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Yanagi Y, Tsujimura J, Ohno S, Higashi K, Sakashita N, Shoji A, Igarashi A. Cost-effectiveness analysis of bispecific antibody faricimab for treatment of neovascular age-related macular degeneration and diabetic macular edema in Japan. J Med Econ 2025; 28:448-459. [PMID: 40078048 DOI: 10.1080/13696998.2025.2478755] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/19/2024] [Revised: 03/07/2025] [Accepted: 03/10/2025] [Indexed: 03/14/2025]
Abstract
OBJECTIVE To assess the cost-effectiveness of faricimab vs. other anti-vascular endothelial growth factor (anti-VEGF) drugs for treatment of neovascular age-related macular degeneration (nAMD) and diabetic macular edema (DME) in Japan, while considering societal burden associated with treatment. METHODS A Markov model for cost-effectiveness analysis of anti-VEGF treatment in patients with nAMD and DME was applied based on cost and utility value data from Japan. Faricimab administered through a treat-and-extend (T&E) regimen was compared with ranibizumab administered pro re nata (PRN) and T&E, aflibercept T&E, brolucizumab T&E, and best supportive care (BSC). Further to treatment costs (public payer perspective), the societal burden (societal perspective), including costs of travel, informal care, and productivity, was assessed. RESULTS In treatment of nAMD, lifetime quality-adjusted life years (QALYs) gained were highest with faricimab (faricimab T&E: 6.92, ranibizumab PRN: 6.88, ranibizumab T&E: 6.91, aflibercept T&E: 6.89, brolucizumab T&E: 6.89, BSC: 5.99). From the public payer perspective, the lifetime total cost for faricimab T&E was lower than those for ranibizumab (PRN, T&E) and brolucizumab (T&E), comparable to aflibercept T&E, and higher than BSC (incremental costs: 158,385 and 6,475,511 JPY, respectively). As a result, faricimab was cost-effective or dominant in the treatment of nAMD, excluding BSC. From the societal perspective, faricimab was dominant against all comparators in nAMD. In treatment of DME, QALYs gained were highest with faricimab (faricimab T&E: 8.51, ranibizumab PRN: 8.17, aflibercept PRN: 8.36, ranibizumab T&E: 8.13, BSC: 5.16). From both the public payer and societal perspectives, faricimab was dominant against all comparators in DME. CONCLUSIONS When societal burdens were considered, faricimab was dominant in both nAMD and DME against all comparators, suggesting that the extended dosing interval associated with faricimab treatment may alleviate societal burdens and consequently improve patient outcomes.
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Affiliation(s)
- Yasuo Yanagi
- Department of Ophthalmology and Micro-Technology, Yokohama City University, Yokohama, Japan
- Retina Research Group, Singapore Eye Research Institute, Singapore
- Singapore Eye-ACP, Duke-NUS Medical School, National University of Singapore, Singapore
| | | | - Shinya Ohno
- Chugai Pharmaceutical Co., Ltd., Tokyo, Japan
| | | | | | - Ayako Shoji
- Medilead, Inc., Tokyo, Japan
- Healthcare Consulting, Inc., Tokyo, Japan
| | - Ataru Igarashi
- Department of Health Economics and Outcomes Research, Graduate School of Pharmaceutical Sciences, The University of Tokyo, Tokyo, Japan
- Department of Public Health, School of Medicine, Yokohama City University, Kanagawa, Japan
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Saito M, Mitamura M, Ito Y, Endo H, Katsuta S, Ishida S. Inter-Relationships Between the Deep Learning-Based Pachychoroid Index and Clinical Features Associated with Neovascular Age-Related Macular Degeneration. J Clin Med 2025; 14:3245. [PMID: 40364275 PMCID: PMC12072645 DOI: 10.3390/jcm14093245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2025] [Revised: 04/29/2025] [Accepted: 05/06/2025] [Indexed: 05/15/2025] Open
Abstract
Background/Objectives: To investigate the impact of pachychoroid on the clinical features of neovascular age-related macular degeneration (nAMD) in Japan using the deep learning-based Hokkaido University pachychoroid index (HUPI), which has a high discriminative ability for pachychoroid. Methods: This retrospective observational study examined 124 eyes of 111 treatment-naïve nAMD patients, including 44 eyes with type 1 macular neovascularization (MNV), 26 eyes with type 2 MNV, and 54 eyes with polypoidal choroidal vasculopathy (PCV). HUPI was calculated for each eye from EDI-OCT choroidal images using our modified LeNet that had learned the image patterns of pachychoroid. Differences in HUPI between nAMD types and inter-relationships between nAMD parameters, including HUPI, were evaluated. Results: The mean HUPI was 0.53 ± 0.30 for type 1 MNV, 0.33 ± 0.23 for type 2 MNV, and 0.61 ± 0.3 for PCV, with significant differences between any two of the three groups (p < 0.05, for each). Round-robin multiple regression analysis for nAMD parameters showed the close associations of the HUPI with choroidal vascular hyperpermeability (CVH) and subretinal fluid (SRF) (p = 0.017 and p < 0.001 for each) and the clear division of nAMD parameters into the following two groups: one including intraretinal fluid and type 1 and type 2 MNV and the other including SRF, CVH, polypoidal lesions, and HUPI. Conclusions: HUPI revealed that eyes with type 1 MNV and PCV had more pachychoroid-like features than eyes with type 2 MNV. HUPI was tightly associated with CVH and SRF but not MNV per se in nAMD parameters, reinforcing the pathoetiological concept of differentiating pachychoroid from typical nAMD.
