研究者詳細

顔写真

ナガイエ サトシ
永家 聖
Satoshi Nagaie
所属
東北メディカル・メガバンク機構 医療情報ICT部門
職名
准教授
学位
  • 博士(医学) (東京医科歯科大学)

e-Rad 研究者番号
00726466

経歴 11

  • 2026年4月 ~ 継続中
    東北大学 東北メディカル・メガバンク機構 医療情報ICT部門 ヘルスデータ情報学分野 准教授

  • 2023年4月 ~ 2026年3月
    東北大学 東北メディカル・メガバンク機構 医療情報ICT部門 情報セキュリティ分野 准教授

  • 2022年4月 ~ 2023年3月
    東北大学 東北メディカル・メガバンク機構 医療情報ICT部門 ゲノム医科学情報学分野 講師

  • 2020年4月 ~ 2022年3月
    東北大学 東北メディカル・メガバンク機構 医療情報ICT部門 ゲノム医療情報学分野 講師

  • 2018年4月 ~ 2020年3月
    東北大学 東北メディカル・メガバンク機構 医療情報ICT部門 ゲノム医療情報学分野 助教

  • 2016年4月 ~ 2018年3月
    東北大学 東北メディカル・メガバンク機構 医療情報ICT部門 バイオクリニカル情報学分野 助教

  • 2012年10月 ~ 2016年3月
    東北大学 東北メディカル・メガバンク機構 医療情報ICT部門 バイオクリニカル情報学分野 助手

  • 2009年12月 ~ 2010年3月
    東京医科歯科大学 大学院疾患生命科学研究部 特任研究員

  • 2008年9月 ~ 2009年3月
    東京医科歯科大学 大学院疾患生命科学研究部 特任助教

  • 2008年6月 ~ 2009年3月
    産業技術総合研究所 生命情報工学研究センター テクニカルスタッフ

  • 2007年4月 ~ 2008年3月
    東京医科歯科大学 情報医科学センター リサーチアシスタント

︎全件表示 ︎最初の5件までを表示

学歴 4

  • 東京医科歯科大学 大学院医歯学総合研究科 先端医療開発学系専攻

    2007年4月 ~ 2011年3月

  • 東京医科歯科大学 大学院生命情報科学教育部 バイオ情報学専攻

    2005年4月 ~ 2007年3月

  • 電気通信大学 電気通信学部 量子・物質工学科

    2000年4月 ~ 2005年3月

  • 中国・ハルビン工程大学

    2003年3月 ~ 2004年2月

委員歴 2

  • 東北大学東北メディカル・メガバンク機構倫理委員会

    2018年4月 ~ 継続中

  • CBI 学会 2022 年大会実行委員

    2021年9月 ~ 2022年10月

所属学協会 2

  • 情報計算化学生物学会(CBI学会)

  • 日本医療情報学会

研究キーワード 2

  • 医療情報学

  • バイオインフォマティクス

研究分野 3

  • 情報通信 / 生命、健康、医療情報学 / バイオインフォマティクス

  • ライフサイエンス / ゲノム生物学 /

  • ライフサイエンス / システムゲノム科学 /

論文 60

  1. Study Protocol and Characteristics of the Wearable Device Survey for Tohoku Medical Megabank Brain Magnetic Resonance Imaging Study.

    Ippei Chiba, Naoki Nakaya, Shunji Mugikura, Mana Kogure, Rieko Hatanaka, Kumi Nakaya, Sayuri Tokioka, Masato Takase, Tomohiro Nakamura, Satoshi Nagaie, Soichi Ogishima, Taku Obara, Ikuko N Motoike, Naoko Mori, Hisanori Matsui, Tatsuya Ando, Hideki Kobayashi, Taketoshi Ogawa, Shinji Tanaka, Nobuo Fuse, Fuji Nagami, Yoko Izumi, Shinichi Kuriyama, Atsushi Hozawa

