2025/04/18 更新

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写真a

オクイ タスク
奥井 佑
OKUI TASUKU
所属
九州大学病院 メディカル・インフォメーションセンター 助教
医学部 医学科(併任)
職名
助教
連絡先
メールアドレス
プロフィール
観察研究に関する共同研究や公的統計データの分析などを行っている。

学位

  • 保健学

研究テーマ・研究キーワード

  • 研究テーマ: データサイエンス, 公衆衛生学, 統計学

    研究キーワード: 公衆衛生学, 健康格差, 母子保健

    研究期間: 2018年10月 - 現在

受賞

  • 川井記念賞

    2022年11月   厚生労働統計協会  

  • 奨励論文賞

    2020年9月   応用統計学会  

  • 奨励賞

    2019年5月   計量生物学会  

  • 優秀ポスター発表賞

    2018年3月   応用統計学会  

論文

  • Association of premarital pregnancy with adverse birth outcomes and its characteristics in Japan. 査読

    Okui T, Nakashima N

    Contraception and reproductive medicine   10 ( 1 )   30   2025年4月   eISSN:2055-7426

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:Springer Science and Business Media LLC  

    Abstract

    Background

    A study investigating the association between premarital pregnancy and the adverse birth outcomes has not been conducted in Japan. This study aimed to investigate an association of premarital pregnancy with adverse birth outcomes and its characteristics in Japan, using national birth data.

    Methods

    Birth data from the Vital Statistics: Occupational and Industrial Aspects for the fiscal years 2010, 2015, and 2020 were used. Firstborn and singleton births were used, and we restricted the data to infants born to Japanese parents. We defined the status of premarital pregnancy based on the length of marriage at the time of birth. Rates of preterm birth, term low birth weight (TLBW), and small-for-gestational-age (SGA) were used as outcomes. Log-binomial regression analysis was conducted to calculate the adjusted risk ratio of premarital pregnancy for each of the outcomes. Furthermore, logistic regression analysis was conducted to identify factors associated with premarital pregnancy.

    Results

    Data from 888,459 births were included in the analysis. The results of log-binomial regression showed that the risk of premarital pregnancy was statistically significantly higher than that of postmarital pregnancy for all the outcomes, and the risk ratios were 1.65 (95% confidence intervals (CI):1.58, 1.72), 1.17 (95% CI:1.12, 1.22), and 1.12 (95% CI:1.08, 1.17) for preterm birth, TLBW, and SGA, respectively. The results of logistic regression analysis showed that lower non-manual workers, manual workers, and others were significantly and positively associated with premarital pregnancy compared to upper non-manual workers in terms of maternal and paternal occupations.

    Conclusions

    It was shown that premarital pregnancy was associated with a higher risk of preterm birth, TLBW, and SGA and was positively associated with parental occupations such as lower non-manual workers and manual workers in Japan.

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  • The relationship between blood test results and vasovagal reactions: An intra-individual comparative retrospective analysis of blood donor data in Japan 査読

    Chijiiwa, T; Hirata, A; Okui, T; Iwasaki, J; Nakashima, N; Kumagawa, M

    VOX SANGUINIS   120 ( 3 )   260 - 267   2025年1月   ISSN:0042-9007 eISSN:1423-0410

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    記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:Vox Sanguinis  

    Background and Objectives: To determine whether intra-individual differences in pre-donation blood test results were associated with vasovagal reactions (VVRs). Materials and Methods: The study included donors who voluntarily donated 400 mL of whole blood at least twice during a 5-year blood collection period of the Japanese Red Cross, including both donations with and without a VVR. A conditional logistic regression analysis by age group and sex was conducted, using each donor as a stratum, together with an analysis of deviance to test the significance of including an interaction term between age group and blood data in the regression model. Results: A total of 1873 donors were included in the analysis. Haemoglobin, haematocrit, total protein and albumin values prior to donation were higher when a VVR was observed than when it was not for each age group and sex. The regression analysis showed significant positive associations between each of these blood parameters and VVR in all combinations of age groups and sex. A particularly strong positive association between haemoglobin and VVRs is seen in women aged ≥50 years (odds ratio, OR [95% confidence interval, CI]: 1.844 [1.457, 2.333]). Conclusion: Haemoglobin, haematocrit, total protein and albumin levels within individual donors were significantly higher at donation with a VVR. This was most notable in women aged ≥50 years. Comparing the pre-donation haemoglobin value with past values in the same donor at the donation site would help raise awareness of the risk of VVRs.