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Affiliation(s)
- Michiyuki Saito
- Department of Ophthalmology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, N-15, W-7, Kita-ku, Sapporo 060-8638, Japan
| | - Mizuho Mitamura
- Department of Ophthalmology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, N-15, W-7, Kita-ku, Sapporo 060-8638, Japan
| | - Yuki Ito
- Department of Ophthalmology, Teine Keijinkai Hospital, Sapporo 006-8555, Japan
| | - Hiroaki Endo
- Department of Ophthalmology, Teine Keijinkai Hospital, Sapporo 006-8555, Japan
| | - Satoshi Katsuta
- Department of Ophthalmology, Teine Keijinkai Hospital, Sapporo 006-8555, Japan
| | - Susumu Ishida
- Department of Ophthalmology, Faculty of Medicine and Graduate School of Medicine, Hokkaido University, N-15, W-7, Kita-ku, Sapporo 060-8638, Japan
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Ahn SJ. Real-World Research on Retinal Diseases Using Health Claims Database: A Narrative Review. Diagnostics (Basel) 2024; 14:1568. [PMID: 39061705 PMCID: PMC11276298 DOI: 10.3390/diagnostics14141568] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Revised: 07/05/2024] [Accepted: 07/17/2024] [Indexed: 07/28/2024] Open
Abstract
Real-world data (RWD) has emerged as a crucial component in understanding and improving patient outcomes across various medical conditions, including retinal diseases. Health claims databases, generated from healthcare reimbursement claims, offer a comprehensive source of RWD, providing insights into patient outcomes, healthcare utilization, and treatment effectiveness. However, the use of these databases for research also presents unique challenges. This narrative review explores the role of real-world research on retinal diseases using health claims databases, highlighting their advantages, limitations, and potential contributions to advancing our understanding and management of the diseases. The review examines the applications of health claims databases in retinal disease research, including epidemiological studies, comparative effectiveness and safety analyses, economic burden assessments, and evaluations of patient outcomes and quality of care. Previous findings demonstrate the value of these databases in generating prevalence and incidence estimates, identifying risk factors and predictors, evaluating treatment effectiveness and safety, and understanding healthcare utilization patterns and costs associated with retinal diseases. Despite their strengths, health claims databases face challenges related to data limitations, biases, privacy concerns, and methodological issues. Accordingly, the review also explores future directions and opportunities, including advancements in data collection and analysis, integration with electronic health records, collaborative research networks and consortia, and the evolving regulatory landscape. These developments are expected to enhance the utility of health claims databases for retinal disease research, resulting in more comprehensive and impactful findings across diverse retinal disorders and robust real-world insights from a large population.