    Journal of epidemiology 2026年5月2日

    DOI: 10.2188/jea.JE20250540  

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    Sleep and physical activity play a crucial role in brain and mental health. While traditional self-reported methods and research-grade accelerometers have several limitations, consumer-grade wearable devices, such as Fitbit, allow continuous, objective, and real-life data collection. The purpose of this article is to report the study protocol and participant characteristics of a wearable device survey that primarily aims to examine the relationship between brain health and long-term patterns of daily physical activity and sleep.Nearly 2,000 participants were recruited between September 2022 and December 2023, as part of the Tohoku Medical Megabank Brain Magnetic Resonance Imaging Study, to wear Fitbit Charge 5 devices for 1 year, continuously tracking physical activity and sleep. Additionally, home blood pressure measurements and questionnaire data on housing conditions, psychological distress, and medication were collected every 4 months for a total of four assessments.The mean age of the participants was 58.5 years and 37.4% were men. For the first 30 days after the recruitment, mean step count was 8,910 steps/day, and a mean total sleep time was 370.4 min/night (approximately 6.2 h). The mean morning systolic blood pressure and diastolic blood pressure were 126.2 and 75.5 mmHg, respectively.This study provides a unique opportunity to integrate longitudinal consumer-grade wearable data, brain MRI, multiomics data, and comprehensive health records from existing cohorts to advance precision medicine and help prevent mental and neurodegenerative diseases, such as dementia. Limitations include potential selection bias, and a relatively smaller sample size than larger global studies.

  2. Cross-Sectional Study of the Association Between Housing Type Post-Great East Japan Earthquake and Liver Enzymes: Tohoku Medical Megabank Community-Based Cohort Study

    Shigeru Aiba, Naoki Nakaya, Mana Kogure, Rieko Hatanaka, Ippei Chiba, Kumi Nakaya, Masato Takase, Sayuri Tokioka, Tomohiro Nakamura, Satoshi Nagaie, Soichi Ogishima, Yoko Izumi, Nobuo Fuse, Shinichi Kuriyama, Atsushi Hozawa

    Journal of Disaster Research 21 (2) 514-537 2026年4月1日

    出版者・発行元: Fuji Technology Press Ltd.

    DOI: 10.20965/jdr.2026.p0514  

    ISSN:1881-2473

    eISSN:1883-8030

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    The Great East Japan Earthquake significantly impacted Japanese residents’ lives and housing conditions. Housing type after a disaster may affect liver function; however, few studies have reported this association. This study analyzed the association between housing type after the Great East Japan Earthquake and abnormal liver enzymes. This cross-sectional study included 35,531 participants (aged 40–74 years) from Miyagi Prefecture. Abnormal liver enzymes were defined as aspartate aminotransferase ≥40 IU/L or alanine aminotransferase ≥40 IU/L, or gamma-glutamyl transpeptidase ≥50 IU/L. To assess associations between housing type after the Great East Japan Earthquake and abnormal liver enzymes, prevalence odds ratios and 95% confidence intervals were calculated, adjusting for lifestyle variables, body mass index, and history of type 2 diabetes mellitus. Abnormal liver enzyme levels were observed in 19.2% of the participants. The adjusted prevalence odds ratios (95% confidence intervals) for abnormal liver enzymes among individuals who had lived in the same housing with half damage or more as before the Great East Japan Earthquake were 1.14 (1.04–1.26) compared with the reference group with less than half damage. High gamma-glutamyl transpeptidase levels contributed to the association between housing type after the Great East Japan Earthquake and individual liver enzyme levels. However, when stratified by sex and drinking status, these trends were not statistically significant. This study shows a significant association between maintaining the same housing as before the Great East Japan Earthquake and abnormal liver enzyme levels. Housing type can be considered in addressing liver dysfunction among disaster-affected residents.

