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Big Data Research for Diabetes-Related Diseases Using the Korean National Health Information Database
Kyung-Soo Kim, Bongseong Kim, Kyungdo Han
Diabetes Metab J. 2025;49(1):13-21.   Published online January 1, 2025
DOI: https://doi.org/10.4093/dmj.2024.0780
  • 5,737 View
  • 288 Download
  • 7 Web of Science
  • 9 Crossref
AbstractAbstract PDFSupplementary MaterialPubReader   ePub   
The Korean National Health Information Database (NHID), which contains nationwide real-world claims data including sociodemographic data, health care utilization data, health screening data, and healthcare provider information, is a powerful resource to test various hypotheses. It is also longitudinal in nature due to the recommended health checkup every 2 years and is appropriate for long-term follow-up study as well as evaluating the relationships between health outcomes and changes in parameters such as lifestyle factors, anthropometric measurements, and laboratory results. However, because these data are not collected for research purposes, precise operational definitions of diseases are required to facilitate big data analysis using the Korean NHID. In this review, we describe the characteristics of the Korean NHID, operational definitions of diseases used for research related to diabetes, and introduce representative research for diabetes-related diseases using the Korean NHID.

Citations

Citations to this article as recorded by  
  • Elevated triglyceride‐glucose index is associated with increased risk of chronic kidney disease and end‐stage renal disease in type 1 diabetes: Nationwide cohort study
    Rosa Oh, Seohyun Kim, So Hyun Cho, Ji Yoon Kim, Myunghwa Jang, Sang Ho Park, You‐Bin Lee, Sang‐Man Jin, Kyu Yeon Hur, Gyuri Kim, Jae Hyeon Kim
    Diabetes, Obesity and Metabolism.2026;[Epub]     CrossRef
  • Reproductive Lifespan and Reproductive Factors in Relation to Dementia Risk in Postmenopausal Women With Type 2 Diabetes
    Jin Yu, Jae-Hyoung Cho, Kyungdo Han, Yong-Moon Mark Park, Seung-Hwan Lee
    Diabetes Care.2026; 49(2): 292.     CrossRef
  • Prevalence, Incidence, and Metabolic Characteristics of Young Adults with Type 2 Diabetes Mellitus in South Korea (2010–2020)
    Ji Yoon Kim, Jiyoon Lee, Joon Ho Moon, Se Eun Park, Seung-Hyun Ko, Sung Hee Choi, Nam Hoon Kim
    Diabetes & Metabolism Journal.2025; 49(2): 172.     CrossRef
  • In Reply: Ischemic Stroke, Type 2 Diabetes, Glucose-Lowering Drugs, and Cardiovascular Events
    Jae Hyun Bae, Jimi Choi, Nam Hoon Kim, Sin Gon Kim
    Mayo Clinic Proceedings.2025; 100(7): 1255.     CrossRef
  • Physical activity intensity and amount are inversely correlated with the risk of tuberculosis in patients with diabetes
    Chiwook Chung, Kyu Na Lee, Kyungdo Han, Junhee Park, Dong Wook Shin, Sei Won Lee
    Scientific Reports.2025;[Epub]     CrossRef
  • Association of temporal MASLD with type 2 diabetes, cardiovascular disease and mortality
    Eugene Han, Kyung-Do Han, Yong-ho Lee, Kyung-Soo Kim, Sangmo Hong, Jung Hwan Park, Cheol-Young Park
    Cardiovascular Diabetology.2025;[Epub]     CrossRef
  • Inverse Association Between METS-IR and Lung Cancer Risk: The Role of BMI in a Nationwide Korean Cohort
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    Cancers.2025; 17(23): 3727.     CrossRef
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    Do Kyeong Song, Yeon-Ah Sung, Young Sun Hong, Min-ho Kim, Hyejin Lee
    Cardiovascular Diabetology – Endocrinology Reports.2025;[Epub]     CrossRef
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    Diabetes, Obesity and Metabolism.2025;[Epub]     CrossRef
Original Article
Drug/Regimen
Article image
Efficacy and Safety of IDegAsp in a Real-World Korean Population with Type 2 Diabetes Mellitus
Shinae Kang, Yu-Bae Ahn, Tae Keun Oh, Won-Young Lee, Sung Wan Chun, Boram Bae, Amine Dahaoui, Jin Sook Jeong, Sungeun Jung, Hak Chul Jang
Diabetes Metab J. 2024;48(5):929-936.   Published online February 27, 2024
DOI: https://doi.org/10.4093/dmj.2023.0297
  • 7,233 View
  • 286 Download
  • 3 Web of Science
  • 3 Crossref
AbstractAbstract PDFSupplementary MaterialPubReader   ePub   
Background
This study investigated the real-world efficacy and safety of insulin degludec/insulin aspart (IDegAsp) in Korean adults with type 2 diabetes mellitus (T2DM), whose insulin treatment was switched to IDegAsp.
Methods
This was a multicenter, retrospective, observational study comprising two 26-week treatment periods, before and after switching to IDegAsp, respectively. Korean adults with uncontrolled T2DM treated with basal or premix insulin (±oral antidiabetic drugs) were enrolled. The primary objective was to compare the degree of glycosylated hemoglobin (HbA1c) change in each 26-week observation period. The analyses included changes in HbA1c, fasting plasma glucose (FPG), body weight, proportion of participants achieving HbA1c <7.0%, hypoglycemic events, and total daily insulin dose (ClinicalTrials.gov, number NCT04656106).
Results
In total, 196 adults (mean age, 65.95 years; mean T2DM duration, 18.99 years) were analyzed. The change in both HbA1c and FPG were significantly different between the pre-switching and the post-switching period (0.28% vs. –0.51%, P<0.001; 5.21 mg/dL vs. –23.10 mg/dL, P=0.005), respectively. After switching, the rate of achieving HbA1c <7.0% was significantly improved (5.10% at baseline vs. 11.22% with IDegAsp, P=0.012). No significant differences (before vs. after switching) were observed in body weight change, and total daily insulin dose. The rates of overall and severe hypoglycemia were similar in the two periods.
Conclusion
In real-world clinical practice in Korea, the change of insulin regimen to IDegAsp was associated with an improvement in glycemic control without increase of hypoglycemia, supporting the use of IDegAsp for patients with T2DM uncontrolled with basal or premix insulin.

