1.Artificial intelligence-driven digital transformation for strengthening universal health coverage
Se Young JUNG ; Jiho CHA ; Joon Beom SEO ; Sang Min PARK
Journal of the Korean Medical Association 2026;69(2):146-157
The recent healthcare crisis in South Korea has exposed structural vulnerabilities in essential and regional care, vulnerabilities that are largely driven by a fee-for-service system prioritizing quantitative expansion over quality. This study addresses the urgent need for an artificial intelligence (AI)-driven digital transformation to sustain universal health coverage in the context of rapid demographic change.Current concepts: We propose an AI-driven healthcare system that shifts the care paradigm from reactive treatment toward proactive prevention. Central to this framework is the establishment of a “National Health Data Lakehouse,” a cloud-based infrastructure designed to enable real-time integration of electronic health records and personal health records. We further outline implementation strategies for AI Copilots supporting clinical decision-making, population health management platforms, and the digital transformation of public hospitals, with particular emphasis on ensuring data interoperability and security.Discussion and conclusion: This digital transformation enables a transition toward value-based purchasing and strengthens healthcare delivery through AI-assisted screening and the establishment of regional medical innovation centers. To realize this vision, comprehensive policy reforms are required, including strengthened data governance, clear legal frameworks addressing AI-related liability, and rational reimbursement models aligned with value-based care principles. Ultimately, an AI-integrated national strategy is essential for building a sustainable, equitable, and patient-centered healthcare ecosystem.
2.Usefulness of DKK1 in Estimating Vasculitis Activity and End-Stage Kidney Disease in Antineutrophil Cytoplasmic Antibody-Associated Vasculitis Patients
Hyeok Chan KWON ; Yong-Beom PARK ; Sang-Won LEE
Yonsei Medical Journal 2026;67(1):9-16
Purpose:
To investigate whether serum levels of Dickkopf-related protein-1 (DKK1) are clinically useful in estimating cross-sectional vasculitis activity and predicting future prognosis in patients with antineutrophil cytoplasmic antibody-associated vasculitis (AAV).
Materials and Methods:
This study included 76 patients with AAV. Their clinical data were retrospectively reviewed and serum DKK1 levels were measured in blood samples collected and stored at diagnosis. At diagnosis, the Birmingham vasculitis activity score (BVAS) and the five-factor score (FFS) were assessed as AAV activity indices, and the erythrocyte sedimentation rate and Creactive protein (CRP) level were recorded as acute-phase reactants. All-cause mortality and end-stage kidney disease (ESKD) were investigated as poor outcomes during follow-up.
Results:
Among the 76 patients with AAV (31 males, and 45 females), the median age was 63.5 years. At diagnosis, serum DKK1 levels were significantly correlated with BVAS, FFS, CRP, serum albumin, and serum creatinine levels. Using receiver operating characteristic curve analysis, the cut-off serum DKK1 level for predicting ESKD was determined to be 3925.0 pg/mL. Patients with serum DKK1 levels ≥3925.0 pg/mL at diagnosis displayed a significantly higher risk of ESKD progression (relative risk 5.357) and exhibited a significantly lower cumulative ESKD-free survival rate during follow-up than those with lower levels.
Conclusion
The present study is the first to demonstrate that serum DKK1 levels at diagnosis are useful in assessing vasculitis activity at diagnosis and predicting future ESKD progression in patients with AAV.
3.Reclassification of the overlap syndrome of Behçet’s disease and antineutrophil cytoplasmic antibody-associated vasculitis in patients with Behçet’s disease
Tae Geom LEE ; Jang Woo HA ; Jason Jungsik SONG ; Yong-Beom PARK ; Sang-Won LEE
The Korean Journal of Internal Medicine 2025;40(1):135-147
Background/Aims:
This study applied the 2022 American College of Rheumatology/European Alliance of Associations for Rheumatology (ACR/EULAR) criteria for antineutrophil cytoplasmic antibody (ANCA)-associated vasculitis (AAV) to patients with Behçet’s disease (BD) to investigate the proportion and clinical implications of the reclassification to the overlap syndrome of BD and AAV (OS-BD-AAV).
Methods:
We included 280 BD patients presenting with ANCA positivity but without medical conditions mimicking AAV at diagnosis. Demographic data, items from the 2014 revised International Criteria for BD and 2022 American College of Rheumatology and European Alliance of Associations for Rheumatology criteria for AAV, ANCA positivity, and laboratory results were recorded as clinical data at diagnosis. A total score ≥ 5 indicated microscopic polyangiitis (MPA) and granulomatosis with polyangiitis (GPA), whereas a total score ≥ 6 indicated a diagnosis of eosinophilic GPA (EGPA).