  3. Establishment of Ascertainment Methods for Cardiovascular Disease Onset in the Tohoku Medical Megabank Organization.

    Rieko Hatanaka, Naoki Nakaya, Sayuri Tokioka, Ippei Chiba, Taku Obara, Hirohito Metoki, Masahiro Kikuya, Kotaro Nochioka, Masatsugu Orui, Kai Susukita, Masato Takase, Ikumi Kanno, Mana Kogure, Kumi Nakaya, Mami Ishikuro, Satoshi Nagaie, Soichi Ogishima, Yohei Hamanaka, Eiichi N Kodama, Nobuo Fuse, Shinichi Kuriyama, Atsuhi Hozawa

    Circulation reports 8 (3) 419-427 2026年3月10日

    DOI: 10.1253/circrep.CR-25-0263  

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    BACKGROUND: In order to collect information on the onset of cardiovascular disease (CVD) events for participants, the Tohoku Medical Megabank Organization (ToMMo) constructed a system to identify CVD events using a self-administered questionnaire regarding CVD onset. The association between traditional cardiovascular risk factors and CVD onset was also examined. METHODS AND RESULTS: This study included participants from the ToMMo's Community-based Cohort Study and the Birth and Three-Generation Cohort Study. To identify CVD onset, the participants were first asked about stroke, myocardial infarction, and angina pectoris using self-administered questionnaires. Next, for those reporting onset, the ToMMo mailed structured CVD registration forms to their medical institutions. These institutions used medical records to complete and return the forms. CVD onset was then determined at event adjudication meetings involving multiple physicians and epidemiologists, based on the information from these registration forms. A nested case-control study with 602 CVD cases and 1,204 matched controls using data from a Community-based Cohort Study of the ToMMo was conducted. Using conditional logistic regression models, we found significant association between traditional CVD risk factors, such as hypertension and dyslipidemia, and CVD onset. CONCLUSIONS: The ToMMo establishes a system for identifying CVD onset in cohort study participants. In the future, combining participants' lifestyles and genomic information with CVD onset may help build evidence for personalized prevention and medicine.

  4. Association of subjective and objective physical activity with home hypertension. 国際誌

    Saki Hayashi, Mana Kogure, Ippei Chiba, Rieko Hatanaka, Kumi Nakaya, Masato Takase, Sayuri Tokioka, Masatsugu Orui, Eiichi N Kodama, Yohei Hamanaka, Mami Ishikuro, Taku Obara, Satoshi Nagaie, Tomohiro Nakamura, Soichi Ogishima, Sho Nagayoshi, Mitsuo Kuwabara, Toshiyuki Iwaoka, Nobuo Fuse, Yoko Izumi, Naoki Nakaya, Shinichi Kuriyama, Atsushi Hozawa

    Hypertension research : official journal of the Japanese Society of Hypertension 49 (5) 1586-1596 2026年2月24日

    DOI: 10.1038/s41440-026-02587-8  

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    Prevention of hypertension (HT), a risk factor for cardiovascular diseases, and blood pressure (BP) control are important. For the prevention and management of high BP, increased physical activity (PA) is recommended as a lifestyle intervention. Although various PA assessment methods exist, their associations with clinical BP have been inconsistent. This study aimed to compare self-reported and accelerometer-measured PA in relation to home HT prevalence based on home BP, which has better reproducibility than office BP. We conducted this cross-sectional study of 5895 participants (mean age: 57.5 years, 70.4% women) in the Tohoku Medical Megabank Project Cohort Study. Total PA was assessed using two methods: self-reported activities (leisure, occupational/household) and accelerometer-measured values. Home HT was defined as morning home BP ≥ 135/85 mmHg or under HT treatment. Modified Poisson regression analysis showed no statistically significant association between self-reported total PA and the prevalence of home HT. In contrast, higher levels of accelerometer-measured total PA were associated with lower prevalence of home HT (P for trend <0.05). Regarding other accelerometer-measured components, higher light PA and more steps were also significantly associated with lower prevalence of home HT. These associations were largely mediated by body mass index. In conclusion, accelerometer-measured PA, unlike self-reported PA, was associated with home HT, suggesting that PA assessed by accelerometers is useful for understanding the relationship between PA and HT, preventing HT, and managing high BP.