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Affiliation(s)
- Seong Joon Ahn
- Department of Ophthalmology, Hanyang University Hospital, Hanyang University College of Medicine, Seoul 04763, Republic of Korea
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Arrigo A, Aragona E, Del Fabbro S, Balduzzi E, Parodi MB, Bandello F. Quantitative Optical Coherence Tomography Detection of New Neovascular Branches and Association With Exudation Recurrence in Neovascular Age-Related Macular Degeneration. Invest Ophthalmol Vis Sci 2024; 65:30. [PMID: 38899961 PMCID: PMC11193070 DOI: 10.1167/iovs.65.6.30] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2024] [Accepted: 06/03/2024] [Indexed: 06/21/2024] Open
Abstract
Purpose The purpose of this study was to investigate the clinical role of multi-signal quantitative optical coherence tomography angiography (OCTA) perfusion sampling in neovascular age-related macular degeneration (AMD). Methods The study was designed as a cross-sectional case series. We collected data from already treated macular neovascularization (MNV), characterized by (I) clinically relevant recurrent exudation, (II) nonclinically relevant recurrent exudation, and (III) inactive lesion. We proposed a new OCTA metric, calculating the gap between high-resolution (HR) and high-speed (HS) OCTA samplings, hypothesizing that this gap might improve the detection of new secondary MNV branches, being also associated with exudation recurrence. Main outcome measures were the HR-HS gap-based categorization of MNV lesions and the assessment of its association with exudative, minimally exudative, and inactive lesions. Results Our cohort (which consisted of 32 MNV eyes; 32 patients; mean disease duration 5 years) was classified as type 1 (17; 53%), type 2 (11; 34%), or mixed type (4; 13%) MNV. Subretinal fibrosis was found in 17 out of 32 eyes (53%), whereas outer retinal atrophy involved 22 of 32 eyes (69%). HR-HS MNV gap was significantly different among MNV subgroups: 18% for the exudative subgroup, 12% for the minimally exudative subgroup, and 4% for the inactive subgroup. HR-HS gap significantly correlated with best corrected visual acuity (BCVA), disease duration, fibrosis, and outer retinal atrophy. Conclusions HR-HS gap is a novel quantitative metric to detect the secondary novel branches of AMD-related MNV. This parameter is clinically relevant because it is associated with fluid recurrence. The integration of HR-HS gap in artificial intelligence models might help to predict MNV reactivation and to optimize treatment strategies.
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Affiliation(s)
- Alessandro Arrigo
- Ophthalmology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
- Eye Repair Unit, Division of Neuroscience, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | - Emanuela Aragona
- Ophthalmology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | | | - Edoardo Balduzzi
- Ophthalmology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
| | | | - Francesco Bandello
- Ophthalmology Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy
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Miyata M, Kido A, Miyake M, Tamura H, Kamei T, Wada S, Ueshima H, Kawai K, Nakao S, Yamamoto A, Suda K, Nakano E, Tagawa M, Tsujikawa A. Prevalence and Incidence of Strabismus by Age Group in Japan: A Nationwide Population-Based Cohort Study. Am J Ophthalmol 2024; 262:222-228. [PMID: 38040322 DOI: 10.1016/j.ajo.2023.11.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 11/02/2023] [Accepted: 11/22/2023] [Indexed: 12/03/2023]
Abstract
PURPOSE To investigate the prevalence and incidence of strabismus in the Japanese population by age group and to estimate the subtype proportions. DESIGN A nationwide population-based cohort study. METHODS This study investigated the number of cases with previous and new diagnoses of strabismus by age group between 2009 and 2020 using the National Database of Health Insurance Claims and Specific Health Checkups of Japan, which includes almost all (≥95%) medical claims data. We calculated the strabismus prevalence and 1-year incidence in 2019 and analyzed the proportion of each strabismus subtype. RESULTS The strabismus prevalence was 2.154% (2 709 207/125 708 000; 95% CI, 2.152%-2.157%). It showed a bimodal distribution, with a high proportion in school and old ages (especially ≥75 years). Exotropia, esotropia, and cyclovertical strabismus proportions were 67.3%, 26.0%, and 6.7%, respectively. Cyclovertical strabismus was uncommon in patients aged ≤18 years (1.4%) and more common (10.2%) in those aged >18 years. The strabismus incidence in 2019 was 321 per 100 000 person-years (403 093/125 708 000; 95% CI, 320-322). The annual incidence proportion of cyclovertical strabismus as opposed to whole strabismus subtypes in patients aged >18 years (13.1%) was higher than that in those aged ≤18 years (1.4%). CONCLUSIONS This is the first nationwide population-based cohort study to demonstrate strabismus's overall prevalence and incidence. The high prevalence of cyclovertical strabismus in adults compared with children may suggest that cyclovertical strabismus is a primarily age-related strabismus. The high prevalence of exotropia may indicate a genetic difference between Japanese and other ethnicities.
