, Jimin Park2, Tae Hyung Kim3,4
1Department of Family Medicine, Nowon Eulji Medical Center, Eulji University School of Medicine, Seoul, Korea
2Department of Medicine, Eulji University School of Medicine, Seoul, Korea
3Department of Radiation Oncology, Nowon Eulji Medical Center, Eulji University School of Medicine, Seoul, Korea
4Department of Radiation Oncology, Yonsei Cancer Center, Yonsei University College of Medicine, Seoul, Korea
Copyright © 2026 by the Korean Cancer Association
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Ethical Statement
The study adhered to the ethical guidelines of the 1964 Declaration of Helsinki and subsequent amendments and was approved by the Institutional Review Board (IRB) of Eulji University (IRB number: 2024-09-007). Informed consent was waived due to the use of anonymized data from the NHIS database, in accordance with the Personal Data Protection Act.
Author Contributions
Conceived and designed the analysis: Lee JH, Kim TH.
Collected the data: Lee JH, Kim TH.
Contributed data or analysis tools: Lee JH, Kim TH.
Performed the analysis: Lee JH, Park J, Kim TH.
Wrote the paper: Lee JH, Kim TH.
Final approval: Lee JH, Park J, Kim TH.
Conflict of Interest
Conflict of interest relevant to this article was not reported.
Funding
This research was supported by EMBRI Grants 2024-0094 from Eulji University.
| Variable |
Before matching |
After matching |
||||||
|---|---|---|---|---|---|---|---|---|
| Control | BC with RT | Total | p-value | Control | BC with RT | Total | p-value | |
| No. | 2,494,462 | 65,424 | 2,559,886 | 325,940 | 65,188 | 391,128 | ||
| Matched variables | ||||||||
| Age (yr) | 51.0±10.2 | 50.8±10.1 | 51.0±10.2 | 0.016 | 50.9±10.1 | 50.9±10.1 | 50.9±10.1 | > 0.99 |
| HTN | 558,620 (22.4) | 15,968 (24.4) | 574,588 (22.4) | < 0.001 | 79,715 (24.5) | 15,943 (24.5) | 95,658 (24.5) | > 0.99 |
| T2DM | 264,412 (10.6) | 8,894 (13.6) | 273,306 (10.7) | < 0.001 | 44,325 (13.6) | 8,865 (13.6) | 53,190 (13.6) | > 0.99 |
| DLD | 269,639 (10.8) | 10,720 (16.4) | 280,359 (11.0) | < 0.001 | 52,520 (16.1) | 10,504 (16.1) | 63,024 (16.1) | > 0.99 |
| Unmatched variables | ||||||||
| Low income | 468,490 (18.8) | 10,999 (16.8) | 479,489 (18.7) | < 0.001 | 64,035 (19.6) | 10,690 (16.4) | 74,725 (19.1) | < 0.001 |
| Residential area | ||||||||
| Rural | 757,510 (30.4) | 16,412 (25.1) | 773,922 (30.2) | < 0.001 | 98,498 (30.2) | 16,350 (25.1) | 114,848 (29.4) | < 0.001 |
| Urban | 1,736,952 (69.6) | 49,012 (74.9) | 1,785,964 (69.8) | 227,442 (69.8) | 48,838 (74.9) | 276,280 (70.6) | ||
| National Health Screening Program participantsa) | ||||||||
| No. | 804,349 | 16,636 | 820,985 | 106,870 | 16,605 | 123,475 | ||
| Age (yr) | 52.0±9.4 | 52.7±9.4 | 52.0±9.4 | < 0.001 | 51.9±9.3 | 52.7±9.4 | 52.0±9.3 | < 0.001 |