  5. Exploring risk factors for axial length elongation: a population-based cohort study of 9195 eyes in Japan. 国際誌

    Takayuki Nishimura, Hiroshi Kunikata, Naoko Takada, Makoto Ishikawa, Sayuri Tokioka, Rieko Hatanaka, Mana Kogure, Ippei Chiba, Kumi Nakaya, Taku Obara, Yoko Izumi, Akira Uruno, Satoshi Nagaie, Soichi Ogishima, Naoki Nakaya, Shinichi Kuriyama, Atsushi Hozawa, Nobuo Fuse, Toru Nakazawa

    The British journal of ophthalmology 110 (3) 346-352 2026年2月19日

    DOI: 10.1136/bjo-2025-327213  

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    PURPOSE: To investigate long-term axial length (AL) changes in adults and to identify risk factors contributing to excessive AL elongation, which is associated with high myopia, we analysed a large dataset of adults without ocular pathology from the Tohoku Medical Megabank Project Community-based Cohort Study in Japan. METHODS: We conducted a longitudinal investigation of 9195 participants aged ≥20 years with several years of follow-up (mean 3.5 years). Based on the upper quartile of AL elongation for people aged in their 20s, we defined AL elongation exceeding 0.033 mm per year as high AL elongation (HALE). We used multiple logistic regression analyses to assess potential risk factors for HALE. RESULTS: A longitudinal investigation revealed that AL can fluctuate and even become elongated during adulthood, particularly among middle-aged and older individuals. Notably, HALE occurred in 618 out of 9195 eyes (6.7%). The proportion in each age group, comprising people aged in their 20s, 30s, 40s, 50s, 60s, 70s and 80s, was 24.7%, 12.7%, 9.4%, 5.2%, 4.5%, 4.0% and 1.4%, respectively. In addition, we also observed that younger age (OR 1.45 per 10 years older), female gender (OR 1.63), high myopia (OR 2.74) and serum immunoglobulin E (IgE) levels >171 IU/mL (OR 1.27) were associated with HALE. CONCLUSION: Findings from a large prospective cohort study confirmed that in Japanese individuals, HALE was significantly associated with high serum IgE levels, as well as with younger age, female gender and pre-existing high myopia.

  6. Study Profile of the Iwate PGS Assessment and Risk Communication (PARC) Study.

    Akiko Yoshida, Tomoharu Tokutomi, Nobuhiro Suzumori, Akimune Fukushima, Yukiko Toya, Hideki Ohmomo, Kozo Tanno, Yoichi Sutoh, Yuka Kotozaki, Tsuyoshi Hachiya, Kazuki Kumada, Hisaaki Kudo, Atsushi Hasegawa, Mika Sakurai-Yageta, Akira Narita, Yohei Hamanaka, Satoshi Nagaie, Soichi Ogishima, Fuji Nagami, Yayoi Otsuka-Yamasaki, Shohei Komaki, Shiori Minabe, Koichi Asahi, Ryujin Endo, Yasushi Ishigaki, Masayuki Yamamoto, Atsushi Shimizu, Makoto Sasaki

    Journal of epidemiology 36 (2) 73-84 2026年2月5日

    DOI: 10.2188/jea.JE20250078  

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    BACKGROUND: The potential impacts of polygenic scores (PGS) on health-behavior changes are not fully understood. The Iwate PGS Assessment and Risk Communication Study aims to investigate the effects of reporting PGS-based risk for ischemic stroke on health behaviors. METHODS: Participants wishing to know their PGS-based ischemic stroke risk were recruited from health checkup venues for workers in Iwate Prefecture in 2023. Health checkup data, biospecimens, and questionnaire responses were collected for biochemical testing, genotyping, and storage in the Tohoku Medical Megabank integrated biobank. The risk was calculated using an integrative PGS model for East Asians. Participants were randomly assigned to two groups, and one group received their risk report as the intervention group. The impacts of the risk notification will be investigated in follow-up surveys. RESULTS: Of 3,599 workers, 2,088 participated in the study (consent rate: 58.0%). The demographic profile of the eligible 2,083 participants was as follows: 80.7% males, and dominance of participants aged 18-29 years (25.2%), in their 30's (25.3%), and in their 40's (24.7%). Two hundred participants (9.7%) had a risk of 1.0 as the reference; 57 (2.7%), 927 (44.7%), and 888 (42.9%) participants had 2.1-3.4-, 1.4-1.9-, and <1.0-fold that risk, respectively. CONCLUSION: We collected health information and biospecimens from over 2,000 workers and disclosed the PGS-based ischemic stroke risk. Behavioral effects will be evaluated 1 year after disclosure, with follow-up until 2030. As Japan's first large-scale PGS risk communication study, it will provide initial insights for implementing PGS in personalized preventive medicine.