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Affiliation(s)
- Manabu Miyata
- From the Department of Ophthalmology and Visual Sciences, Graduate School of Medicine (M. Miyata, A.K., M. Miyake, H.T., T.K., S.W., K.K., S.N., A.Y., K.S., E.N., M.T., A.T.).
| | - Ai Kido
- From the Department of Ophthalmology and Visual Sciences, Graduate School of Medicine (M. Miyata, A.K., M. Miyake, H.T., T.K., S.W., K.K., S.N., A.Y., K.S., E.N., M.T., A.T.)
| | - Masahiro Miyake
- From the Department of Ophthalmology and Visual Sciences, Graduate School of Medicine (M. Miyata, A.K., M. Miyake, H.T., T.K., S.W., K.K., S.N., A.Y., K.S., E.N., M.T., A.T.)
| | - Hiroshi Tamura
- From the Department of Ophthalmology and Visual Sciences, Graduate School of Medicine (M. Miyata, A.K., M. Miyake, H.T., T.K., S.W., K.K., S.N., A.Y., K.S., E.N., M.T., A.T.); Center for Innovative Research and Education in Data Science, Institute for Liberal Arts and Sciences (H.T., H.U.), Kyoto University, Kyoto City, Kyoto, Japan
| | - Takuro Kamei
- From the Department of Ophthalmology and Visual Sciences, Graduate School of Medicine (M. Miyata, A.K., M. Miyake, H.T., T.K., S.W., K.K., S.N., A.Y., K.S., E.N., M.T., A.T.)
| | - Saori Wada
- From the Department of Ophthalmology and Visual Sciences, Graduate School of Medicine (M. Miyata, A.K., M. Miyake, H.T., T.K., S.W., K.K., S.N., A.Y., K.S., E.N., M.T., A.T.)
| | - Hiroaki Ueshima
- Center for Innovative Research and Education in Data Science, Institute for Liberal Arts and Sciences (H.T., H.U.), Kyoto University, Kyoto City, Kyoto, Japan
| | - Kentaro Kawai
- From the Department of Ophthalmology and Visual Sciences, Graduate School of Medicine (M. Miyata, A.K., M. Miyake, H.T., T.K., S.W., K.K., S.N., A.Y., K.S., E.N., M.T., A.T.)
| | - Shinya Nakao
- From the Department of Ophthalmology and Visual Sciences, Graduate School of Medicine (M. Miyata, A.K., M. Miyake, H.T., T.K., S.W., K.K., S.N., A.Y., K.S., E.N., M.T., A.T.)
| | - Akinari Yamamoto
- From the Department of Ophthalmology and Visual Sciences, Graduate School of Medicine (M. Miyata, A.K., M. Miyake, H.T., T.K., S.W., K.K., S.N., A.Y., K.S., E.N., M.T., A.T.)
| | - Kenji Suda
- From the Department of Ophthalmology and Visual Sciences, Graduate School of Medicine (M. Miyata, A.K., M. Miyake, H.T., T.K., S.W., K.K., S.N., A.Y., K.S., E.N., M.T., A.T.)
| | - Eri Nakano
- From the Department of Ophthalmology and Visual Sciences, Graduate School of Medicine (M. Miyata, A.K., M. Miyake, H.T., T.K., S.W., K.K., S.N., A.Y., K.S., E.N., M.T., A.T.)
| | - Miho Tagawa
- From the Department of Ophthalmology and Visual Sciences, Graduate School of Medicine (M. Miyata, A.K., M. Miyake, H.T., T.K., S.W., K.K., S.N., A.Y., K.S., E.N., M.T., A.T.)
| | - Akitaka Tsujikawa
- From the Department of Ophthalmology and Visual Sciences, Graduate School of Medicine (M. Miyata, A.K., M. Miyake, H.T., T.K., S.W., K.K., S.N., A.Y., K.S., E.N., M.T., A.T.)
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Kalaw FGP, Chen JS, Baxter SL. Variations in Using Diagnosis Codes for Defining Age-Related Macular Degeneration Cohorts. INFORMATICS (MDPI) 2024; 11:28. [PMID: 40012991 PMCID: PMC11864795 DOI: 10.3390/informatics11020028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/28/2025]
Abstract
Data harmonization is vital for secondary electronic health record data analysis, especially when combining data from multiple sources. Currently, there is a gap in knowledge as to how studies identify cohorts of patients with age-related macular degeneration (AMD), a leading cause of blindness. We hypothesize that there is variation in using medical condition codes to define cohorts of AMD patients that can lead to either the under- or overrepresentation of such cohorts. This study identified articles studying AMD using the International Classification of Diseases (ICD-9, ICD-9-CM, ICD-10, and ICD-10-CM). The data elements reviewed included the year of publication; dataset origin (Veterans Affairs, registry, national or commercial claims database, and institutional EHR); total number of subjects; and ICD codes used. A total of thirty-seven articles were reviewed. Six (16%) articles used cohort definitions from two ICD terminologies. The Medicare database was the most used dataset (14, 38%), and there was a noted increase in the use of other datasets in the last few years. We identified substantial variation in the use of ICD codes for AMD. For the studies that used ICD-10 terminologies, 7 (out of 9, 78%) defined the AMD codes correctly, whereas, for the studies that used ICD-9 and 9-CM terminologies, only 2 (out of 30, 7%) defined and utilized the appropriate AMD codes (p = 0.0001). Of the 43 cohort definitions used from 37 articles, 31 (72%) had missing or incomplete AMD codes used, and only 9 (21%) used the exact codes. Additionally, 13 articles (35%) captured ICD codes that were not within the scope of AMD diagnosis. Efforts to standardize data are needed to provide a reproducible research output.
