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Ahn SH, Park SY, Kwak MK, Ha YC, Kim TY, Kim HY. Factors Associated With Compliance and Persistence With Pharmacotherapy in Patients With Osteoporosis: A Nationwide Cohort Study in Korea. J Korean Med Sci 2025; 40:e72. [PMID: 40359982 PMCID: PMC12070043 DOI: 10.3346/jkms.2025.40.e72] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/01/2024] [Accepted: 11/07/2024] [Indexed: 05/15/2025] Open
Abstract
BACKGROUND Despite the necessity of long-term management for fracture risk reduction, adherence to osteoporosis pharmacotherapy remains poor. We investigated the factors influencing adherence to pharmacotherapy among Korean patients with osteoporosis, with a particular focus on treatment with bisphosphonates (BPs). METHODS Data from 725,313 osteoporosis patients newly prescribed BPs or selective estrogen receptor modulators (SERMs) between 2012 and 2014, obtained from the Korean National Health Insurance Service, were analyzed. Adherence was assessed based on compliance and persistence over a two-year period, with factors associated with adherence identified using multivariable logistic regression. RESULTS Only 14.8% of the patients who started BPs or SERMs sustained medication compliance, with 15.8% persisting with treatment over the two-year follow-up. Compared with BPs, patients receiving SERMs showed better compliance and persistence (odds ratios [ORs], 1.44 and 1.48, respectively; P < 0.001); while patients receiving intravenous administration showed higher compliance and persistence (ORs, 2.08 and 1.76, respectively; P < 0.001) compared with those taking oral medications. Patients placed on a quarterly dosing schedule showed improved compliance and persistence (ORs, 1.55 and 1.31, respectively; P < 0.001) compared with those on other dosing intervals. Male gender, advanced age, living outside metropolitan areas, receiving treatment in non-general hospitals, and a history of previous fractures were associated with poorer two-year adherence. CONCLUSION This study underscores the complex nature of medication adherence among Korean osteoporosis patients, particularly those treated with BPs. These findings accordingly indicate that medication with more convenient administration regimens and fewer side effects, coupled with suitable follow-up durations, could contribute to enhancing treatment adherence.
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Affiliation(s)
- Seong Hee Ahn
- Department of Endocrinology and Metabolism, Inha University Hospital, Incheon, Korea
| | - So Young Park
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Kyung Hee University College of Medicine, Seoul, Korea
| | - Mi Kyung Kwak
- Department of Endocrinology and Metabolism, Hallym University Dongtan Sacred Heart Hospital, Hwaseong, Korea
| | - Yong-Chan Ha
- Department of Orthopaedic Surgery, Bumin Hospital, Seoul, Korea
| | - Tae-Young Kim
- Department of Orthopaedic Surgery, Konkuk University Medical Center, Seoul, Korea
| | - Ha Young Kim
- Department of Endocrinology and Metabolism, Gangneung Asan Hospital, University of Ulsan College of Medicine, Gangneung, Korea.
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Kim JE, Park J, Jang Y, Kang E, Kim YC, Kim DK, Joo KW, Kim YS, Lee H. Oral phosphate binders and incident osteoporotic fracture in patients on dialysis. Nephrol Dial Transplant 2025; 40:329-340. [PMID: 38886108 DOI: 10.1093/ndt/gfae139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Indexed: 06/20/2024] Open
Abstract
BACKGROUND End-stage kidney disease (ESKD) has an elevated risk of osteoporotic fractures in relation to mineral and bone disorder (MBD) as well as conventional risks of osteoporosis. We investigated the association between oral phosphate binders, the mainstay of MBD treatment, and osteoporotic fracture in dialysis patients. METHODS We obtained data from the National Health Insurance database for incident dialysis patients without a history of osteoporotic fractures. Participants were categorized into four groups based on their initial 1-year prescription profiles: calcium-based phosphate binder (CBPB), non-calcium-based phosphate binder (NCBPB), both CBPB and NCBPB (mixed), and non-phosphate binder (non-user) groups. The primary outcome was the occurrence of new-onset osteoporotic fractures after 1 year of dialysis. Secondary outcomes included cardiovascular events and mortality. RESULTS Out of 69 368 incident dialysis patients, 22 326, 5020, 2853 and 39 169 were included in the CBPB, NCBPB, mixed and non-user groups, respectively. The overall risk of osteoporotic fractures was lower in patients taking any phosphate binders compared with non-users. Specifically, only the CBPB group showed a reduced risk of vertebral [adjusted hazard ratio (aHR) 0.83 (0.76-0.92)], hip [aHR 0.81 (0.74-0.89)] and distal radius [aHR 0.88 (0.78-0.99)] fractures compared with non-users. This relationship presented in a time-dependent manner with fracture risk reduction in patients taking CBPB for 3-6 months [aHR 0.9 (0.83-0.99)] and ≥6 months [aHR 0.83 (0.78-0.89)], compared with those using CBPB for <3 months. Additionally, only the CBPB group had a lower risk of MACE, cardiac arrest and ventricular arrhythmia than non-users. All phosphorus binder groups showed a reduced mortality risk compared with non-users. CONCLUSIONS Our findings indicate that the using phosphate binders in ESKD patients is lowers the risk of osteoporotic fractures. Notably, those taking CBPB had a reduced risk without increasing cardiovascular events or mortality compared with non-users.