Citations

Citations to this article as recorded by  
  • Switching to insulin degludec/aspart penfill reusable cartridges in patients with type 2 diabetes mellitus: real-life outcomes
    Sezin Dogan Çakır, Hatice Deniz Yücel, Zeynep Akgül Kızılçay, Mine Adaş
    Diabetology & Metabolic Syndrome.2025;[Epub]     CrossRef
  • Efficacy and safety of insulin degludec/aspart in patients with type 2 and type 1 diabetes mellitus: real-world evidence from Indonesia
    Hendra Zufry, Krishna Wardhana Sucipto, Agustia Sukri Ekadamayanti, Qanita Iqbal
    Frontiers in Endocrinology.2025;[Epub]     CrossRef
  • Switching from Premixed Insulin to Insulin Degludec/Insulin Aspart for the Management of Type 2 Diabetes Mellitus: Implications of a Real-World Study on Insulin Degludec Dosing
    Yiming Wu, Junqing Zhang, Ang Li
    Diabetes Therapy.2024; 15(12): 2515.     CrossRef
Review
Others
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Current Trends of Big Data Research Using the Korean National Health Information Database
Mee Kyoung Kim, Kyungdo Han, Seung-Hwan Lee
Diabetes Metab J. 2022;46(4):552-563.   Published online July 27, 2022
DOI: https://doi.org/10.4093/dmj.2022.0193
  • 18,620 View
  • 461 Download
  • 120 Web of Science
  • 126 Crossref
AbstractAbstract PDFPubReader   ePub   
Recently, medical research using big data has become very popular, and its value has become increasingly recognized. The Korean National Health Information Database (NHID) is representative of big data that combines information obtained from the National Health Insurance Service collected for claims and reimbursement of health care services and results obtained from general health examinations provided to all Korean adults. This database has several strengths and limitations. Given the large size, various laboratory data, and questionnaires obtained from medical check-ups, their longitudinal nature, and long-term accumulation of data since 2002, carefully designed studies may provide valuable information that is difficult to obtain from other forms of research. However, consideration of possible bias and careful interpretation when defining causal relationships is also important because the data were not collected for research purposes. After the NHID became publicly available, research and publications based on this database have increased explosively, especially in the field of diabetes and metabolism. This article reviews the history, structure, and characteristics of the Korean NHID. Recent trends in big data research using this database, commonly used operational diagnosis, and representative studies have been introduced. We expect further progress and expansion of big data research using the Korean NHID.

Citations

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    Diabetes Care.2026; 49(2): 292.     CrossRef
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    The Journal of Clinical Endocrinology & Metabolism.2025; 110(5): e1547.     CrossRef
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Perspective
Journal Metrics-Based Position of Diabetes & Metabolism Journal after the Change of Its Text Language to English
Sun Huh
Diabetes Metab J. 2014;38(3):187-193.   Published online June 17, 2014
DOI: https://doi.org/10.4093/dmj.2014.38.3.187
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AbstractAbstract PDFPubReader   ePub   

After changing its language from Korean or English to English only in 2010, the journal metrics of Diabetes & Metabolism Journal (DMJ) were analyzed to assess whether this change in the journal policy was successful. The journal metric items that were analyzed were the following: impact factor; total citations; countries of authors; proportion of the articles funded out of the total number of original articles; and Hirsch-index (H-index). A retrospective, descriptive analysis was carried out using various databases, such as KoreaMed, Korean Medical Citation Index (KoMCI), KoreaMed Synapse, Web of Science, and Journal Citation Ranking. The journal's impact factor was 2.054, which corresponds to 83/122 (68.0%) out of the 2012 JCR endocrinology and metabolism category. The number of the journal's total citations was 330 in 2013. In addition to Korean authors, authors from 13 other countries published papers in the journal from 2010 to 2013. The number of funded papers from 2010 to 2013 was 65 out of 148 original articles (43.9%). The journal's H-index from KoreaMed Synapse was 7, and that from Web of Science was 9. It can be concluded that changing the journal's language to English was successful based on journal metrics. DMJ is currently positioned as an international journal based on the international diversity of authors and editors, its sufficiently high proportion of funded articles, its relatively high impact factor, and the number of total citations.

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