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Affiliation(s)
- Fritz Gerald Paguiligan Kalaw
- Division of Ophthalmology Informatics and Data Science, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, 9415 Campus Point Dr MC0946, La Jolla, CA 92093, USA
- UCSD Health Department of Biomedical Informatics, University of California San Diego, 9415 Campus Point Dr MC0946, La Jolla, CA 92093, USA
| | - Jimmy S. Chen
- Division of Ophthalmology Informatics and Data Science, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, 9415 Campus Point Dr MC0946, La Jolla, CA 92093, USA
- UCSD Health Department of Biomedical Informatics, University of California San Diego, 9415 Campus Point Dr MC0946, La Jolla, CA 92093, USA
| | - Sally L. Baxter
- Division of Ophthalmology Informatics and Data Science, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, 9415 Campus Point Dr MC0946, La Jolla, CA 92093, USA
- UCSD Health Department of Biomedical Informatics, University of California San Diego, 9415 Campus Point Dr MC0946, La Jolla, CA 92093, USA
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Wada S, Miyake M, Kido A, Kamei T, Hiragi S, Ikeda HO, Hata M, Ueshima H, Tsujikawa A, Tamura H. Epidemiology of Angioid Streaks and Pseudoxanthoma Elasticum (2011-2020): A Nationwide Population-based Cohort Study. OPHTHALMOLOGY SCIENCE 2024; 4:100370. [PMID: 37868801 PMCID: PMC10587625 DOI: 10.1016/j.xops.2023.100370] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/14/2023] [Revised: 07/11/2023] [Accepted: 07/13/2023] [Indexed: 10/24/2023]
Abstract
Purpose We aimed to describe the epidemiology of angioid streaks (AS) and pseudoxanthoma elasticum (PXE), which are rare diseases, using a national claims database. Design This was a population-based longitudinal cohort study. Participants A total of 126 million individuals were covered by the universal health coverage system in Japan. Methods With permission from the Ministry of Health, Labor and Welfare, we accessed all data from the National Database of Health Insurance Claims and Specific Health Checkups of Japan, which contains the nationwide health insurance claims data for 126 million Japanese. We identified individuals with AS and PXE between January 2011 and December 2020. The incidence rates, prevalence, overlap of AS and PXE, and mean age at death were calculated. Main Outcome Measures The incidence rates and prevalence of AS and PXE. Results A total of 6598 cases of AS and 1020 cases of PXE were identified during the 10-year study period. The incidence rates of AS and PXE were 0.52 (95% confidence interval, 0.48-0.56) and 0.08 (95% confidence interval, 0.07-0.10) per 100 000 person-years, respectively. On October 1, 2020, the prevalence of AS and PXE was 6.5 (95% confidence interval, 6.38-6.66) and 0.83 (95% confidence interval, 0.78-0.89) per 100 000 persons, respectively. The overlap of AS and PXE was 363 patients. The mean age at death of individuals with AS and PXE was 79.3 ± 0.51 and 77.1 ± 2.68 years, respectively. Conclusion This is the first population-based study to elucidate the epidemiology of AS and PXE. The mean age of death of both AS and PXE patients was younger than the mean life expectancy of the general Japanese population, thus, appropriate diagnosis and management are important to avoid preventable death. Financial Disclosures Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
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Affiliation(s)
- Saori Wada
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Masahiro Miyake
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Ai Kido
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
- Kyoto Okamoto Memorial Hospital, Kyoto, Japan
| | - Takuro Kamei
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Shusuke Hiragi
- Medical Research Institute KITANO HOSPITAL, PIIF Tazuke-kofukai, Osaka, Japan
| | - Hanako Ohashi Ikeda
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Masayuki Hata
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Hiroaki Ueshima
- Center for Innovative Research and Education in Data Science, Institute for Liberal Arts and Sciences, Kyoto University, Kyoto, Japan
| | - Akitaka Tsujikawa
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Hiroshi Tamura
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
- Center for Innovative Research and Education in Data Science, Institute for Liberal Arts and Sciences, Kyoto University, Kyoto, Japan
