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1Department of Neurology, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
2Department of Neurology, Dongtan Sacred Heart Hospital, Hallym University College of Medicine, Hwaseong, Korea
3Department of Neurology, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, Wonju, Korea
4Department of Statistics and Actuarial Science, Soongsil University, Seoul, Korea
5Research Institute of Metabolism and Inflammation, Yonsei University Wonju College of Medicine, Wonju, Korea
© 2024, 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 grant from National Research Foundation (NRF) funded by the Ministry of Education (NRF2022R1C1C1012535), the Technology development Program (S3030742) funded by the Ministry of SMEs and Startups (MSS, Korea), and the Technology Innovation Program (20018182) funded by the Ministry of Trade, Industry & Energy (MOTIE, Korea).
Author contributions
Conceptualization: Ha WS, Kim J, Han KD, Baek MS. Data curation: Park SH, Han KD. Formal analysis: Ha WS, Park SH, Han KD, Baek MS. Funding acquisition: Baek MS, Han KD. Methodology: Ha WS, Kim J, Hwang HW, Park SH, Han KD, Baek MS. Project administration: Baek MS. Visualization: Ha WS, Lee SH. Writing – original draft: Ha WS. Writing – review & editing: Ha WS, Kim J, Hwang HW, Lee SH, Kim JI, Hong JY, Park SH, Han KD, Baek MS.
PD, Parkinson’s disease; PY, person-years; HR, hazard ratio; CI, confidence interval.
1 Model 1: Unadjusted; Model 2: Adjusted for age and sex; Model 3: Adjusted for age, sex, comorbidities (hypertension, diabetes, dyslipidemia, myocardial infarction, congestive heart failure, and stroke), estimated glomerular filtration rate, body mass index, and lifestyle factors.
HR, hazard ratios; CI, confidence interval.
1 Model 1: Unadjusted; Model 2: Adjusted for age and sex; Model 3: Model 2+adjusted for comorbidities (hypertension, diabetes, dyslipidemia, myocardial infarction, congestive heart failure, and stroke), estimated glomerular filtration rate, body mass index, and lifestyle factors; Model 4: Model 3+adjusted for depression and anxiety.
Characteristics | Controls | With migraine | p-value |
---|---|---|---|
Total (n) | 5,879,711 | 214,193 | |
Age (yr) | 54.0±10.4 | 56.6±11.0 | <0.001 |
Sex | |||
Male | 3,134,537 (53.3) | 59,360 (27.7) | <0.001 |
Female | 2,745,174 (46.7) | 154,833 (72.3) | |
Comorbidities | |||
Hypertension | 2,007,694 (34.2) | 91,210 (42.6) | <0.001 |
Diabetes | 684,661 (11.6) | 23,978 (11.2) | <0.001 |
Dyslipidemia | 1,244,484 (21.2) | 59,652 (27.9) | <0.001 |
Myocardial infarction | 29,304 (0.5) | 1,781 (0.8) | <0.001 |
Congestive heart failure | 42,677 (0.7) | 3,313 (1.6) | <0.001 |
Stroke | 110,832 (1.9) | 12,626 (5.9) | <0.001 |
Depression | 185,799 (3.2) | 28,680 (13.4) | <0.001 |
Anxiety | 382,769 (6.5) | 57,789 (27.0) | <0.001 |
BMI (kg/m2) | 23.96±3.03 | 24.01±3.10 | <0.001 |
Waist circumference (cm) | 81.31±8.58 | 80.55±8.68 | <0.001 |
eGFR (mL/min/1.73 m2) | 84.98±38.19 | 83.63±32.05 | <0.001 |
Lowest income quartile | 1,186,051 (20.2) | 45,593 (21.3) | <0.001 |
Smoking | <0.001 | ||
Never-smoker | 3,601,013 (61.2) | 170,391 (79.6) | |
Ex-smoker | 962,970 (16.4) | 20,652 (9.6) | |
Current smoker | 1,315,728 (22.4) | 23,150 (10.8) | |
Drinking | <0.001 | ||
Non-drinker | 3,328,587 (56.6) | 159,149 (74.3) | |
Mild-to-moderate drinker | 2,093,121 (35.6) | 47,507 (22.2) | |
Heavy drinker (≥30 g/day) | 458,003 (7.8) | 7,537 (3.5) | |
Regular exercise | 1,189,262 (20.2) | 39,120 (18.3) | <0.001 |
Group | Participants (n) | PD diagnosis (n) | Duration (PY) | Incidence rate per 1,000 PY | HR (95% CI) |
||
---|---|---|---|---|---|---|---|
Model 1 | Model 2 | Model 3 | |||||
Control | 5,879,711 | 30,664 | 53,490,537 | 0.573 | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) |
Migraine | 214,193 | 1,973 | 1,945,089 | 1.014 | 1.77 (1.69, 1.85) | 1.40 (1.34, 1.47) | 1.35 (1.29, 1.41) |
Migraine without aura | 204,812 | 1,884 | 1,859,445 | 1.013 | 1.77 (1.68, 1.85) | 1.40 (1.33, 1.46) | 1.34 (1.28, 1.40) |