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Affiliation(s)
- Ji Eun Kim
- Department of Internal Medicine, Korea University Guro Hospital, Seoul, Republic of Korea
| | - Jina Park
- Biomedical Research Institute, Seoul National University Hospital, Seoul, Republic of Korea
| | - Yunyoung Jang
- Transplantation Center, Seoul National University Hospital, Seoul, Republic of Korea
| | - Eunjeong Kang
- Transplantation Center, Seoul National University Hospital, Seoul, Republic of Korea
| | - Yong Chul Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea
| | - Dong Ki Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea
| | - Kwon Wook Joo
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea
| | - Yon Su Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea
| | - Hajeong Lee
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea
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Kwon M, Kim BH, Min SY, Chae S. Effects of Anticancer Therapy on Osteoporosis in Breast Cancer Patients: A Nationwide Study Using Data from the National Health Insurance Service-National Health Information Database. J Clin Med 2025; 14:732. [PMID: 39941403 PMCID: PMC11818878 DOI: 10.3390/jcm14030732] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2024] [Revised: 01/17/2025] [Accepted: 01/21/2025] [Indexed: 02/16/2025] Open
Abstract
Background/Objectives: This nationwide retrospective study evaluated the effects of anticancer therapy on osteoporosis in 126,132 Korean breast cancer survivors from 2002 to 2020. Methods: The Cox proportional hazards model assessed the effects of treatment on osteoporosis. To circumvent the guarantee-time bias for osteoporosis development, a landmark analysis was employed. A stabilized inverse probability of treatment weighting was performed to control any confounding bias. The propensity score was calculated using a multinomial logistic regression model with age, national health insurance, and the Charlson comorbidity index. Results: During a median follow-up of 4.22 years, 28,603 cases of osteoporosis were documented. Aromatase inhibitors (AIs) were associated with a higher risk of osteoporosis development in comparison to tamoxifen (TMX) or chemotherapy. Notably, AIs administered subsequent to a combination of chemotherapy and anti-HER2 therapy exhibited the highest risk of osteoporosis development. Subgroup analysis revealed that the mean interval from breast cancer diagnosis to osteoporosis development was 5.00 years for women diagnosed with cancer at age < 50 and 3.89 years for those diagnosed at age ≥ 60. TMX increased the risk of osteoporosis in women diagnosed with cancer at age < 50, whereas chemotherapy was not a significant risk factor for osteoporosis development in those diagnosed at age ≥ 60. The impact of anticancer therapy on osteoporosis development was more pronounced in women diagnosed with breast cancer at a younger age compared to those diagnosed at an older age. Conclusions: Effective prevention and active management strategies should be implemented to address bone loss in both younger and older breast cancer patients.
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Affiliation(s)
- Minji Kwon
- Department of Clinical Pharmacology and Therapeutics, Kyung Hee University Hospital, Seoul 02447, Republic of Korea; (M.K.); (B.-H.K.)
| | - Bo-Hyung Kim
- Department of Clinical Pharmacology and Therapeutics, Kyung Hee University Hospital, Seoul 02447, Republic of Korea; (M.K.); (B.-H.K.)