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Suto M, Iba A, Sugiyama T, Kodama T, Takegami M, Taguchi R, Niino M, Koizumi R, Kashiwagi K, Imai K, Ihana-Sugiyama N, Ichinose Y, Takehara K, Iso H. Literature Review of Studies Using the National Database of the Health Insurance Claims of Japan (NDB): Limitations and Strategies in Using the NDB for Research. JMA J 2024; 7:10-20. [PMID: 38314426 PMCID: PMC10834238 DOI: 10.31662/jmaj.2023-0078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 10/20/2023] [Indexed: 02/06/2024] Open
Abstract
The use of the National Database of Health Insurance Claims and Specific Health Checkups of Japan (NDB) for research has increased over time. Researchers need to understand the characteristics of the data to generate quality-assured evidence from the NDB. In this review, we mapped and characterized the limitations and related strategies using the NDB for research based on the descriptions of published NDB studies. To find studies that used Japanese healthcare claims data, we searched MEDLINE, EMBASE, and Ichushi-Web up to June 2023. Additionally, we hand-searched the NDB data publication list from the Ministry of Health, Labour and Welfare (2017-2023). We abstracted data based on the NDB data type, research themes, age of the study sample or population, targeted disease, and the limitations and strategies in the NDB studies. Ultimately, 267 studies were included. Overall, the most common research theme was describing and estimating the prescriptions and treatment patterns (125 studies, 46.8%). There was a variation in the frequency of themes according to the type of NDB data. We identified the following categories of limitations: (1) lack of information on confounders/covariates, outcomes, and other clinical content, (2) limitations regarding patients not included in the NDB, (3) misclassification of data, (4) lack of unique identifiers and register of beneficiaries, and (5) others. Although the included studies noted several limitations of using the NDB for research, they also provided some strategies to address them. Organizing the limitations of NDB in research and the related strategies across research fields can help support high-quality NDB studies.
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Affiliation(s)
- Maiko Suto
- Department of Health Policy, National Center for Child Health and Development, Tokyo, Japan
| | - Arisa Iba
- Institute for Global Health Policy Research, Bureau of International Health Cooperation, National Center for Global Health and Medicine, Tokyo, Japan
| | - Takehiro Sugiyama
- Institute for Global Health Policy Research, Bureau of International Health Cooperation, National Center for Global Health and Medicine, Tokyo, Japan
- Department of Health Services Research, Institute of Medicine, University of Tsukuba, Ibaraki, Japan
- Diabetes and Metabolism Information Center, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Tomoko Kodama
- Department of Public Health Policy, National Institute of Public Health, Saitama, Japan
| | - Misa Takegami
- Department of Preventive Medicine and Epidemiology, National Cerebral and Cardiovascular Center, Osaka, Japan
- Department of Public Health and Health Policy, School of Medicine, The University of Tokyo, Tokyo, Japan
| | - Reina Taguchi
- Institute for Health Economics and Policy, Tokyo, Japan
| | - Mariko Niino
- Division of Health Services Research, Institute for Cancer Control, National Cancer Center, Tokyo, Japan
| | - Ryuji Koizumi
- AMR Clinical Reference Center, Disease Control and Prevention Center, National Center for Global Health and Medicine, Tokyo, Japan
| | | | - Kenjiro Imai
- Diabetes and Metabolism Information Center, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Noriko Ihana-Sugiyama
- Diabetes and Metabolism Information Center, Research Institute, National Center for Global Health and Medicine, Tokyo, Japan
| | - Yuichi Ichinose
- Division of Health Services Research, Institute for Cancer Control, National Cancer Center, Tokyo, Japan
| | - Kenji Takehara
- Department of Health Policy, National Center for Child Health and Development, Tokyo, Japan
| | - Hiroyasu Iso
- Institute for Global Health Policy Research, Bureau of International Health Cooperation, National Center for Global Health and Medicine, Tokyo, Japan
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Wada S, Miyake M, Hata M, Kido A, Kamei T, Akada M, Hiragi S, Tamura H, Tsujikawa A. Annual trends of ophthalmic surgeries in Japan's super-aged society, 2014-2020: a national claims database study. Sci Rep 2023; 13:22884. [PMID: 38129456 PMCID: PMC10739960 DOI: 10.1038/s41598-023-49705-x] [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: 10/23/2023] [Accepted: 12/11/2023] [Indexed: 12/23/2023] Open
Abstract