Results:
The overall reclassification rate of OS-BD-AAV was 8.6%. Of the 280 patients, 16 (5.7%) and 8 (2.9%) were reclassified as having OS-BD-MPA and OS-BD-GPA, respectively; none were classified as having OS-BD-EGPA. ANCA, myeloperoxidase-ANCA (P-ANCA), proteinase 3-ANCA (C-ANCA) positivity, hearing loss, and interstitial lung disease (ILD) at diagnosis were more common in patients with OS-BD-AAV than in those without. ANCA positivity and ILD at BD diagnosis contributed to the reclassification of OS-BD-AAV. However, hearing loss was not considered a major contributor to BD due to its possibility of developing as a manifestation of BD.
Conclusions
To our knowledge, this is the first study to demonstrate the reclassification rate (8.6%) of patients with BD and ANCA results at diagnosis as OS-BD-AAV.
4.Clinical perspective on serum periostin in antineutrophil-cytoplasmic antibody-associated vasculitis
Taejun YOON ; Jiyeol YOON ; Eunhee KO ; Yong-Beom PARK ; Sang-Won LEE
The Korean Journal of Internal Medicine 2025;40(3):512-523
Background/Aims:
This study evaluated the clinical utility of serum periostin measured at diagnosis in reflecting activity at diagnosis and predicting all-cause mortality during follow-up in patients with antineutrophil cytoplasmic antibody-associated vasculitis (AAV).
Methods:
This study included 76 patients with AAV whose serum periostin was measured from sera collected and stored at diagnosis. The correlation of either serum periostin or the Birmingham Vasculitis Activity Score (BVAS) with other variables was evaluated. Cumulative survival rates were compared using Kaplan–Meier survival analysis. The variables at diagnosis were compared between deceased and surviving patients. Hazard ratios were obtained by Cox proportional hazard analysis.
Results:
The median age of the 76 patients was 64.0 years and 60.5% were female. The median BVAS and serum periostin were 5.0 and 10.9 ng/mL, respectively. Five of the 76 patients (6.6%) died. Serum periostin was independently correlated with cross-sectional BVAS, the Vasculitis Damage Index (VDI), white blood cell count, and serum albumin. Patients with serum periostin ≥ 15.9 ng/mL at diagnosis had a significantly lower cumulative survival rate than those without. In addition to high VDI, dyslipidaemia frequency, and C-reactive protein, deceased patients showed higher serum periostin than surviving patients. In multivariable Cox analysis, however, only dyslipidaemia rather than serum periostin was identified as an independent predictor of all-cause mortality.
Conclusions
This study is the first to demonstrate that serum periostin at diagnosis could independently reflect cross-sectional BVAS and further partially contribute to all-cause mortality prediction in patients with AAV.
5.Adjusted Global Antiphospholipid Syndrome Score Is Associated with End-Stage Kidney Disease in Patients with ANCA-Associated Vasculitis:A Single-Centre Pilot Study
Pil Gyu PARK ; Hyun Joon CHOI ; Yong-Beom PARK ; Sang-Won LEE
Yonsei Medical Journal 2025;66(6):337-345
Purpose:
The adjusted Global Antiphospholipid Syndrome (APS) Score (aGAPSS) was developed for assessing the probability of thrombotic events in APS patients. This study investigated whether the aGAPSS at diagnosis was associated with poor outcomes during follow-up in patients with antineutrophil cytoplasmic antibody (ANCA)-associated vasculitis (AAV).
Materials and Methods:
This study included 170 AAV patients who had the results of APS-related antibodies at diagnosis but were not diagnosed with APS. All-cause mortality, end-stage kidney disease (ESKD), cerebrovascular accident, and acute coronary syndrome were considered poor AAV outcomes. The aGAPSS comprises five items, with 5, 4, 4, 3, and 1 points assigned to anticardiolipin antibodies, anti-β2-glycoprotein 1 antibodies, lupus anticoagulants, hyperlipidaemia, and arterial hypertension at AAV diagnosis, respectively.
Results:
The median age of the 170 patients [93 microscopic polyangiitis (MPA), 44 granulomatosis with polyangiitis (GPA), and 33 eosinophilic GPA (EGPA)] was 63.0 years. The optimal cut-off of the aGAPSS at diagnosis for ESKD during follow-up was set as two using the receiver operating characteristic curve. AAV patients with an aGAPSS ≥2 at diagnosis exhibited a significantly reduced ESKD-free survival rate compared to those with an aGAPSS <2 at diagnosis (p=0.045). Additionally, MPA and GPA patients, excluding EGPA patients for whom the median aGAPSS at diagnosis was close to 0, also showed similar patterns to the results among the 170 patients with AAV (p=0.021).