| BMI (kg/m2) | 23.6±3.2 | 23.6±3.3 | 23.6±3.2 | 0.077 | 23.6±3.3 | 23.6±3.3 | 23.6±3.3 | 0.266 |
| WC (cm) | 77.0±8.5 | 77.3±8.7 | 77.0±8.5 | < 0.001 | 77.2±8.6 | 77.3±8.7 | 77.2±8.6 | 0.094 |
| SBP (mmHg) | 120.2±15.1 | 120.0±15.3 | 120.2±15.1 | 0.025 | 120.4±15.1 | 120.0±15.3 | 120.3±15.2 | 0.002 |
| DBP (mmHg) | 74.7±9.9 | 74.4±9.9 | 74.7±9.9 | 0.001 | 74.8±9.9 | 74.5±9.9 | 74.7±9.9 | < 0.001 |
| Low income | 161,263 (20.0) | 2,911 (17.5) | 164,174 (20.0) | < 0.001 | 22,910 (21.4) | 2,879 (17.3) | 25,789 (20.9) | < 0.001 |
| Residential area | ||||||||
| Rural | 257,017 (32.0) | 4,332 (26.0) | 261,349 (31.8) | < 0.001 | 33,852 (31.7) | 4,328 (26.1) | 38,180 (30.9) | < 0.001 |
| Urban | 547,332 (68.0) | 12,304 (74.0) | 559,636 (68.2) | 73,018 (68.3) | 12,277 (73.9) | 85,295 (69.1) | ||
| Current smoker | 24,341 (3.0) | 414 (2.5) | 24,755 (3.0) | < 0.001 | 3,309 (3.1) | 413 (2.5) | 3,722 (3.0) | < 0.001 |
| Alcohol drinker | 185,727 (23.2) | 2,330 (14.1) | 188,057 (23.0) | < 0.001 | 24,663 (23.2) | 2,324 (14.1) | 26,987 (22.0) | < 0.001 |
| Regular exerciser | 119,563 (14.9) | 3,238 (19.5) | 122,801 (15.0) | < 0.001 | 16,088 (15.1) | 3,234 (19.5) | 19,322 (15.7) | < 0.001 |
| FBG (mg/dL) | 96.5±21.1 | 97.5±21.1 | 96.6±21.1 | < 0.001 | 97.6±23.2 | 97.5±21.1 | 97.5±22.9 | 0.782 |
| AST (U/L) | 21.0±19.7 | 22.9±24.0 | 21.0±19.8 | < 0.001 | 21.3±22.1 | 23.0±24.0 | 21.5±22.4 | < 0.001 |
| ALT (U/L) | 23.8±16.1 | 25.3±17.2 | 23.8±16.2 | < 0.001 | 23.9±16.6 | 25.3±17.2 | 24.1±16.6 | < 0.001 |
| TCHOL (mg/dL) | 199.8±37.1 | 195.4±37.8 | 199.7±37.1 | < 0.001 | 200.2±37.8 | 195.5±37.8 | 199.5±37.8 | < 0.001 |
| TG (mg/dL) | 96 (68-138) | 101 (72-146) | 96 (68-138) | < 0.001 | 97 (69-140) | 101 (72-146) | 97 (69-141) | < 0.001 |
| HDL-C (mg/dL) | 58.4±14.0 | 56.5±13.9 | 58.3±14.0 | < 0.001 | 58.2±14.0 | 56.5±13.9 | 58.0±14.0 | < 0.001 |
| HTN | 195,656 (24.3) | 4,494 (27.0) | 200,150 (24.4) | < 0.001 | 27,907 (26.1) | 4,491 (27.0) | 32,398 (26.2) | 0.011 |
| T2DM | 89,928 (11.2) | 2,486 (14.9) | 92,414 (11.3) | < 0.001 | 15,400 (14.4) | 2,482 (14.9) | 17,882 (14.5) | 0.069 |
| DLD | 103,990 (12.9) | 3,041 (18.3) | 107,031 (13.0) | < 0.001 | 19,989 (18.7) | 3,012 (18.1) | 23,001 (18.6) | 0.084 |
Values are presented as mean±SD, number (%), or median (range). ALT, alanine aminotransferase; AST, aspartate aminotransferase; BC, breast cancer; BMI, body mass index; DBP, diastolic blood pressure; DLD, dyslipidemia; FBG, fasting blood glucose; HDL-C, high-density lipoprotein cholesterol; HTN, hypertension; RT, radiotherapy; SBP, systolic blood pressure; SD, standard deviation; T2DM, type 2 diabetes mellitus; TCHOL, total cholesterol; TG, triglyceride; WC, waist circumference.
a) Variables collected exclusively in the subset who underwent the National Health Screening Program.