- East-West Medical Research Institute, Kyung Hee University, Seoul 02447, Republic of Korea
| | - Sun Young Min
- Department of Surgery, Kyung Hee University College of Medicine, Kyung Hee University Hospital, Seoul 02447, Republic of Korea;
| | - Sumin Chae
- Department of Surgery, Kyung Hee University College of Medicine, Kyung Hee University Hospital, Seoul 02447, Republic of Korea;
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Cho SW, Kim JH, Choi HS, Ahn HY, Kim MK, Rhee EJ. Big Data Research in the Field of Endocrine Diseases Using the Korean National Health Information Database. Endocrinol Metab (Seoul) 2023; 38:10-24. [PMID: 36758542 PMCID: PMC10008661 DOI: 10.3803/enm.2023.102] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 01/26/2023] [Accepted: 01/31/2023] [Indexed: 02/11/2023] Open
Abstract
The Korean National Health Information Database (NHID) contains big data combining information obtained from the National Health Insurance Service and health examinations. Data are provided in the form of a cohort, and the NHID can be used to conduct longitudinal studies and research on rare diseases. Moreover, data on the cause and date of death are provided by Statistics Korea. Research and publications based on the NHID have increased explosively in the field of endocrine disorders. However, because the data were not collected for research purposes, studies using the NHID have limitations, particularly the need for the operational definition of diseases. In this review, we describe the characteristics of the Korean NHID, operational definitions of endocrine diseases used for research, and an overview of recent studies in endocrinology using the Korean NHID.
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Affiliation(s)
- Sun Wook Cho
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Korea
| | - Jung Hee Kim
- Department of Internal Medicine, Seoul National University College of Medicine, Seoul, Korea
| | - Han Seok Choi
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Dongguk University Ilsan Hospital, Dongguk University College of Medicine, Goyang, Korea
| | - Hwa Young Ahn
- Department of Internal Medicine, Chung-Ang University College of Medicine, Seoul, Korea
| | - Mee Kyoung Kim
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Yeouido St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Korea
| | - Eun Jung Rhee
- Department of Endocrinology and Metabolism, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Korea
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Kim KN, Sohn JH, Cho SJ, Seo HY, Kim S, Hong YC. Effects of short-term exposure to air pollution on hospital admissions for autism spectrum disorder in Korean school-aged children: a nationwide time-series study. BMJ Open 2022; 12:e058286. [PMID: 36127101 PMCID: PMC9535151 DOI: 10.1136/bmjopen-2021-058286] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Accepted: 07/25/2022] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVES This study explored the effects of short-term exposure to air pollution on hospital admissions for autism spectrum disorder (ASD), a proxy for symptom aggravation, among Korean children aged 5-14 years. DESIGN Time-series study. SETTING, PARTICIPANTS AND OUTCOME MEASURES We used data from the National Health Insurance Service (2011-2015). Daily concentrations of fine particulate matter (PM2.5), nitrogen dioxide (NO2) and ozone (O3) levels in each region were used as exposures. ASD cases were defined based on a principal admission diagnosis of the claims data. We applied distributed lag non-linear models and a generalised difference-in-differences method to the quasi-Poisson models to estimate the causal effects of air pollution for up to 6 days. We also performed weighted quantile sum regression analyses to assess the combined effects of air pollution mixtures. RESULTS PM2.5 levels at lag day 1, NO2 levels at lag day 5 and O3 levels at lag day 4 increased the risks of hospital admissions for ASD (relative risk (RR)=1.17, 95% CI 1.10 to 1.25 for PM2.5; RR=1.09, 95% CI 1.01 to 1.18 for NO2 and RR=1.03, 95% CI 1.00 to 1.06 for O3). The mean daily count of hospital admissions for ASD was 8.5, and it would be 7.3, 7.8 and 8.3 when the PM2.5 levels would be decreased by 10.0 µg/m3, NO2 by 10 ppb and O3 by 10 ppb, respectively. The weighted quantile sum index, constructed from PM2.5, NO2 and O3 levels, was associated with a higher risk of hospital admissions for ASD (RR 1.29, 95% CI 1.14 to 1.46), where NO2 was found to contribute to the effects most (the weight of 0.80). CONCLUSIONS These results emphasise that reduction of air pollution exposure should be considered for ASD symptom management, with important implications for the quality of life and economic costs.