Conclusion
This study is the first to demonstrate that the aGAPSS at diagnosis was significantly associated with ESKD during follow-up in AAV patients without APS.
6.Immunologic Response and Effects of COVID-19Vaccines in Patients with Antineutrophil Cytoplasmic Antibody-Associated Vasculitis
Ki Hyun LEE ; Hyunsue DO ; Jun Yong CHOI ; Yong-Beom PARK ; Sinyoung KIM ; Sang-Won LEE ; Su Jin JEONG
Yonsei Medical Journal 2025;66(5):259-268
Purpose:
The immunological response and adverse effects of antineutrophil cytoplasmic antibody-associated vasculitis (AAV) in patients receiving coronavirus disease-2019 (COVID-19) vaccines remain unclear. We aimed to evaluate the effects of these vaccines on AAV disease activity.
Materials and Methods:
We reviewed the medical records of 52 patients with AAV who had received at least second doses of the COVID-19 vaccine and evaluated their immunogenicity by measuring the anti-spike (S) antibody (Ab) titer levels using the Roche Elecsys® immunoassay. Responses to the Birmingham Vasculitis Activity Score (BVAS) tool and 36-Item Short Form Survey before and after vaccination were obtained to assess AAV disease activity. Vaccine reactivity was measured using a standardized questionnaire.
Results:
We enrolled 52 patients with AAV. No differences were found between those who received second and third doses of vaccination in terms of AAV type, disease activity, vaccine type, or the use of immunosuppressive agents, including steroids. The median anti-S Ab titer was 3967.0 after third doses compared to 419.0 after second doses (p=0.001). Except for mycophenolate mofetil (MMF), when immunosuppressants were administered in conjunction with steroids, the Ab titer was higher after the third vaccination than that after the second dose. The BVAS remained unchanged before and after second and third doses. No life-threatening adverse events were reported.
Conclusion
Although COVID-19 vaccine may not produce sufficient antibodies in patients taking MMF, the vaccine did not exacerbate disease activity or cause severe side effects. Therefore, COVID-19 vaccines should be considered in patients with AAV.
7.Erratum: Implication of serious infections in patients with antineutrophil cytoplasmic antibody-associated vasculitis for the first cycle of rituximab: a pilot study in a single Korean center
Hyunsue DO ; Jung Yoon PYO ; Jason Jungsik SONG ; Yong-Beom PARK ; Sang-Won LEE
Journal of Rheumatic Diseases 2025;32(1):68-68
8.Adjusted Global Antiphospholipid Syndrome Score Is Associated with End-Stage Kidney Disease in Patients with ANCA-Associated Vasculitis:A Single-Centre Pilot Study
Pil Gyu PARK ; Hyun Joon CHOI ; Yong-Beom PARK ; Sang-Won LEE
Yonsei Medical Journal 2025;66(6):337-345
Purpose:
The adjusted Global Antiphospholipid Syndrome (APS) Score (aGAPSS) was developed for assessing the probability of thrombotic events in APS patients. This study investigated whether the aGAPSS at diagnosis was associated with poor outcomes during follow-up in patients with antineutrophil cytoplasmic antibody (ANCA)-associated vasculitis (AAV).
Materials and Methods:
This study included 170 AAV patients who had the results of APS-related antibodies at diagnosis but were not diagnosed with APS. All-cause mortality, end-stage kidney disease (ESKD), cerebrovascular accident, and acute coronary syndrome were considered poor AAV outcomes. The aGAPSS comprises five items, with 5, 4, 4, 3, and 1 points assigned to anticardiolipin antibodies, anti-β2-glycoprotein 1 antibodies, lupus anticoagulants, hyperlipidaemia, and arterial hypertension at AAV diagnosis, respectively.
Results:
The median age of the 170 patients [93 microscopic polyangiitis (MPA), 44 granulomatosis with polyangiitis (GPA), and 33 eosinophilic GPA (EGPA)] was 63.0 years. The optimal cut-off of the aGAPSS at diagnosis for ESKD during follow-up was set as two using the receiver operating characteristic curve. AAV patients with an aGAPSS ≥2 at diagnosis exhibited a significantly reduced ESKD-free survival rate compared to those with an aGAPSS <2 at diagnosis (p=0.045). Additionally, MPA and GPA patients, excluding EGPA patients for whom the median aGAPSS at diagnosis was close to 0, also showed similar patterns to the results among the 170 patients with AAV (p=0.021).