| Control | BC with RT | |
|---|---|---|
| No. | 325,940 | 65,188 |
| Follow-up time (yr) | 10.0±2.1 | 9.4±2.8 |
| Incident CADa) cases | 3,408 | 444 |
| Mortality from non-CAD causes | 12,713 | 8,286 |
| Control HR | BC with RT HR (95% CI) | p-value | |
|---|---|---|---|
| Risk of CADa) | |||
| Unadjusted | 1 (reference) | 0.65 (0.59-0.72) | < 0.001 |
| Adjustedb) | 1 (reference) | 0.66 (0.60-0.73) | < 0.001 |
| Risk of mortality from non-CAD causes | |||
| Unadjusted | 1 (reference) | 3.47 (3.38-3.57) | < 0.001 |
| Adjusted | 1 (reference) | 3.57 (3.48-3.67) | < 0.001 |
| Variable | Before matching |
After matching |
||||||
|---|---|---|---|---|---|---|---|---|
| Control | BC with RT | Total | p-value | Control | BC with RT | Total | p-value | |
| No. | 2,494,462 | 65,424 | 2,559,886 | 325,940 | 65,188 | 391,128 | ||
| Matched variables | ||||||||
| Age (yr) | 51.0±10.2 | 50.8±10.1 | 51.0±10.2 | 0.016 | 50.9±10.1 | 50.9±10.1 | 50.9±10.1 | > 0.99 |
| HTN | 558,620 (22.4) | 15,968 (24.4) | 574,588 (22.4) | < 0.001 | 79,715 (24.5) | 15,943 (24.5) | 95,658 (24.5) | > 0.99 |
| T2DM | 264,412 (10.6) | 8,894 (13.6) | 273,306 (10.7) | < 0.001 | 44,325 (13.6) | 8,865 (13.6) | 53,190 (13.6) | > 0.99 |
| DLD | 269,639 (10.8) | 10,720 (16.4) | 280,359 (11.0) | < 0.001 | 52,520 (16.1) | 10,504 (16.1) | 63,024 (16.1) | > 0.99 |
| Unmatched variables | ||||||||
| Low income | 468,490 (18.8) | 10,999 (16.8) | 479,489 (18.7) | < 0.001 | 64,035 (19.6) | 10,690 (16.4) | 74,725 (19.1) | < 0.001 |
| Residential area | ||||||||
| Rural | 757,510 (30.4) | 16,412 (25.1) | 773,922 (30.2) | < 0.001 | 98,498 (30.2) | 16,350 (25.1) | 114,848 (29.4) | < 0.001 |
| Urban | 1,736,952 (69.6) | 49,012 (74.9) | 1,785,964 (69.8) | 227,442 (69.8) | 48,838 (74.9) | 276,280 (70.6) | ||
| National Health Screening Program participants |
||||||||
| No. | 804,349 | 16,636 | 820,985 | 106,870 | 16,605 | 123,475 | ||
| Age (yr) | 52.0±9.4 | 52.7±9.4 | 52.0±9.4 | < 0.001 | 51.9±9.3 | 52.7±9.4 | 52.0±9.3 | < 0.001 |
| BMI (kg/m2) | 23.6±3.2 | 23.6±3.3 | 23.6±3.2 | 0.077 | 23.6±3.3 | 23.6±3.3 | 23.6±3.3 | 0.266 |
| WC (cm) | 77.0±8.5 | 77.3±8.7 | 77.0±8.5 | < 0.001 | 77.2±8.6 | 77.3±8.7 | 77.2±8.6 | 0.094 |
| SBP (mmHg) | 120.2±15.1 | 120.0±15.3 | 120.2±15.1 | 0.025 | 120.4±15.1 | 120.0±15.3 | 120.3±15.2 | 0.002 |
| DBP (mmHg) | 74.7±9.9 | 74.4±9.9 | 74.7±9.9 | 0.001 | 74.8±9.9 | 74.5±9.9 | 74.7±9.9 | < 0.001 |
| Low income | 161,263 (20.0) | 2,911 (17.5) | 164,174 (20.0) | < 0.001 | 22,910 (21.4) | 2,879 (17.3) | 25,789 (20.9) | < 0.001 |
| Residential area | ||||||||
| Rural | 257,017 (32.0) | 4,332 (26.0) | 261,349 (31.8) | < 0.001 | 33,852 (31.7) | 4,328 (26.1) | 38,180 (30.9) | < 0.001 |
| Urban | 547,332 (68.0) | 12,304 (74.0) | 559,636 (68.2) | 73,018 (68.3) | 12,277 (73.9) | 85,295 (69.1) | ||