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Affiliation(s)
- Kyoung-Nam Kim
- Department of Preventive Medicine and Public Health, Ajou University School of Medicine, Suwon, Korea (the Republic of)
| | - Ji Hoon Sohn
- Institute of Public Health and Medical Care, Seoul National University Hospital, Jongno-gu, Korea (the Republic of)
- Department of Neuropsychiatry, Seoul National University Hospital, Jongno-gu, Korea (the Republic of)
- Public Healthcare Center, Seoul National University Hospital, Seoul, Korea (the Republic of)
| | - Sung Joon Cho
- Department of Psychiatry, Kangbuk Samsung Hospital, Jongno-gu, Korea (the Republic of)
| | - Hwo Yeon Seo
- Institute of Public Health and Medical Care, Seoul National University Hospital, Jongno-gu, Korea (the Republic of)
| | - Soontae Kim
- Department of Environmental and Safety Engineering, Ajou University, Suwon, Korea (the Republic of)
| | - Yun-Chul Hong
- Institute of Public Health and Medical Care, Seoul National University Hospital, Jongno-gu, Korea (the Republic of)
- Department of Preventive Medicine, Seoul National University College of Medicine, Seoul, Korea (the Republic of)
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Kim TJ, Lee H. Helicobacter pylori Infection and the Risk of Osteoporosis in Women. THE KOREAN JOURNAL OF HELICOBACTER AND UPPER GASTROINTESTINAL RESEARCH 2022. [DOI: 10.7704/kjhugr.2021.0049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Choi YJ, Shin HB, Park B, Kim DJ, Chung YS. Temporal change in the diagnosis and treatment rates of osteoporosis: results from the Korea National Health and Nutrition Examination Survey. Osteoporos Int 2021; 32:1777-1784. [PMID: 33630130 PMCID: PMC8387256 DOI: 10.1007/s00198-021-05864-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/30/2020] [Accepted: 01/28/2021] [Indexed: 12/25/2022]
Abstract
To compare the diagnosis andtreatment rates of osteoporosis and diabetes in Korea, a nationwide database was used. The results showed that although osteoporosis management is improving, it is still lower compared with that of diabetes; thus, further efforts are needed in this regard. INTRODUCTION This study aimed to re-evaluate the diagnosis and treatment of osteoporosis from the KNHANES 2016-2017 and compare the temporal change of the rate with those of diabetes as another prevalent chronic disease in South Korea. METHODS The prevalence of osteoporosis in 2016 was estimated using the previous data classified by age groups (50-59,60-69, and ≥70years) and the 2016 Korean census data. The physician diagnosis and treatment rates of osteoporosis in adults aged ≥50years were estimated using the 2016-2017 KNHANES data. The physician diagnosis and treatment rates of diabetes were evaluated using the KNHANES 2008-2009 and 2016-2017 data. RESULTS The estimated physician diagnosisrate of osteoporosis increased from 29.9% in females and 5.8% in males in 2008-2009 to 62.8% in females and 22.8% in males in 2016-2017. The treatment rate for the estimated total number of patients with osteoporosis increased from 14.4% in females and 3.8% in males in 2008-2009 to 32.2% in females and 9.0% in males in 2016-2017. An increasing trend in the estimated treatment rateof physician-diagnosed osteoporosis patients was not observed (48.3% [2008-2009] vs 51.5% [2016-2017] in females; 42.6% [2008-2009] vs 42.2% [2016-2017] in males). The physician diagnosis and treatment rates of diabetes were considerably better and more stable than those of osteoporosis. CONCLUSION Osteoporosis management in South Korea is improving but is insufficient compared with diabetes management. More extensive efforts are needed to improve the diagnosis and treatment rates of osteoporosis.
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Affiliation(s)
- Y J Choi
- Department of Endocrinology and Metabolism, Ajou University School of Medicine, 164 Worldcup-ro, Suwon, 16499, South Korea
- Institute on Aging, Ajou University Medical Center, Suwon, South Korea
| | - H-B Shin
- Office of Biostatistics, Ajou Research Institute for Innovation Medicine, Ajou University Medical Center, Suwon, South Korea
| | - B Park
- Office of Biostatistics, Ajou Research Institute for Innovation Medicine, Ajou University Medical Center, Suwon, South Korea
- Department of Biomedical Informatics, Ajou University School of Medicine, Suwon, South Korea
| | - D J Kim
- Department of Endocrinology and Metabolism, Ajou University School of Medicine, 164 Worldcup-ro, Suwon, 16499, South Korea
- Institute on Aging, Ajou University Medical Center, Suwon, South Korea
| | - Y-S Chung
- Department of Endocrinology and Metabolism, Ajou University School of Medicine, 164 Worldcup-ro, Suwon, 16499, South Korea.
- Institute on Aging, Ajou University Medical Center, Suwon, South Korea.