This study aimed to analyze the trends and factors influencing the number of ophthalmic surgeries in Japan using the open data from the National Database of Health Insurance Claims and Specific Health Checkups of Japan published by the Ministry of Health, Labour and Welfare. We calculated the number of cataract, glaucoma, and vitreoretinal surgeries, categorized by sex, age, and surgical type, for the fiscal years (FY) 2014 to 2020. The number of cataract surgeries remained stable at approximately 1.45 million cases from FY 2014 to 2018, increased to nearly 1.6 million cases in FY 2019, and decreased to 1.45 million cases in FY 2020. Among glaucoma surgeries, surgical treatments were increased 1.8 times over 7 years, from 33,000 to 60,000 cases. Laser treatment remained steady at around 55,000 cases from FY 2014 to 2017 and then increased to approximately 60,000 cases. The number of vitreoretinal surgeries was increased 1.2 times from FY 2014 to 2019, from 120,000 to 140,000, and decreased to 130,000 by FY 2020. Trends in ophthalmic surgeries over the past 7 years may be influenced by population aging, minimally invasive surgery, and the coronavirus disease pandemic. These findings have implications on surgical decision-making and resource allocation.
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Affiliation(s)
- Saori Wada
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, 54 Shogoin, Kawahara, Sakyo, Kyoto, 606-8507, Japan
| | - Masahiro Miyake
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, 54 Shogoin, Kawahara, Sakyo, Kyoto, 606-8507, Japan.
| | - Masayuki Hata
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, 54 Shogoin, Kawahara, Sakyo, Kyoto, 606-8507, Japan
| | - Ai Kido
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, 54 Shogoin, Kawahara, Sakyo, Kyoto, 606-8507, Japan
- Kyoto Okamoto Memorial Hospital, Kyoto, Japan
| | - Takuro Kamei
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, 54 Shogoin, Kawahara, Sakyo, Kyoto, 606-8507, Japan
| | - Masahiro Akada
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, 54 Shogoin, Kawahara, Sakyo, Kyoto, 606-8507, Japan
| | - Shusuke Hiragi
- Medical Research Institute KITANO HOSPITAL, PIIF Tazuke-Kofukai, Osaka, Japan
| | - Hiroshi Tamura
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, 54 Shogoin, Kawahara, Sakyo, Kyoto, 606-8507, Japan
- Center for Innovative Research and Education in Data Science, Institute for Liberal Arts and Sciences, Kyoto University, Kyoto, Japan
| | - Akitaka Tsujikawa
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, 54 Shogoin, Kawahara, Sakyo, Kyoto, 606-8507, Japan
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Sawada T, Yasukawa T, Imaizumi H, Matsubara H, Kimura K, Terasaki H, Ishikawa H, Murakami T, Takeuchi M, Mitamura Y, Mizusawa Y, Takamura Y, Murata T, Kogo J, Ohji M. Subtype prevalence and baseline visual acuity by age in Japanese patients with neovascular age-related macular degeneration. Jpn J Ophthalmol 2023; 67:149-155. [PMID: 36879074 DOI: 10.1007/s10384-023-00981-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2022] [Accepted: 12/21/2022] [Indexed: 03/08/2023]
Abstract
PURPOSE To investigate age-specific prevalence of disease subtypes and baseline best-corrected visual acuity (BCVA) in Japanese patients with treatment-naïve neovascular age-related macular degeneration (nAMD). STUDY DESIGN Retrospective multicenter case series. METHODS We reviewed the records of patients with treatment-naïve nAMD who underwent initial treatment in 14 institutions in Japan sometime during the period from 2006 to 2015. In patients in whom both eyes were treated, only the eye treated first was included for analysis. The patients were stratified by age for the analysis. RESULTS In total, 3096 eyes were included. The overall prevalence of subtypes was as follows: typical AMD, 52.6%; polypoidal choroidal vasculopathy (PCV), 42.8%; retinal angiomatous proliferation (RAP), 4.6%. The number of eyes in each age group was as follows: younger than 60 years, 199; 60s, 747; 70s, 1308; 80s, 784; 90 years or older, 58. The prevalence of typical AMD in each age group was 51.8%, 48.1%, 52.1%, 57.7%, and 55.2%, respectively. The prevalence of PCV was 46.7%, 49.1%, 44.7%, 34.4%, and 19.0%, respectively. The prevalence of RAP was 1.5%, 2.8%, 3.2%, 7.9%, and 25.9%, respectively. The prevalence of PCV decreased with age, whilst that of RAP increased. The prevalence of RAP was higher than that of PCV in patients aged 90 years or older. The mean baseline BCVA (logMAR) was 0.53. In each age group, the mean baseline BCVA was 0.35, 0.45, 0.54, 0.62, and 0.88, respectively. The mean logMAR BCVA at baseline significantly worsened with age (P < 0.001). CONCLUSION The prevalence of nAMD subtypes differed according to age in Japanese patients. The baseline BCVA worsened with age.