    DOI: 10.1111/vox.13787

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  • Sociodemographic characteristics of non-institutional births and the association with neonatal and infant mortality in Japan 査読

    Okui, T; Nakashima, N

    JOURNAL OF GYNECOLOGY OBSTETRICS AND HUMAN REPRODUCTION   53 ( 10 )   102834 - 102834   2024年12月   ISSN:2468-7847 eISSN:1773-0430

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:Journal of Gynecology Obstetrics and Human Reproduction  

    Objectives: In this study, the association of non-institutional births with neonatal and infant mortality in Japan was investigated as well as sociodemographic characteristics of non-institutional births. Methods: The Vital Statistics data in Japan (the birth data from 2012 to 2021 and mortality data from 2012 to 2022) were used. Births were classified into three types based on the place of birth and birth attendant: institutional births, non-institutional births with a physician or a midwife, and non-institutional births without a physician or a midwife. Modified Poisson regression was used in order to investigate the association between the type of birth and neonatal and infant mortality and the association between sociodemographic characteristics and the type of birth. Results: A total of 9,422,942 births were used in the analysis. The results of regression analysis investigating an association between the type of birth and neonatal and infant mortality showed that non-institutional births were positively associated with neonatal and infant mortality regardless of the attendance of a physician or a midwife. Furthermore, the results of regression analysis investigating predictors of non-institutional births showed that factors such as non-urban regions, older maternal age groups, and unmarried status of mothers were positively associated with the two types of non-institutional births, and non-Japanese mother was positively associated with non-institutional births without a physician or a midwife. Conclusions: Non-institutional births were a predictor of neonatal and infant mortality regardless of the attendance of a physician or midwife, and some sociodemographic characteristics have been proven to be predictors of non-institutional births.

    DOI: 10.1016/j.jogoh.2024.102834

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  • Factors Associated With Post-term Birth and Its Relationship to Neonatal Mortality in Japan: An Analysis of National Data From 2017 to 2022 査読

    Okui T., Nakashima N.

    Journal of Preventive Medicine and Public Health   57 ( 6 )   564 - 571   2024年11月   ISSN:1975-8375 eISSN:2233-4521

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:Journal of Preventive Medicine and Public Health  

    Objectives: Prior research has not yet examined the relationship between post-term birth and neonatal mortality in Japan, along with factors associated with post-term birth. We investigated these associations utilizing nationwide birth data from Japan. Methods: Birth and mortality data were obtained from the Vital Statistics of Japan for the years 2017 to 2022. The post-term birth rate was calculated by birth characteristics, and the neonatal mortality rates for post-term and term births were computed. Additionally, log-binomial regression analysis was employed to explore the associations between post-term birth and neonatal mortality, as well as between various characteristics and post-term birth. The characteristics considered included infant sex, maternal age group, parity, maternal nationality, maternal marital status, and household occupation. Results: This study analyzed data from 4 698 905 singleton infants born at 37 weeks of gestational age or later. Regression analysis revealed that post-term birth was positively associated with neonatal mortality. The adjusted risk ratio for neonatal mortality in postterm compared to term births was 8.07 (95% confidence interval, 5.06 to 12.86). Factors positively associated with post-term birth included female infant sex, older maternal age, primiparity, non-Japanese maternal nationality, unmarried status, and various household occupations, including farmer, full-time worker at a smaller company, other type of worker, and unemployed. Younger maternal age was inversely associated with post-term birth. Conclusions: In Japan, post-term birth represents a risk factor for neonatal mortality. Additionally, socio-demographic characteristics, such as maternal marital status, nationality, and parity were found to be predictors of post-term birth.

    DOI: 10.3961/jpmph.24.355

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    その他リンク: http://jpmph.org/journal/view.php?doi=10.3961/jpmph.24.355

  • Primary Care EHR data on Social Determinants of Health: Quality and Fitness for Purpose in Precision/Personalised Medicine.

    Sunjaya AP, Godinho MA, Jonnagaddala J, Kuziemsky C, Tu K, Islam R, Okui T, Nakashima N, Silva-Valencia J, Rojas-Mezarina L, Marcelo A, Wye SWK, Hsu CY, Hoang U, Westfall J, de Lusignan S, Liaw ST

    Yearbook of medical informatics   33 ( 1 )   32 - 44   2024年8月   ISSN:0943-4747

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    記述言語:英語  

    DOI: 10.1055/s-0044-1800716

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  • Exploring the Link Between Parental Sociodemographic Characteristics and Multiple Births: Insights from National Birth Data in Japan, 1995-2020 査読

    Okui, T; Nakashima, N

    TWIN RESEARCH AND HUMAN GENETICS   27 ( 4-5 )   223 - 230   2024年8月   ISSN:1832-4274 eISSN:1839-2628

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    担当区分:筆頭著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:Twin Research and Human Genetics  

    This present study investigated the parental characteristics of multiple births using national birth data in Japan. This study included birth data from Vital Statistics: Occupational and Industrial Aspects every five fiscal years from 1995 to 2020. The multiple birth rates were defined as the number of live-birth deliveries with multiple fetuses (e.g., twins, triplets) per total live-birth deliveries. Parental ages, nationalities, occupations and household occupation (occupation of the top earner of the household) were considered as parental characteristics. The multiple birth rates were calculated based on parental characteristics for each year, and a log-binomial regression model was used to assess the association between parental characteristics and multiple births. The multiple birth rate for Japanese mothers consistently exceeded that for non-Japanese mothers over the years, and the rate increased progressively from manual workers to lower non-manual workers and then to upper non-manual workers for both maternal and paternal occupations. The regression results indicated that the risk ratio (RR) for multiple births among non-Japanese mothers was significantly lower than that among Japanese mothers. Moreover, concerning household occupation, the RRs of self-employed individuals, full-time employees at smaller companies, others, and the unemployed were significantly lower than those of full-time employees at larger companies. Furthermore, the RRs of lower non-manual and manual workers were significantly lower than those of upper non-manual workers in maternal and paternal occupations. The results suggested an association between multiple births and parental socioeconomic status in Japan.