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Jackson M, Yang KH, Gitlin M, Wessler Z. Estimating the future clinical and economic benefits of improving osteoporosis diagnosis and treatment among women in South Korea: a simulation projection model from 2020 to 2040. Arch Osteoporos 2021; 16:115. [PMID: 34318372 DOI: 10.1007/s11657-021-00952-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/12/2021] [Accepted: 05/05/2021] [Indexed: 02/03/2023]
Abstract
UNLABELLED Using a microsimulation model, the impact of increased diagnosis and treatment of postmenopausal women with osteoporosis on anticipated reduction in fractures and associated costs in South Korea from 2020 to 2040 was projected. INTRODUCTION The economic burden of osteoporosis was US $5.1B in 2011 in South Korea. Osteoporosis is expected to strain resources in South Korea as the population most susceptible to osteoporotic fracture, females > 50 years old, is projected to increase by 32% from 2020 to 2040. METHODS A microsimulation model was developed to project annual incidence and costs of osteoporotic fractures among postmenopausal women from 2020 to 2040. Fracture risk was estimated using the simplified Fracture Risk Assessment Tool (FRAX). The fracture estimates were based on annualized FRAX risk and impact of treatment. Korean National Health Insurance data informed treatment and case-finding rates in the reference case. Two scenarios were evaluated: 50% increases to (i) case finding (screening rate and subsequent treatment rate) and (ii) treatment rate among those at highest risk. RESULTS Among individuals modeled in the reference case from 2020 to 2040, 41.2 M fractures at a cost of US $263.6B were projected. Increased treatment scenario prevented 4.4 M fractures and saved US $13.5B. Increased case-finding scenario prevented 4.0 M fractures and saved US $11.1B. CONCLUSION Implementation of policies to enable increasing case finding or treatment may result in fewer fractures and substantial cost savings across the healthcare system. These results highlight the importance of early screening, diagnosis, and preventive treatment.
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Affiliation(s)
| | - Kyu Hyun Yang
- Department of Orthopaedic Surgery, Gangnam Severance Hospital, Yonsei University, Seoul, South Korea
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Ahn SH, Park SM, Park SY, Yoo JI, Jung HS, Nho JH, Kim SH, Lee YK, Ha YC, Jang S, Kim TY, Kim HY. Osteoporosis and Osteoporotic Fracture Fact Sheet in Korea. J Bone Metab 2020; 27:281-290. [PMID: 33317231 PMCID: PMC7746478 DOI: 10.11005/jbm.2020.27.4.281] [Citation(s) in RCA: 74] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Revised: 11/02/2020] [Accepted: 11/03/2020] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND The socioeconomic burdens of osteoporosis and related fractures have increased in parallel with population aging. The Korea Society of Bone and Mineral Research published fact sheets on these topics in 2017, 2018, and 2019. This study provides complied epidemiological data based on these fact sheets for understanding current status of osteoporosis in Korea. METHODS Data from the Korea National Health and Nutrition Examination Survey (2008-2011) performed by the Korea Centers for Disease Control and Prevention and from National Health Information database (2008-2016) by National Health Insurance Service of Korea was used for analyzing the prevalence and incidence of osteoporosis and related fractures, respectively, fatality rates after fractures, and prescription status of anti-osteoporotic medications (AOMs). RESULTS Among Korean adults aged ≥50 years, 22.4% and 47.9% had osteopenia or osteoporosis, respectively. Incidences of osteoporotic hip, vertebral, humerus, and distal radius fractures plateaued in 2013. The cumulative incidence of subsequent fractures gradually increased over 4 years of follow-up once an osteoporotic fracture occurred. Crude fatality rates in the first 12 months after hip fracture were 14.0% for women and 21.0% for men. Only 33.5% of patients with osteoporosis took AOMs, and even after an osteoporotic fracture, only 41.9% of patients took AOMs within the following 12 months. Despite a steady increase in AOM prescriptions of ~6% per annum, only 33.2% of patients were medication compliant (medication possession ratio ≥80%) at 12 months after treatment initiation. CONCLUSIONS Continuous efforts are required to diagnose patients at high risk of fracture and ensure proper management in Korea.
