7) | 3,338 (20.4) | 0.510 | 0.006 |
| CVD | 22,330 (38.5) | 6,358 (36.7) | <0.001 | 0.037 | 12,228 (37.4) | 6,081 (37.2) | 0.670 | 0.004 |
| COPD | 15,189 (26.2) | 4,172 (24.1) | <0.001 | 0.048 | 7,990 (24.5) | 4,033 (24.7) | 0.580 | 0.005 |
| DM | 17,603 (30.4) | 4,849 (28.0) | <0.001 | 0.052 | 9,474 (29.0) | 4,658 (28.5) | 0.270 | 0.011 |
| Renal disease | 1,438 (2.5) | 471 (2.7) | 0.082 | 0.015 | 781 (2.4) | 462 (2.8) | 0.004 | 0.027 |
| Cancer | 3,021 (5.2) | 915 (5.3) | 0.714 | 0.003 | 1,652 (5.1) | 873 (5.3) | 0.181 | 0.013 |
| Femur fracture | 567 (1.0) | 180 (1.0) | 0.499 | 0.006 | 311 (1.0) | 169 (1.0) | 0.408 | 0.008 |
| Subgroups | HR (95% CI) | p-value |
|---|---|---|
| Overall | 0.76 (0.74, 0.78) | <0.001 |
| Sex | ||
| Male | 0.83 (0.80, 0.86) | <0.001 |
| Female | 0.71 (0.69, 0.74) | <0.001 |
| Age at PD onset | ||
| Young-onset PDD | 1.02 (0.92, 1.33) | 0.665 |
| Late-onset PDD | 0.74 (0.72, 0.76) | <0.001 |
Values are presented as mean±standard deviation or number (%). PSM, propensity score matching; AChEI, acetylcholinesterase inhibitor; SMD, standardized mean difference; PD, Parkinson’s disease; PDD, Parkinson’s disease dementia; CCI, Charlson comorbidity index; MI, myocardial infarction; CHF, congestive heart failure; PVD, peripheral vascular disease; CVD, cerebrovascular disease; COPD, chronic obstructive pulmonary disease; DM, diabetes mellitus. By Student’s Seoul, Incheon, and Gyeonggi-do. Busan, Daegu, Daejeon, Gwangju, Sejong, and Ulsan.
AChEI, acetylcholinesterase inhibitor; PDD, Parkinson’s disease dementia; PD, Parkinson’s disease; HR, hazard ratio; CI, confidence interval.