    DOI: 10.1017/thg.2024.36

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  • A Novel Kidney Failure Prediction Model in Individuals With CKD: Impact of Serum Bilirubin Levels 査読

    Inoguchi, T; Okui, T; Nojiri, C; Yamashita, T; Nakayama, M; Haruyama, N; Fukuizumi, K; Wakata, Y; Nakashima, N

    JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM   2024年6月   ISSN:0021-972X eISSN:1945-7197

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    担当区分:筆頭著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:The Endocrine Society  

    Abstract

    Context

    Predicting the progression of chronic kidney disease (CKD) to end-stage kidney disease (ESKD) is crucial for improving patient outcomes.

    Objective

    To reveal the highly predictive activity of serum bilirubin levels for the progression of CKD to ESKD, and to develop and validate a novel ESKD prediction model incorporating serum bilirubin levels.

    Methods

    We assessed the relative importance of 20 candidate predictors for ESKD, including serum bilirubin levels, in a CKD cohort (15 ≤ estimated glomerular filtration rate [eGFR] < 60 mL/min/1.73 m2), and subsequently developed a prediction model using the selected variables. The development cohort comprised 4103 individuals with CKD who underwent follow-up at Kyushu University Hospital, Japan, from 2008 to 2018. The primary outcome was incident ESKD, defined as an eGFR < 15 mL/min/1.73 m2, chronic dialysis, or renal transplantation.

    Results

    The mean follow-up time was 7.0 ± 4.2 years, during which 489 individuals (11.9%) progressed to ESKD. The Cox proportional hazard model selected eGFR, serum bilirubin, proteinuria, age, diabetes, gender, hypertension, serum albumin, and hemoglobin in order of their importance. The predictive performance of the model was optimized by incorporating these 9 variables in discrimination evaluated by time-dependent area under the curve (AUC). This model also demonstrated excellent calibration. Additionally, this model exhibited excellent predictive performance in both discrimination (2-year AUC: 0.943, 5-year AUC: 0.935) and calibration in a validation cohort (n = 2799).

    Conclusion

    Serum bilirubin levels were strong predictors for the progression of CKD to ESKD. Our novel model that incorporates serum bilirubin levels could accurately predict ESKD in individuals with CKD.

    DOI: 10.1210/clinem/dgae430

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  • Effects of the COVID-19 pandemic on the rates of adverse birth outcomes and fetal mortality in Japan: an analysis of national data from 2010 to 2022 査読

    Okui T., Naoki N.

    BMC Public Health   24 ( 1 )   1430   2024年5月   eISSN:1471-2458

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    担当区分:筆頭著者, 最終著者, 責任著者   記述言語:英語   掲載種別:研究論文(学術雑誌)   出版者・発行元:BMC Public Health  

    Background: Although the coronavirus disease 2019 (COVID-19) pandemic affected trends of multiple health outcomes in Japan, there is a paucity of studies investigating the effect of the pandemic on adverse birth outcomes and fetal mortality. This study aimed to investigate the effect of the onset of the pandemic on the trends in adverse birth outcomes and fetal mortality using national data in Japan. Methods: We used the 2010–2022 birth and fetal mortality data from the Vital Statistics in Japan. We defined the starting time of the effect of the pandemic as April 2020, and the period from January 2010 to March 2020 and that from April 2020 to December 2022 were defined as the pre- and post- pandemic period, respectively. The rates of preterm birth, term low birth weight (TLBW), small-for-gestational-age (SGA), large-for-gestational-age (LGA), spontaneous fetal mortality, and artificial fetal mortality were used as outcomes. An interrupted time series analysis was conducted using monthly time series data of the outcomes to evaluate the effects of the pandemic. In addition, a modified Poisson regression model was used to evaluate the effects of the pandemic on these outcomes using individual-level data, and the adjusted risk ratio of the effect was calculated. Results: The adverse birth and fetal mortality outcomes showed a decreasing trend over the years, except for preterm birth and LGA birth rates, and SGA birth rates tended to reach their lowest values after the onset of the pandemic. The interrupted time series analysis revealed that the pandemic decreased preterm birth, TLBW, and SGA birth rates. In addition, the regression analysis revealed that the pandemic decreased the TLBW, SGA, and artificial fetal mortality rates. Conclusions: Analyses performed using national data suggested that the pandemic decreased the TLBW and SGA rates in Japan.