Migraine with aura | 9,381 | 89 | 85,643 | 1.039 | 1.81 (1.47, 2.23) | 1.58 (1.29, 1.95) | 1.51 (1.23, 1.86) |
Episodic migraine | 155,469 | 1,253 | 1,413,567 | 0.886 | 1.54 (1.46, 1.63) | 1.24 (1.17, 1.31) | 1.20 (1.13, 1.27) |
Chronic migraine | 58,724 | 720 | 531,521 | 1.355 | 2.36 (2.19, 2.54) | 1.81 (1.68, 1.95) | 1.72 (1.60, 1.86) |
Variables | Group | Participants (n) | PD diagnosis(n) | Duration(PY) | Incidence rate per 1,000 PY | Model 3, HR (95% CI) | p-value | |
---|---|---|---|---|---|---|---|---|
Age (yr) | <65 | Control | 4,822,074 | 12,696 | 44,537,639 | 0.285 | 1.00 (reference) | 0.006 |
Migraine | 158,340 | 681 | 1,470,063 | 0.463 | 1.47 (1.36, 1.59) | |||
≥65 | Control | 1,057,637 | 17,968 | 8,952,897 | 2.007 | 1.00 (reference) | ||
Migraine | 55,853 | 1,292 | 475,025 | 2.720 | 1.28 (1.21, 1.36) | |||
Sex | Male | Control | 3,834,546 | 19,256 | 34,794,112 | 0.553 | 1.00 (reference) | 0.336 |
Migraine | 138,175 | 1,200 | 1,251,030 | 0.959 | 1.32 (1.25, 1.40) | |||
Female | Control | 2,045,165 | 11,408 | 18,696,424 | 0.610 | 1.00 (reference) | ||
Migraine | 76,018 | 773 | 694,058 | 1.114 | 1.38 (1.29, 1.49) | |||
Hypertension | No | Control | 3,872,017 | 14,399 | 35,575,317 | 0.405 | 1.00 (reference) | 0.082 |
Migraine | 122,983 | 731 | 1,132,175 | 0.646 | 1.28 (1.19, 1.38) | |||
Yes | Control | 2,007,694 | 16,265 | 17,915,220 | 0.908 | 1.00 (reference) | ||
Migraine | 91,210 | 1,242 | 812,913 | 1.528 | 1.39 (1.31, 1.47) | |||
Diabetes | No | Control | 5,195,050 | 24,481 | 47,478,454 | 0.516 | 1.00 (reference) | 0.796 |
Migraine | 190,215 | 1,589 | 1,736,433 | 0.915 | 1.35 (1.29, 1.42) | |||
Yes | Control | 684,661 | 6,183 | 6,12,82 | 1.028 | 1.00 (reference) | ||
Migraine | 23,978 | 384 | 208,655 | 1.840 | 1.33 (1.20, 1.48) | |||
Dyslipidemia | No | Control | 4,635,227 | 22,000 | 42,200,853 | 0.521 | 1.00 (reference) | <0.001 |
Migraine | 154,541 | 1,203 | 1,405,793 | 0.856 | 1.27 (1.20, 1.35) | |||
Yes | Control | 1,244,484 | 8,664 | 11,289,684 | 0.767 | 1.00 (reference) | ||
Migraine | 59,652 | 770 | 539,295 | 1.428 | 1.49 (1.38, 1.60) | |||
BMI (kg/m2) | <25 | Control | 3,134,537 | 15,815 | 28,237,213 | 0.560 | 1.00 (reference) | 0.529 |
Migraine | 59,360 | 571 | 525,406 | 1.087 | 1.32 (1.21, 1.43) | |||
≥25 | Control | 2,745,174 | 14,849 | 25,253,323 | 0.588 | 1.00 (reference) | ||
Migraine | 154,833 | 1,402 | 1,419,683 | 0.988 | 1.36 (1.29, 1.44) | |||
Current smoker | No | Control | 4,563,983 | 26,984 | 41,645,664 | 0.648 | 1.00 (reference) | 0.177 |
Migraine | 191,043 | 1,837 | 1,739,575 | 1.056 | 1.34 (1.27, 1.40) | |||
Yes | Control | 1,315,728 | 3,680 | 11,844,872 | 0.311 | 1.00 (reference) | ||
Migraine | 23,150 | 136 | 205,513 | 0.662 | 1.51 (1.27, 1.79) |
Group | Participants (n) | Mortality rate (per 1,000) | HR (95% CI) |
|||
---|---|---|---|---|---|---|
Model 1 | Model 2 | Model 3 | Model 4 | |||
Control | 30,664 | 27.7 | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) | 1.00 (reference) |
Migraine | 1,973 | 26.4 | 0.95 (0.86, 1.04) | 0.98 (0.89, 1.08) | 0.93 (0.84, 1.02) | 0.91 (0.83, 1.01) |
Values are presented as mean±standard deviation or number (%). BMI, body mass index (calculated as weight in kilograms divided by height in meters squared); eGFR, estimated glomerular filtration rate.
PD, Parkinson’s disease; PY, person-years; HR, hazard ratio; CI, confidence interval. Model 1: Unadjusted; Model 2: Adjusted for age and sex; Model 3: Adjusted for age, sex, comorbidities (hypertension, diabetes, dyslipidemia, myocardial infarction, congestive heart failure, and stroke), estimated glomerular filtration rate, body mass index, and lifestyle factors.
PD, Parkinson’s disease; PY, person-years; HR, hazard ratio; CI, confidence interval; BMI, body mass index.
HR, hazard ratios; CI, confidence interval. Model 1: Unadjusted; Model 2: Adjusted for age and sex; Model 3: Model 2+adjusted for comorbidities (hypertension, diabetes, dyslipidemia, myocardial infarction, congestive heart failure, and stroke), estimated glomerular filtration rate, body mass index, and lifestyle factors; Model 4: Model 3+adjusted for depression and anxiety.