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Affiliation(s)
- Seong Hee Ahn
- Department of Endocrinology and Metabolism, Department of Internal Medicine, Inha University Hospital, Inha University School of Medicine, Incheon, Korea
| | - Sang-Min Park
- Department of Orthopaedic Surgery, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea
| | - So Young Park
- Department of Endocrinology and Metabolism, Department of Internal Medicine, Kyung Hee University Hospital, Seoul, Korea
| | - Jun-Il Yoo
- Department of Orthopaedic Surgery, Gyeongsang National University Hospital, Jinju, Korea
| | - Hyoung-Seok Jung
- Department of Orthopaedic Surgery, Chung-Ang University Hospital, Chung-Ang University College of Medicine, Seoul, Korea
| | - Jae-Hwi Nho
- Department of Orthopaedic Surgery, Soonchunhyang University Hospital Seoul, Soonchunhyang University College of Medicine, Seoul, Korea
| | - Se Hwa Kim
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Catholic Kwandong University College of Medicine, International St. Mary’s Hospital, Incheon, Korea
| | - Young-Kyun Lee
- Department of Orthopaedic Surgery, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea
| | - Yong-Chan Ha
- Department of Orthopaedic Surgery, Chung-Ang University Hospital, Chung-Ang University College of Medicine, Seoul, Korea
| | - Sunmee Jang
- College of Pharmacy and Gachon Institute of Pharmaceutical Sciences, Gachon University, Incheon, Korea
| | - Tae-Young Kim
- Department of Orthopaedic Surgery, Konkuk University Medical Center, Konkuk University School of Medicine, Seoul, Korea
| | - Ha Young Kim
- Division of Endocrinology, Department of Internal Medicine, Gangneung Asan Hospital, University of Ulsan College of Medicine, Gangneung, Korea
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Lee S, Choe EK, Kang HY, Yoon JW, Kim HS. The exploration of feature extraction and machine learning for predicting bone density from simple spine X-ray images in a Korean population. Skeletal Radiol 2020; 49:613-618. [PMID: 31760458 DOI: 10.1007/s00256-019-03342-6] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/22/2019] [Revised: 11/05/2019] [Accepted: 11/07/2019] [Indexed: 02/02/2023]
Abstract
OBJECTIVE Osteoporosis is hard to detect before it manifests symptoms and complications. In this study, we evaluated machine learning models for identifying individuals with abnormal bone mineral density (BMD) through an analysis of spine X-ray features extracted by deep learning to alert high-risk osteoporosis populations. MATERIALS AND METHODS We retrospectively used data obtained from health check-ups including spine X-ray and dual-energy X-ray absorptiometry (DXA). Consecutively, we selected people with normal and abnormal bone mineral density. From the regions of interest of X-ray images, deep convolutional networks were used to generate image features. We designed prediction models for abnormal BMD using the image features trained by machine learning classification algorithms. The performances of each model were evaluated. RESULTS From 334 participants, 170 images of abnormal (T scores < - 1.0 standard deviations (SD)) and 164 of normal BMD (T scores > = - 1.0 SD) were used for analysis. We found that a combination of feature extraction by VGGnet and classification by random forest based on the maximum balanced classification rate (BCR) yielded the best performance in terms of the area under the curve (AUC) (0.74), accuracy (0.71), sensitivity (0.81), specificity (0.60), BCR (0.70), and F1-score (0.73). CONCLUSION In this study, we explored various machine learning algorithms for the prediction of BMD using simple spine X-ray image features extracted by three deep learning algorithms. We identified the combination for the best performance in predicting high-risk populations with abnormal BMD.
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Affiliation(s)
| | - Eun Kyung Choe
- Department of Surgery, Seoul National University Hospital Healthcare System Gangnam Center, 39FL Gangnam Finance Center 152, Teheran-ro, Gangnam-gu, Seoul, 135-984, South Korea.
- Department of Surgery, Seoul National University College of Medicine, Seoul, South Korea.
| | - Hae Yeon Kang
- Department of Internal Medicine, Seoul National University Hospital Healthcare System Gangnam Center, Seoul, South Korea
| | - Ji Won Yoon
- Department of Internal Medicine, Seoul National University Hospital Healthcare System Gangnam Center, Seoul, South Korea
| | - Hua Sun Kim
- Department of Radiology, Seoul National University Hospital Healthcare System Gangnam Center, Seoul, South Korea
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Cha YH, Ha YC, Lim JY. Establishment of Fracture Liaison Service in Korea: Where Is It Stand and Where Is It Going? J Bone Metab 2019; 26:207-211. [PMID: 31832386 PMCID: PMC6901692 DOI: 10.11005/jbm.2019.26.4.207] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/30/2019] [Revised: 11/09/2019] [Accepted: 11/10/2019] [Indexed: 01/18/2023] Open
Abstract
The elderly population growth rate is extremely high in Korean society, and life expectancy is close to 85 years old for women and 80 for men as of people born in 2015. The future hip fracture prediction model of Korea shows that the elderly hip fracture rate will increase by 1.4 times by 2025, which will impose a serious socioeconomic burden on Korean society and become a key issue of public health management. The fracture liaison service (FLS) is defined adequate treatment and services for patients over 50 years old with fragility fractures, enabling systematic identification and decreasing the risk of subsequent osteoporotic fractures. In Korean society, the introduction of FLS, which is verified not only in the socioeconomic aspects but also in the treatment of patients, is thought to be essential. However, the challenges that need to be addressed in order to implement FLS include the lack of awareness regarding the necessity of this system, the lack of healthcare systems, and inadequate policies. In the future, further studies on the FLS and its clinical and socioeconomic effects for the Korean medical system will be necessary.