    DOI: 10.1186/s12889-024-18905-z

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    その他リンク: https://link.springer.com/article/10.1186/s12889-024-18905-z/fulltext.html

  • A nationwide survey of facial onset sensory and motor neuronopathy in Japan 査読

    Senri Ko, Ryo Yamasaki, Tasuku Okui, Wataru Shiraishi, Mitsuru Watanabe, Yu Hashimoto, Yuko Kobayakawa, Susumu Kusunoki, Jun-ichi Kira, Noriko Isobe

    Journal of the Neurological Sciences   459   122957 - 122957   2024年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    DOI: 10.1016/j.jns.2024.122957

  • Exploring the association between non-regular employment and adverse birth outcomes: an analysis of national data in Japan 査読

    Tasuku Okui, Naoki Nakashima

    Annals of Occupational and Environmental Medicine   36 ( 1 )   2024年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    DOI: 10.35371/aoem.2024.36.e6

  • Effects of ambient air pollution on the risk of small- and large-for-gestational-age births: an analysis using national birth data in Japan 査読

    Tasuku Okui, Naoki Nakashima

    International Archives of Occupational and Environmental Health   2024年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    DOI: 10.1007/s00420-024-02063-1

  • Association of maternal nationality with preterm birth and low birth weight rates: analysis of nationwide data in Japan from 2016 to 2020. 査読 国際誌

    Tasuku Okui, Yoko Sato, Seiichi Morokuma, Naoki Nakashima

    Maternal health, neonatology and perinatology   9 ( 1 )   3 - 3   2023年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    BACKGROUND: The rate of low birth weight or preterm birth is known to vary according to the birth place of mothers. However, in Japan, studies that investigated the association between maternal nationalities and adverse birth outcomes are few. In this study, we investigated the association between maternal nationalities and adverse birth outcomes. METHODS: We obtained live birth data from the Vital Statistics 2016-2020 of the Ministry of Health, Labour, and Welfare. We used data on maternal age, sex, parity, gestational age, birth weight, number of fetuses, household occupation, paternal nationality, and maternal nationality for each infant. We compared the rates of preterm birth and low birth weight at term among mothers whose nationalities were Japan, Korea, China, Philippines, Brazil, and other countries. Log binomial regression model was used to investigate the association between maternal nationality and the two birth outcomes using the other infants' characteristics as covariates. RESULTS: In the analysis, data on 4,290,917 singleton births were used. Mothers from Japan, Korea, China, the Philippines, Brazil, and other nations had preterm birth rates of 4.61%, 4.16%, 3.97%, 7.43%, 7.69%, and 5.61%, respectively. The low birth weight rate among Japanese mothers was 5.36% and was the highest among the maternal nationalities. Regression analysis showed that the relative risk for preterm birth among Filipino, Brazilian, and mothers from other countries (1.520, 1.329, and 1.222, respectively) was statistically significantly higher compared with Japanese mothers. In contrast, the relative risk for Korean and Chinese mothers (0.870 and 0.899, respectively) was statistically significantly lower compared with Japanese mothers. Mothers from Korea, China, the Philippines, Brazil, and other nations had a relative risk for low birth weight that was statistically significantly lower than that of Japanese mothers (0.664, 0.447, 0.867, 0.692, and 0.887, respectively). CONCLUSIONS: Support for mothers from the Philippines, Brazil, and other countries are necessary to prevent preterm birth. A future study is necessary to investigate the differences in characteristics among mothers of different nationalities in order to uncover the reason for the high risk for low birth weight among Japanese mothers.

    DOI: 10.1186/s40748-023-00149-1

  • Transcatheter arterial steroid injection therapy improves the prognosis of patients with acute liver failure. 査読 国際誌

    Akifumi Kuwano, Tasuku Okui, Motoyuki Kohjima, Miho Kurokawa, Takeshi Goya, Masatake Tanaka, Tomomi Aoyagi, Motoi Takahashi, Koji Imoto, Shigeki Tashiro, Hideo Suzuki, Nobuhiro Fujita, Yasuhiro Ushijima, Kousei Ishigami, Shoji Tokunaga, Masaki Kato, Yoshihiro Ogawa

    Medicine   102 ( 10 )   e33090   2023年3月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    Acute liver failure (ALF) is a disorder defined by coagulopathy and encephalopathy with a poor prognosis. No effective therapies have been established except for liver transplantation. We previously reported a subgroup of patients with acute liver injury who developed microcirculatory disturbance. We also established and reported transcatheter arterial steroid injection therapy (TASIT) as a new treatment of ALF. Here, we analyze the effectiveness of TASIT in a larger cohort and evaluate the impact on ALF patients with or without microcirculatory disturbance. We conducted a single-center retrospective study to evaluate the effectiveness of TASIT in patients with ALF admitted at Kyushu University Hospital between January 2005 and March 2018. TASIT is performed by injecting methylprednisolone via the proper hepatic artery for 3 days. One hundred ninety-4 patients with ALF were enrolled and analyzed in this study. Of the 87 patients given TASIT, 71 (81.6%) recovered without any complications and 16 (18.4%) died or underwent liver transplantation. Of the 107 patients not administered TASIT, 77 (72.0%) recovered and 30 (28.0%) progressed to irreversible liver failure. In the high-lactate dehydrogenase subgroup, 52 (86.7%) of the 60 patients with TASIT recovered, and the survival rate was significantly higher than that in patients who did not receive TASIT. Multivariate regression analysis revealed that the TASIT procedure was one of the significant prognostic factors in the high-lactate dehydrogenase subgroup and was significantly associated with prothrombin activity percentage improvement. TASIT is an effective treatment for patients with ALF, especially in those with microcirculatory disturbance.