  7. Population attributable fraction of all-cause mortality due to non-normal blood pressure: results from the 2013 to 2016 baseline survey of the TMM CommCohort Study. 国際誌

    Rieko Hatanaka, Naoki Nakaya, Mana Kogure, Kumi Nakaya, Ippei Chiba, Sayuri Tokioka, Masato Takase, Yuka Kotozaki, Taku Obara, Satoshi Nagaie, Hideki Ohmomo, Takahito Nasu, Michihiro Satoh, Takahisa Murakami, Hirohito Metoki, Yohei Hamanaka, Masatsugu Orui, Eiichi N Kodama, Nobuo Fuse, Yoko Izumi, Kozo Tanno, Atsushi Hozawa

    Hypertension research : official journal of the Japanese Society of Hypertension 49 (2) 303-314 2026年2月

    DOI: 10.1038/s41440-025-02436-0  

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    Antihypertensive therapy has reduced cardiovascular mortality; however, challenges remain, including residual risk in treated patients and the population burden associated with borderline hypertension. Previous Japanese estimates of the population attributable fraction (PAF) are derived from older cohorts and often lacked stratification by treatment status. We conducted a prospective study of 61,495 participants (women: 56.7%, aged 60.7 ± 11.0 years) from the Tohoku Medical Megabank Community-Based Cohort Study. Participants were classified into six blood pressure (BP) categories based on the JSH 2019 guidelines, and further stratified by hypertension treatment status, resulting in 12 groups. Using untreated individuals with normal BP as the reference, we calculated multivariable-adjusted hazard ratios (HR), 95% confidence intervals (CI), and PAF for the remaining groups using Cox proportional hazards model. During a median follow-up of 6.5 years, 1909 deaths were recorded. HRs increased with rising BP in both untreated and treated participants. The overall PAF for all-cause mortality due to non-normal BP was 9.45%, with a marked sex difference (12.25% in male and 5.16% in female). The highest PAF contributions were observed in the treated Grade I hypertension group (2.18%) and the untreated elevated BP group (1.28%). In this contemporary Japanese cohort, non-normal BP accounts for 9.45% of all-cause mortality, representing a substantial public health burden, particularly among men. The substantial PAF contributions from both treated patients and untreated individuals with elevated BP highlight the importance of effective BP management for both primary and secondary prevention.

  8. Age-related factors associated with preserved ratio impaired spirometry: The Tohoku medical Megabank project community-based cohort study. 国際誌

    Chikashi Iwasaki, Kumi Nakaya, Mitsuhiro Yamada, Naoki Nakaya, Mana Kogure, Rieko Hatanaka, Ippei Chiba, Masato Takase, Sayuri Tokioka, Taku Obara, Masatsugu Orui, Naoya Fujino, Akira Koarai, Tomoko Kobayashi, Yohei Hamanaka, Eiichi N Kodama, Satoshi Nagaie, Soichi Ogishima, Nobuo Fuse, Shinichi Kuriyama, Hisatoshi Sugiura, Atsushi Hozawa