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Affiliation(s)
- Yong Han Cha
- Department of Orthopaedic Surgery, Eulji University Hospital, Daejeon, Korea
| | - Yong-Chan Ha
- Department of Orthopaedic Surgery, Chung-Ang University College of Medicine, Seoul, Korea
| | - Jae-Young Lim
- Department of Rehabilitation, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea
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Radnaabaatar M, Kim Y, Go D, Jung Y, Jung J, Yoon S. Burden of dental caries and periodontal disease in South Korea: An analysis using the national health insurance claims database. Community Dent Oral Epidemiol 2019; 47:513-519. [DOI: 10.1111/cdoe.12493] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Revised: 08/07/2019] [Accepted: 08/08/2019] [Indexed: 01/26/2023]
Affiliation(s)
| | - Young‐Eun Kim
- Department of Preventive Medicine Korea University College of Medicine Seoul Korea
| | - Dun‐Sol Go
- Department of Public Health, Graduate School Korea University Seoul Korea
| | - Yunsun Jung
- Department of Public Health, Graduate School Korea University Seoul Korea
| | - Jaehun Jung
- Department of Preventive Medicine Gachon University College of Medicine Incheon Korea
| | - Seok‐Jun Yoon
- Department of Preventive Medicine Korea University College of Medicine Seoul Korea
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Dhital R, Lynn T, Tachamo N, Poudel DR. The trend of osteoporosis and osteoporotic fragility fractures in inpatients: results from a national database. J Community Hosp Intern Med Perspect 2019; 9:211-214. [PMID: 31258859 PMCID: PMC6586094 DOI: 10.1080/20009666.2019.1618660] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Accepted: 05/09/2019] [Indexed: 11/17/2022] Open
Abstract
Osteoporosis is associated with an increased risk of pathologic fractures; however, most patients do not receive diagnosis and adequate treatment. The aim of our study was to compare the yearly trends of osteoporosis and osteoporotic fragility fractures in the USA (US) inpatients. We used National (Nationwide) Inpatient Sample database to identify adults ≥18 years with diagnoses of osteoporosis and pathologic fractures and excluded pathologic fractures due to other etiologies. We then studied the annual trends, in terms of annual percentage change (APC), of osteoporosis and osteoporotic fractures. Among overall hospitalizations, osteoporosis was noted to have an increasing trend from 2000 to 2009 (APC = 5.81, p < 0.05) with a decline thereafter (APC = - 3.88, p < 0.05). In contrast, osteoporotic fracture showed an initial downward trend from 2000 to 2010 (APC = -7.31, p < 0.05), followed by a slowly rising trend (APC = 2.0, p = NS). The initially increasing trend of osteoporosis was followed by a decreasing trend thereafter. In contrast, there was a halt in a previously declining trend of osteoporotic fracture. Potential explanations include inadequate screening and treatment per guidelines along with decreasing patient compliance. In conclusion, primary and secondary prevention measures for osteoporosis have been underutilized by both physicians and patients alike.
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Affiliation(s)
- Rashmi Dhital
- Department of Internal Medicine, Reading Hospital, Tower Health System, West Reading, PA, USA
| | - Theresa Lynn
- Department of Internal Medicine, Reading Hospital, Tower Health System, West Reading, PA, USA
| | - Niranjan Tachamo
- Department of Internal Medicine, Reading Hospital, Tower Health System, West Reading, PA, USA
| | - Dilli Ram Poudel
- Department of Rheumatology, University of Pennsylvania, West Reading, PA, USA
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Li HM, Zhang RJ, Gao H, Jia CY, Xing T, Zhang JX, Dong FL, Shen CL. Biomechanical Fixation Properties of the Cortical Bone Trajectory in the Osteoporotic Lumbar Spine. World Neurosurg 2018; 119:e717-e727. [PMID: 30092463 DOI: 10.1016/j.wneu.2018.07.253] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2018] [Revised: 07/27/2018] [Accepted: 07/28/2018] [Indexed: 12/28/2022]
Abstract
OBJECTIVE Selecting optimal strategies for improving fixation in osteoporotic lumbar spine is an important issue in clinical research. Cortical bone trajectory (CBT) screws have been proven to enhance screw pullout strength, but biomechanical efficacy of these screws remains understudied. The aim of this study was to evaluate biomechanical efficacy of CBT screws in osteoporotic lumbar spine. METHODS Thirty-one vertebrae from 14 cadaveric lumbar spines were obtained. All specimens were measured by computed tomography; the diameter of pedicles, excluding those of vertebral bodies with very small pedicle developments, was calculated. After measuring bone mineral density, the CBT screw was randomly inserted into 1 side, and the traditional trajectory (TT) screw was inserted into the contralateral side. Maximum insertional torque was recorded after screw insertion. Of vertebrae, 21 were subjected to pullout testing at a rate of 5 mm/minute, and 10 were subjected to cyclic fatigue testing. Each construct was loaded until exceeding 5 mm. RESULTS Average bone mineral density was 0.567 ± 0.101 g/cm2. CBT screws had higher maximum insertional torque (degrees of freedom = 30, t = 5.78, P < 0.001, 0.333 N-m vs. 0.188 N-m) and higher axial pullout strength (degrees of freedom = 20, t = 7.41, P < 0.001, 394 N vs. 241 N) than TT screws. Increased bone mineral density was not significantly associated with higher pullout load. Compared with TT screws, CBT screws showed better resistance to fatigue testing and required more cycles to exceed 5 mm (degrees of freedom = 9, t = 5.62, P < 0.001, 6161 cycles vs. 3639 cycles). Failure load for displacing screws was also significantly greater for CBT screws than for TT screws (degrees of freedom = 9, t = 5.75, P < 0.001, 443 N vs. 317 N). CONCLUSIONS CBT screws had better biomechanical fixation in osteoporotic lumbar spine compared with standard pedicle screws.