    DOI: 10.1097/MD.0000000000033090

  • Regional difference in multi-psychotropic drug prescription in Japan and its associated factors: an ecological study using national health insurance claims data 査読

    Tasuku Okui, Naoki Nakashima

    Research in Health Services & Regions   2 ( 1 )   2023年1月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    Abstract

    Background

    In Japan, regulations preventing the prescriptions of various types of psychotropic drugs have become stricter in recent years. However, the areas where multi-psychotropic drug prescriptions are common and the geographic factors that contribute to the regional difference, have not been studied. In this study, we used data from all claims in Japan to examine regional differences in the prescription for multi-psychotropic drugs using an ecological study.

    Methods

    The National Database of Health Insurance Claims and Specific Health Checkups of Japan Open data in 2019 were used. The outcome was the number of prescriptions for four or more different types of anxiolytics and hypnotics as well as for three or more of the same kind of psychotropic drugs (any one of anxiolytics, hypnotics, antipsychotics, antidepressants) for outpatients in each area. Among the 335 secondary medical areas in Japan, the data on 331 areas were used in the analysis. The standardized claim ratio (SCR), an indicator of the number of this multi-psychotropic drug prescription, correcting for regional differences in distribution of population by age and sex, was calculated for each of the secondary medical areas. The spatial cluster detection technique was used to locate a cluster of high-SCR areas. Furthermore, factors associated with regional differences in the SCRs were examined by a spatial statistics model.

    Results

    North Japanese regions tend to have high SCRs, and 13 areas in Hokkaido were identified as the most likely cluster (cluster with the highest likelihood ratio) for multi-psychotropic drug prescription. Furthermore, a spatial regression analysis revealed that the proportion of people with lower educational levels, the total number of prescriptions per capita, and the number of physicians working in psychiatric departments per capita were statistically positively associated with the SCR for the prescription of multiple psychotropic drugs.

    Conclusions

    It was suggested that socioeconomic and medical characteristics of areas are related to the regional variation in the multi-psychotropic drug prescriptions, however, further research using individual-level data is required to confirm these results.

    DOI: 10.1007/s43999-022-00018-y

  • Analysis of regional differences in the amount of hypnotic and anxiolytic prescriptions in Japan using nationwide claims data 査読 国際誌

    Tasuku Okui, Jinsang Park

    BMC Psychiatry   22 ( 1 )   44 - 44   2022年12月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    <title>Abstract</title><sec>
    <title>Background</title>
    In Japan, there has been no investigation of regional differences in the number or amount of prescriptions of anxiolytics or hypnotics. Attributes related to the high amount of prescriptions for these drugs are unknown. We investigated recent trends and regional differences in the amount of prescriptions of hypnotics and anxiolytics in Japan and identified factors associated with these regional differences.


    </sec><sec>
    <title>Methods</title>
    The National Database of Health Insurance Claims and Specific Health Checkups of Japan (NDB) Open data from 2015 to 2018 were used. We calculated diazepam-equivalent doses (mg) for each drug and the total amount of prescriptions per capita for hypnotics and anxiolytics by sex and age. In addition, we calculated the standardized claim ratio (SCR) of the amount of prescriptions by prefecture. We investigated factors associated with regional differences in the SCRs of hypnotics and anxiolytics using the prefectures’ medical, socioeconomic, and physical characteristics by an ecological study using a linear mixed-effects model.


    </sec><sec>
    <title>Results</title>
    The amount of prescriptions of hypnotics and anxiolytics, specifically, the amount of prescriptions of benzodiazepine receptor agonists (BZRAs), decreased in many of the adult age groups from 2015 to 2018. The regression analysis revealed that the number of medical clinics per capita, the number of public assistance recipients per capita, the proportion of persons whose HbA1c ≥ 6.5&#37;, and the proportion of persons whose BMI ≥25 kg/m2 were positively and significantly associated with the SCR of hypnosis. In contrast, the number of public assistance recipients per capita and the proportion of persons whose BMI ≥25 kg/m2 were positively and significantly associated with the SCR of anxiolytics.


    </sec><sec>
    <title>Conclusions</title>
    Factors associated with prescription amount of hypnotics and anxiolytics were revealed in this study, and a further study is needed for investigating causal relationships between the prescriptions amount and the associated factors using individual data.