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Affiliation(s)
- Tomoko Sawada
- Department of Ophthalmology, Shiga University of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan. .,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan.
| | - Tsutomu Yasukawa
- Department of Ophthalmology, Nagoya City University, Aichi, Japan.,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan
| | - Hiroko Imaizumi
- Department of Ophthalmology, Sapporo City General Hospital, Hokkaido, Japan.,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan
| | - Hisashi Matsubara
- Department of Ophthalmology, Mie University, Mie, Japan.,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan
| | - Kazuhiro Kimura
- Department of Ophthalmology, Yamaguchi University, Yamaguchi, Japan.,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan
| | - Hiroto Terasaki
- Department of Ophthalmology, Kagoshima University, Kagoshima, Japan.,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan
| | - Hiroto Ishikawa
- Department of Ophthalmology, Hyogo College of Medicine, Hyogo, Japan.,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan
| | - Tomoya Murakami
- Department of Ophthalmology, University of Tsukuba, Ibaraki, Japan.,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan
| | - Masaru Takeuchi
- Department of Ophthalmology, National Defense Medical College, Saitama, Japan.,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan
| | - Yoshinori Mitamura
- Department of Ophthalmology, Tokushima University, Tokushima, Japan.,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan
| | - Yutaro Mizusawa
- Department of Ophthalmology, Nara Medical University, Nara, Japan.,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan
| | - Yoshihiro Takamura
- Department of Ophthalmology, University of Fukui, Fukui, Japan.,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan
| | - Toshinori Murata
- Department of Ophthalmology, Shinshu University, Nagano, Japan.,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan
| | - Jiro Kogo
- Department of Ophthalmology, St. Marianna University School of Medicine, Kanagawa, Japan.,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan
| | - Masahito Ohji
- Department of Ophthalmology, Shiga University of Medical Science, Seta Tsukinowa-cho, Otsu, Shiga, 520-2192, Japan.,J-CREST (Japan Clinical Retinal Study Team) Study Group, Tokyo, Japan
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11
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YOSHIDA S, TAKEUCHI M, TANAKA-MIZUNO S, MIZUNO K, NAKASHIMA M, FUKASAWA T, KAWAKAMI K. Clinical epidemiology and pharmacoepidemiology studies with real-world databases. PROCEEDINGS OF THE JAPAN ACADEMY. SERIES B, PHYSICAL AND BIOLOGICAL SCIENCES 2022; 98:517-528. [PMID: 36504194 PMCID: PMC9751262 DOI: 10.2183/pjab.98.026] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 10/03/2022] [Indexed: 06/17/2023]
Abstract
Hospital-based registry data, including patients' information collected by academic societies or government based research groups, were previously used for clinical research in Japan. Now, real-world data routinely obtained in healthcare settings are being used in clinical epidemiology and pharmacoepidemiology. Real-world data include a database of claims originating from health insurance associations for reimbursement of medical fees, diagnosis procedure combinations databases for acute inpatient care in hospitals, a drug prescription database, and electronic medical records, including patients' medical information obtained by doctors, derived from electronic records of hospitals. In the past ten years, much evidence of clinical epidemiology and pharmacoepidemiology studies using real-world data has been accumulated. The purpose of this review was to introduce clinical epidemiology and pharmacoepidemiology approaches and studies using real-world data in Japan.
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Affiliation(s)
- Satomi YOSHIDA
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
| | - Masato TAKEUCHI
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
| | - Sachiko TANAKA-MIZUNO
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
| | - Kayoko MIZUNO
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
| | - Masayuki NAKASHIMA
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
| | - Toshiki FUKASAWA
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
| | - Koji KAWAKAMI
- Department of Pharmacoepidemiology, Graduate School of Medicine and Public Health, Kyoto University, Kyoto, Japan
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