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Affiliation(s)
- Hui-Min Li
- Department of Orthopedics, the First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Ren-Jie Zhang
- Department of Orthopedics, the First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Hai Gao
- Department of Orthopedics, the First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Chong-Yu Jia
- Department of Orthopedics, the First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Tao Xing
- Department of Orthopedics, the First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Jian-Xiang Zhang
- Department of Orthopedics, the First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Fu-Long Dong
- Department of Orthopedics, the First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Cai-Liang Shen
- Department of Orthopedics, the First Affiliated Hospital of Anhui Medical University, Hefei, China.
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Kim Y, Kim YJ, Shin SD, Song KJ, Kim J, Park JH. Trend in Disability-Adjusted Life Years (DALYs) for Injuries in Korea: 2004-2012. J Korean Med Sci 2018; 33:e194. [PMID: 30069168 PMCID: PMC6062432 DOI: 10.3346/jkms.2018.33.e194] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2017] [Accepted: 05/16/2018] [Indexed: 11/20/2022] Open
Abstract
BACKGROUND Injury is a major public health problem and accounts for 10% of the global burden of disease. This study intends to present the temporal trend in the injury burden in Korea and to compare the burden size by injury mechanism and age group. METHODS This study was a nationwide population-based observational study. We used two data sets, the death certificates statistics and the Korean National Hospital Discharge Survey data (2004-2012). We calculated age-standardized disability-adjusted life year (DALY) from years of life lost (YLL) and years lived with disability (YLD) and trend analysis. RESULTS The DALYs of road injury decreased (P = 0.002), falls did not exhibit a trend (P = 0.108), and self-harm increased overall (P = 0.045). In the road injury, the YLLs decreased across all 4 age groups (0-14, 15-49, 50-79, ≥ 80) and the YLDs decreased in the 0-14-year-old group. In total, the DALYs of road injuries decreased in the 0-14-year-old group. In the fall injury, although the YLLs decreased in the over 80-year-old group, the YLDs increased in the 50-79-year-old group and the over 80-year-old group. The burden of self-harm injury was high in the age group 15 years and over, especially in the 15-49-year-old group. CONCLUSION The leading causes of the injury burden were road injuries, falls, and self-harm. The burden of road injury and self-harm have recently shown a gradual decreasing tendency. On the other hands, that of fall injuries are continually high in the age group over 50 years of age.
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Affiliation(s)
- Yoonjic Kim
- Department of Emergency Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea
| | - Yu Jin Kim
- Department of Emergency Medicine, Seoul National University Bundang Hospital, Seoul National University College of Medicine, Seongnam, Korea
- Laboratory of Emergency Medical Service, Seoul National University Hospital Biomedical Research Institute, Seoul, Korea
| | - Sang Do Shin
- Laboratory of Emergency Medical Service, Seoul National University Hospital Biomedical Research Institute, Seoul, Korea
- Department of Emergency Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | - Kyoung Jun Song
- Laboratory of Emergency Medical Service, Seoul National University Hospital Biomedical Research Institute, Seoul, Korea
- Department of Emergency Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
| | - Jungeun Kim
- Laboratory of Emergency Medical Service, Seoul National University Hospital Biomedical Research Institute, Seoul, Korea
| | - Jeong Ho Park
- Laboratory of Emergency Medical Service, Seoul National University Hospital Biomedical Research Institute, Seoul, Korea
- Department of Emergency Medicine, Seoul National University Hospital, Seoul National University College of Medicine, Seoul, Korea
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