    </sec>

    DOI: 10.1186/s12888-021-03657-6

  • A simplified prediction model for end-stage kidney disease in patients with diabetes 査読

    Toyoshi Inoguchi, Tasuku Okui, Chinatsu Nojiri, Erina Eto, Nao Hasuzawa, Yukihiro Inoguchi, Kentaro Ochi, Yuichi Takashi, Fujiyo Hiyama, Daisuke Nishida, Fumio Umeda, Teruaki Yamauchi, Daiji Kawanami, Kunihisa Kobayashi, Masatoshi Nomura, Naoki Nakashima

    Scientific Reports   12 ( 1 )   2022年12月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    Abstract

    This study aimed to develop a simplified model for predicting end-stage kidney disease (ESKD) in patients with diabetes. The cohort included 2549 individuals who were followed up at Kyushu University Hospital (Japan) between January 1, 2008 and December 31, 2018. The outcome was a composite of ESKD, defined as an eGFR < 15 mL min−1 [1.73 m]−2, dialysis, or renal transplantation. The mean follow-up was 5.6 &#36;&#36;pm&#36;&#36; 3.7 years, and ESKD occurred in 176 (6.2&#37;) individuals. Both a machine learning random forest model and a Cox proportional hazard model selected eGFR, proteinuria, hemoglobin A1c, serum albumin levels, and serum bilirubin levels in a descending order as the most important predictors among 20 baseline variables. A model using eGFR, proteinuria and hemoglobin A1c showed a relatively good performance in discrimination (C-statistic: 0.842) and calibration (Nam and D’Agostino &#36;&#36;chi&#36;&#36;2 statistic: 22.4). Adding serum albumin and bilirubin levels to the model further improved it, and a model using 5 variables showed the best performance in the predictive ability (C-statistic: 0.895, &#36;&#36;chi&#36;&#36;2 statistic: 7.7). The accuracy of this model was validated in an external cohort (n = 5153). This novel simplified prediction model may be clinically useful for predicting ESKD in patients with diabetes.

    DOI: 10.1038/s41598-022-16451-5

  • Increased risk of metastasis in patients with incidental use of renin-angiotensin system inhibitors: a retrospective analysis for multiple types of cancer based on electronic medical records 査読 国際誌

    Akie Hirata, Shin Ishikane, Fumi Takahashi-Yanaga, Masaki Arioka, Tasuku Okui, Chinatsu Nojiri, Toshiyuki Sasaguri, Naoki Nakashima

    Hypertension Research   45 ( 12 )   1869 - 1881   2022年9月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    DOI: 10.1038/s41440-022-01038-4

  • Analysis of an association between socioeconomic deprivation level and ischemic heart disease mortality in Japan using municipal-specific data 査読

    Tasuku Okui, Tetsuya Matoba, Naoki Nakashima

    Epidemiology and Health   e2022059 - e2022059   2022年7月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    DOI: 10.4178/epih.e2022059

  • Association of Esophageal Cancer Mortality with Municipal Socioeconomic Deprivation Level in Japan, 2013–2017: An Ecological Study Using Nationwide Data 査読 国際誌

    Tasuku Okui, Akie Hirata, Naoki Nakashima

    International Journal of Environmental Research and Public Health   19 ( 9 )   5483 - 5483   2022年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    This study aimed to show geographical differences in esophageal cancer mortality in Japan and reveal an association of esophageal cancer mortality with municipal socioeconomic deprivation level. Esophageal cancer mortality data in the Vital Statistics from 2013 to 2017 for each municipality and corresponding population data were analyzed. The deprivation level was derived from the municipal socioeconomic variables by principal component analysis. Municipalities were classified into five quintiles based on the deprivation level, and an association between the level and esophageal cancer mortality was evaluated using a Bayesian spatial model. As a result of regression analysis, the relative risk of esophageal cancer mortality tended to become larger as the deprivation level increased irrespective of sex, and the relative risk of esophageal cancer mortality was significantly higher in quintile 5 (most deprived) than quintile 1 (least deprived) among men and women. These results suggest that the deprivation level increases the risk of esophageal cancer mortality in Japan.

    DOI: 10.3390/ijerph19095483

  • Analysis of the association between areal socioeconomic deprivation levels and viral hepatitis B and C infections in Japanese municipalities 査読 国際誌

    Tasuku Okui, Naoki Nakashima

    BMC Public Health   22 ( 1 )   2022年4月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    Abstract

    Background

    We investigated the association between municipal socioeconomic deprivation levels and the positivity of hepatitis B surface antigen (HBsAg) and the prevalence of hepatitis C virus (HCV) among individuals who have never participated in hepatitis screening using Japanese national screening data.

    Methods

    The hepatitis virus screening data analyzed included the 5-year age group-specific number of participants aged 40 years or older, number of HBsAg-positive persons, and number of HCV carriers for each municipality from 2013 to 2017. Principal component analysis was used to derive a socioeconomic deprivation level using the socioeconomic characteristics of municipalities. Bayesian spatial Poisson regression analysis was conducted to investigate the association between the socioeconomic deprivation level and the results of screening. Data on 1,660 municipalities were used in the analysis.