| Current smoker | 24,341 (3.0) | 414 (2.5) | 24,755 (3.0) | < 0.001 | 3,309 (3.1) | 413 (2.5) | 3,722 (3.0) | < 0.001 |
| Alcohol drinker | 185,727 (23.2) | 2,330 (14.1) | 188,057 (23.0) | < 0.001 | 24,663 (23.2) | 2,324 (14.1) | 26,987 (22.0) | < 0.001 |
| Regular exerciser | 119,563 (14.9) | 3,238 (19.5) | 122,801 (15.0) | < 0.001 | 16,088 (15.1) | 3,234 (19.5) | 19,322 (15.7) | < 0.001 |
| FBG (mg/dL) | 96.5±21.1 | 97.5±21.1 | 96.6±21.1 | < 0.001 | 97.6±23.2 | 97.5±21.1 | 97.5±22.9 | 0.782 |
| AST (U/L) | 21.0±19.7 | 22.9±24.0 | 21.0±19.8 | < 0.001 | 21.3±22.1 | 23.0±24.0 | 21.5±22.4 | < 0.001 |
| ALT (U/L) | 23.8±16.1 | 25.3±17.2 | 23.8±16.2 | < 0.001 | 23.9±16.6 | 25.3±17.2 | 24.1±16.6 | < 0.001 |
| TCHOL (mg/dL) | 199.8±37.1 | 195.4±37.8 | 199.7±37.1 | < 0.001 | 200.2±37.8 | 195.5±37.8 | 199.5±37.8 | < 0.001 |
| TG (mg/dL) | 96 (68-138) | 101 (72-146) | 96 (68-138) | < 0.001 | 97 (69-140) | 101 (72-146) | 97 (69-141) | < 0.001 |
| HDL-C (mg/dL) | 58.4±14.0 | 56.5±13.9 | 58.3±14.0 | < 0.001 | 58.2±14.0 | 56.5±13.9 | 58.0±14.0 | < 0.001 |
| HTN | 195,656 (24.3) | 4,494 (27.0) | 200,150 (24.4) | < 0.001 | 27,907 (26.1) | 4,491 (27.0) | 32,398 (26.2) | 0.011 |
| T2DM | 89,928 (11.2) | 2,486 (14.9) | 92,414 (11.3) | < 0.001 | 15,400 (14.4) | 2,482 (14.9) | 17,882 (14.5) | 0.069 |
| DLD | 103,990 (12.9) | 3,041 (18.3) | 107,031 (13.0) | < 0.001 | 19,989 (18.7) | 3,012 (18.1) | 23,001 (18.6) | 0.084 |
| Control | BC with RT | |
|---|---|---|
| No. | 325,940 | 65,188 |
| Follow-up time (yr) | 10.0±2.1 | 9.4±2.8 |
| Incident CAD |
3,408 | 444 |
| Mortality from non-CAD causes | 12,713 | 8,286 |
| Control HR | BC with RT HR (95% CI) | p-value | |
|---|---|---|---|
| Risk of CAD |
|||
| Unadjusted | 1 (reference) | 0.65 (0.59-0.72) | < 0.001 |
| Adjusted |
1 (reference) | 0.66 (0.60-0.73) | < 0.001 |
| Risk of mortality from non-CAD causes | |||
| Unadjusted | 1 (reference) | 3.47 (3.38-3.57) | < 0.001 |
| Adjusted | 1 (reference) | 3.57 (3.48-3.67) | < 0.001 |
Values are presented as mean±SD, number (%), or median (range). ALT, alanine aminotransferase; AST, aspartate aminotransferase; BC, breast cancer; BMI, body mass index; DBP, diastolic blood pressure; DLD, dyslipidemia; FBG, fasting blood glucose; HDL-C, high-density lipoprotein cholesterol; HTN, hypertension; RT, radiotherapy; SBP, systolic blood pressure; SD, standard deviation; T2DM, type 2 diabetes mellitus; TCHOL, total cholesterol; TG, triglyceride; WC, waist circumference. Variables collected exclusively in the subset who underwent the National Health Screening Program.
BC, breast cancer; CAD, coronary artery disease; RT, radiotherapy. Includes nonfatal and fatal CAD.
BC, breast cancer; CAD, coronary artery disease; CI, confidence interval; HR, hazard ratio; RT, radiotherapy. Includes nonfatal and fatal CAD, Adjusted for low income and residential area.