Conclusion
This study is the first to demonstrate that the aGAPSS at diagnosis was significantly associated with ESKD during follow-up in AAV patients without APS.
9.Immunologic Response and Effects of COVID-19Vaccines in Patients with Antineutrophil Cytoplasmic Antibody-Associated Vasculitis
Ki Hyun LEE ; Hyunsue DO ; Jun Yong CHOI ; Yong-Beom PARK ; Sinyoung KIM ; Sang-Won LEE ; Su Jin JEONG
Yonsei Medical Journal 2025;66(5):259-268
Purpose:
The immunological response and adverse effects of antineutrophil cytoplasmic antibody-associated vasculitis (AAV) in patients receiving coronavirus disease-2019 (COVID-19) vaccines remain unclear. We aimed to evaluate the effects of these vaccines on AAV disease activity.
Materials and Methods:
We reviewed the medical records of 52 patients with AAV who had received at least second doses of the COVID-19 vaccine and evaluated their immunogenicity by measuring the anti-spike (S) antibody (Ab) titer levels using the Roche Elecsys® immunoassay. Responses to the Birmingham Vasculitis Activity Score (BVAS) tool and 36-Item Short Form Survey before and after vaccination were obtained to assess AAV disease activity. Vaccine reactivity was measured using a standardized questionnaire.
Results:
We enrolled 52 patients with AAV. No differences were found between those who received second and third doses of vaccination in terms of AAV type, disease activity, vaccine type, or the use of immunosuppressive agents, including steroids. The median anti-S Ab titer was 3967.0 after third doses compared to 419.0 after second doses (p=0.001). Except for mycophenolate mofetil (MMF), when immunosuppressants were administered in conjunction with steroids, the Ab titer was higher after the third vaccination than that after the second dose. The BVAS remained unchanged before and after second and third doses. No life-threatening adverse events were reported.
Conclusion
Although COVID-19 vaccine may not produce sufficient antibodies in patients taking MMF, the vaccine did not exacerbate disease activity or cause severe side effects. Therefore, COVID-19 vaccines should be considered in patients with AAV.
10.Reclassification of the overlap syndrome of Behçet’s disease and antineutrophil cytoplasmic antibody-associated vasculitis in patients with Behçet’s disease
Tae Geom LEE ; Jang Woo HA ; Jason Jungsik SONG ; Yong-Beom PARK ; Sang-Won LEE
The Korean Journal of Internal Medicine 2025;40(1):135-147
Background/Aims:
This study applied the 2022 American College of Rheumatology/European Alliance of Associations for Rheumatology (ACR/EULAR) criteria for antineutrophil cytoplasmic antibody (ANCA)-associated vasculitis (AAV) to patients with Behçet’s disease (BD) to investigate the proportion and clinical implications of the reclassification to the overlap syndrome of BD and AAV (OS-BD-AAV).
Methods:
We included 280 BD patients presenting with ANCA positivity but without medical conditions mimicking AAV at diagnosis. Demographic data, items from the 2014 revised International Criteria for BD and 2022 American College of Rheumatology and European Alliance of Associations for Rheumatology criteria for AAV, ANCA positivity, and laboratory results were recorded as clinical data at diagnosis. A total score ≥ 5 indicated microscopic polyangiitis (MPA) and granulomatosis with polyangiitis (GPA), whereas a total score ≥ 6 indicated a diagnosis of eosinophilic GPA (EGPA).
Results:
The overall reclassification rate of OS-BD-AAV was 8.6%. Of the 280 patients, 16 (5.7%) and 8 (2.9%) were reclassified as having OS-BD-MPA and OS-BD-GPA, respectively; none were classified as having OS-BD-EGPA. ANCA, myeloperoxidase-ANCA (P-ANCA), proteinase 3-ANCA (C-ANCA) positivity, hearing loss, and interstitial lung disease (ILD) at diagnosis were more common in patients with OS-BD-AAV than in those without. ANCA positivity and ILD at BD diagnosis contributed to the reclassification of OS-BD-AAV. However, hearing loss was not considered a major contributor to BD due to its possibility of developing as a manifestation of BD.
Conclusions
To our knowledge, this is the first study to demonstrate the reclassification rate (8.6%) of patients with BD and ANCA results at diagnosis as OS-BD-AAV.

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