    Results

    The data of 4,233,819 participants in the HBV screening and 4,216,720 in the HCV screening were used in the analysis. A principal component interpreted as level of rurality (principal component 1) and another principal component interpreted as level of low socioeconomic status among individuals (principal component 2) were extracted as the major principal components. Their principal component scores were used as the deprivation levels of municipalities. Spatial regression analysis showed that the deprivation level derived from the sum of the scores of principal components 1 and 2 was significantly and positively associated with HBsAg positivity and HCV prevalence. In addition, the deprivation level derived only from the score of principal component 2 was also significantly and positively associated with the outcomes. Conversely, the deprivation level derived only from the score of principal component 1 was not associated with the outcomes. Moreover, population density was significantly and positively associated with HBsAg positivity and HCV prevalence.

    Conclusions

    This study suggested that participation in hepatitis virus screening is important and meaningful, particularly for areas with a higher lower socioeconomic level in Japan.

    DOI: 10.1186/s12889-022-13089-w

  • Differences in Rates of Low Birth Weight among Prefectures in Japan: An Ecological Study Using Government Statistics Data 査読

    Tasuku Okui, Naoki Nakashima

    Children   9 ( 3 )   305 - 305   2022年2月

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    記述言語:その他   掲載種別:研究論文(学術雑誌)  

    The differences in the rates and trends of the overall low birth weight and term low birth weight in recent years are unknown for the Japanese prefectures. In this ecological study, we revealed the rates for each prefecture and investigated the factors affecting the regional differences in these outcomes. Aggregated vital statistics data from 2007 to 2019 were obtained from the Ministry of Health, Labour, and Welfare in Japan. The association between the outcomes and the variables, including the infants’ birth characteristics, medical characteristics, and socioeconomic characteristics of the prefectures, were analyzed. An analysis of repeated-measures data was conducted using the data from 2013 and 2018 for each prefecture. The trend for the rates of overall low birth weight and term low birth weight over the years differed among the prefectures. Moreover, the proportions of multiple births and lean (body mass index <18.5 kg/m2) and obese (body mass index ≥25.0 kg/m2) women had a statistically significant positive association with both the overall low birth weight rate and the term low birth weight rate among the prefectures. It was suggested that to resolve the difference in these outcomes among the prefectures, being obese or underweight needs to be addressed in mothers.

    DOI: 10.3390/children9030305

  • Trends in the Prescription of Benzodiazepine Receptor Agonists from 2009 to 2020: A Retrospective Study Using Electronic Healthcare Record Data of a University Hospital in Japan 査読 国際誌

    Tasuku Okui, Jinsang Park, Akie Hirata, Naoki Nakashima

    Healthcare   9 ( 12 )   1724 - 1724   2021年12月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    In recent years, the prescription trends of benzodiazepine receptor agonists (BZRAs) have not been investigated in Japan despite the publication of guidelines that promote cautious use of BZRAs. The prescription trend of BZRAs was assessed using the electronic healthcare records data of a University Hospital in Japan. The data from April 2009 to March 2021 were used. The following three types of outcomes were set: the proportion of patients who were prescribed with BZRAs within those prescribed hypnotics or anxiolytics; the mean number of the types of prescribed BZRAs, and the mean average daily doses of BZRAs. The same analysis was conducted for benzodiazepines (BZDs) and non-benzodiazepines (Z-drugs). As a result, we found that the proportions of patients prescribed BZRAs within those prescribed hypnotics or anxiolytics began to decrease, particularly from 2015 for patients aged <75 years and those aged ≥75 years. Further, the degree of decrease was larger in patients aged ≥75 years. The proportion for BZDs decreased particularly in the study period, and the proportion for Z-drugs also began to decrease approximately from 2016 in patients aged ≥75 years. The results suggest a possibility that guidelines affected the decreased prescriptions of BZRAs.

    DOI: 10.3390/healthcare9121724

  • Validation of a claims‐based algorithm to identify cases of ulcerative colitis in Japan 査読

    Haruei Ogino, Hiromu Morikubo, Keita Fukaura, Tasuku Okui, Sean Gardiner, Naonobu Sugiyama, Noritoshi Yoshii, Tsutomu Kawaguchi, Haoqian Chen, Edward Nonnenmacher, Soko Setoguchi, Naoki Nakashima, Taku Kobayashi

    Journal of Gastroenterology and Hepatology   2021年11月

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    記述言語:その他   掲載種別:研究論文(学術雑誌)  

    DOI: 10.1111/jgh.15732

  • An Association between Maternal Occupations and Low Birth Weight Infants in Japan from 1995 to 2015

    Tasuku Okui, Masayuki Ochiai, Naoki Nakashima

    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH   18 ( 15 )   2021年8月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    Differences in low birth weight rate depending on maternal socioeconomic characteristics have not yet been demonstrated using the Vital Statistics in Japan; therefore, this study aimed to investigate these differences according to maternal occupations. "Report of Vital Statistics: Occupational and Industrial Aspects" and the Vital Statistics in Japan were used every five years from 1995 to 2015. Nine types of occupations were compared. The low birth weight rate was calculated according to maternal occupations and year. Also, the standardized low birth weight ratio was obtained by dividing the number of low-birth-weight infants for each maternal occupation by an expected number of low birth weight infants. The standardized low birth weight ratio for manual workers was the highest among all occupations from 2000 to 2015, and it was significantly higher than one throughout the years. The ratio for clerical workers was also significantly higher than one from 1995 to 2010. Whereas, the ratio for farmers was significantly lower than one in most of the years. It was suggested that health guidance and prenatal care are particularly needed for manual workers, and a study investigating the differences in prenatal characteristics among maternal occupations is necessary for finding a reason for disparity.

    DOI: 10.3390/ijerph18158040

  • Performance evaluation of case definitions of type 1 diabetes for health insurance claims data in Japan 査読 国際誌

    Tasuku Okui, Chinatsu Nojiri, Shinichiro Kimura, Kentaro Abe, Sayaka Maeno, Masae Minami, Yasutaka Maeda, Naoko Tajima, Tomoyuki Kawamura, Naoki Nakashima

    BMC Medical Informatics and Decision Making   21 ( 1 )   52 - 52   2021年2月

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    記述言語:英語   掲載種別:研究論文(学術雑誌)  

    <title>Abstract</title><sec>
    <title>Background</title>
    No case definition of Type 1 diabetes (T1D) for the claims data has been proposed in Japan yet. This study aimed to evaluate the performance of candidate case definitions for T1D using Electronic health care records (EHR) and claims data in a University Hospital in Japan.


    </sec><sec>
    <title>Methods</title>
    The EHR and claims data for all the visiting patients in a University Hospital were used. As the candidate case definitions for claims data, we constructed 11 definitions by combinations of International Statistical Classification of Diseases and Related Health Problems, Tenth Revision. (ICD 10) code of T1D, the claims code of insulin needles for T1D patients, basal insulin, and syringe pump for continuous subcutaneous insulin infusion (CSII). We constructed a predictive model for T1D patients using disease names, medical practices, and medications as explanatory variables. The predictive model was applied to patients of test group (validation data), and performances of candidate case definitions were evaluated.


    </sec><sec>
    <title>Results</title>
    As a result of performance evaluation, the sensitivity of the confirmed disease name of T1D was 32.9 (95&#37; CI: 28.4, 37.2), and positive predictive value (PPV) was 33.3 (95&#37; CI: 38.0, 38.4). By using the case definition of both the confirmed diagnosis of T1D and either of the claims code of the two insulin treatment methods (i.e., syringe pump for CSII and insulin needles), PPV improved to 90.2 (95&#37; CI: 85.2, 94.4).


    </sec><sec>
    <title>Conclusions</title>
    We have established a case definition with high PPV, and the case definition can be used for precisely detecting T1D patients from claims data in Japan.


    </sec>

    DOI: 10.1186/s12911-021-01422-z

  • 中断時系列解析を用いた向精神薬の多剤併用に対する診療報酬改定の効果の検証 査読

    奥井佑, 朴珍相, 中島直樹

    医療情報学会誌   2020年10月

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    記述言語:日本語  

▼全件表示

所属学協会

  • 応用統計学会

委員歴

  • Discover Public Health   Editorial Board Member   国際

    2024年2月 - 現在   

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    団体区分:その他

  • Drugs – Real World Outcomes   Editorial Board Member   国際

    2023年7月 - 現在   

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    団体区分:その他

  • International Journal of Environmental Research and Public Health   Reviewer Board Member   国際

    2022年11月 - 現在   

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    団体区分:その他

学術貢献活動

  • 学術論文等の査読 国際学術貢献

    役割:査読

    2024年4月 - 2025年3月

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    種別:査読等 

    外国語雑誌 査読論文数:58

  • 学術論文等の審査

    役割:査読

    2023年4月 - 2024年3月

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    種別:査読等 

    外国語雑誌 査読論文数:56

    国内会議録 査読論文数:1

  • 学術論文等の審査

    役割:査読

    2022年4月 - 2023年3月

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    種別:査読等 

    外国語雑誌 査読論文数:56

  • 学術論文等の審査

    役割:査読

    2021年4月 - 2022年3月

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    種別:査読等 

    外国語雑誌 査読論文数:25

  • その他

    第5回日本糖尿病・生活習慣病ヒューマンデータ学会  ( 福岡 Japan ) 2020年12月

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    種別:大会・シンポジウム等 

  • 学術論文等の審査

    役割:査読

    2020年4月 - 2021年3月

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    種別:査読等 

    外国語雑誌 査読論文数:7

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共同研究・競争的資金等の研究課題

  • 公的統計データを用いた、母子保健指標と社会経済及び地理的要因との関連の分析

    研究課題/領域番号:22K17372  2022年 - 2024年

    科学研究費助成事業  若手研究(B)

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    担当区分:研究代表者  資金種別:科研費

他大学・他機関等の客員・兼任・非常勤講師等

  • 2024年  令和健康科学大学  区分:非常勤講師  国内外の区分:国内 

  • 2023年  令和健康科学大学  区分:非常勤講師  国内外の区分:国内 

    学期、曜日時限または期間:後期

  • 2022年  令和健康科学大学  区分:非常勤講師  国内外の区分:国内 

    学期、曜日時限または期間:後期

社会貢献・国際連携活動概要

  • 国際学術誌の編集委員を担うと同時に、各種国際学術誌の査読を担っている。