    Respiratory investigation 64 (1) 101343-101343 2026年1月

    DOI: 10.1016/j.resinv.2025.101343  

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    BACKGROUND: Preserved ratio impaired spirometry (PRISm), defined as a forced expiratory volume in 1 s (FEV1) to forced vital capacity (FVC) ratio ≥0.70 and a predicted FEV1 <80 %, is associated with increased morbidity and mortality. However, determinants of PRISm, particularly in younger populations, remain poorly characterised. We aimed to address this knowledge gap. METHODS: We conducted a cross-sectional analysis of 12,350 participants from a Japanese community-based cohort using data from the Tohoku Medical Megabank Project. Participants underwent spirometry, blood pressure measurement, laboratory testing, and completed standardised questionnaires. Multivariate logistic regression was used to identify factors associated with PRISm across three age groups: 20-39, 40-59, and ≥60 years. Interactions between age groups and other explanatory variables were assessed. RESULTS: In the 20-39-year group, PRISm was independently associated with being men, diabetes mellitus, hypothyroidism, and low body mass index (BMI <18.5 kg/m2), and inversely associated with age. Among participants aged ≥60 years, PRISm was significantly associated with increasing age, overweight status (BMI ≥25.0-<30.0 kg/m2), being men, current smoking, hypertension, diabetes mellitus, bronchial asthma, elevated eosinophil counts (≥300 cells/μL), and birth weight ≥2000-<2500 g. Significant interactions were observed between age and BMI, bronchial asthma, and thyroid dysfunction. CONCLUSIONS: Our findings indicate that PRISm in younger adults is associated with hypothyroidism and underweight status, whereas in older adults, it is more closely related to constitutional and lifestyle-related factors. These results highlight the heterogeneity of PRISm and indicate that its pathophysiology and optimal management may vary by age group.

  9. 東日本大震災による住宅被害の程度と全死亡リスク 東北メディカル・メガバンク計画

    中谷 直樹, 中谷 久美, 小暮 真奈, 事崎 由佳, 畑中 里衣子, 千葉 一平, 時岡 紗由理, 高瀬 雅仁, 永家 聖, 大桃 秀樹, 那須 崇人, 布施 昇男, 寳澤 篤, 丹野 高三

    日本公衆衛生学会総会抄録集 84回 436-436 2025年10月

    出版者・発行元: (一社)日本公衆衛生学会

    ISSN:1347-8060

  10. Fitbitを用いて測定した身体活動および睡眠状態の特性および1年間の推移

    千葉 一平, 中谷 直樹, 小暮 真奈, 中谷 久美, 畑中 里衣子, 高瀬 雅仁, 時岡 紗由理, 小原 拓, 永家 聖, 荻島 創一, 麦倉 俊司, 布施 昇男, 長神 風二, 寳澤 篤

    日本公衆衛生学会総会抄録集 84回 690-690 2025年10月

    出版者・発行元: (一社)日本公衆衛生学会

    ISSN:1347-8060

  11. Associations of family history of hypertension, genetic, and lifestyle risks with incident hypertension. 国際誌

    Masato Takase, Takumi Hirata, Naoki Nakaya, Mana Kogure, Rieko Hatanaka, Kumi Nakaya, Ippei Chiba, Sayuri Tokioka, Kotaro Nochioka, Tomohiro Nakamura, Naho Tsuchiya, Hirohito Metoki, Michihiro Satoh, Akira Narita, Taku Obara, Mami Ishikuro, Hisashi Ohseto, Ippei Takahashi, Tomoko Kobayashi, Eiichi N Kodama, Yohei Hamanaka, Masatsugu Orui, Soichi Ogishima, Satoshi Nagaie, Nobuo Fuse, Junichi Sugawara, Shinichi Kuriyama, Gen Tamiya, Atsushi Hozawa, Masayuki Yamamoto

    Hypertension research : official journal of the Japanese Society of Hypertension 48 (10) 2606-2617 2025年10月

    DOI: 10.1038/s41440-025-02314-9  

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    Family history of hypertension may reflect genetic and lifestyle factors. Genetic risk can be assessed using polygenic risk score (PRS); however, whether PRS can stratify hypertension risk when combined with family history and lifestyle information is unclear. This prospective cohort study included 9,001 hypertension-free individuals aged ≥20 years from the Tohoku Medical Megabank Community-Based Cohort Study. Participants were scored on lifestyle factors, including body mass index, urinary sodium-to-potassium ratio, physical activity, alcohol consumption, and smoking at recruitment. During the mean follow-up of 4.3 years, 2822 (31.4%) cases of hypertension occurred. High genetic risk and poor lifestyle were associated with increased hypertension risk. Compared with participants with low genetic risk, ideal lifestyle, and no family history, high genetic risk significantly increased hypertension risk, even among those with ideal lifestyle and no family history (relative risk [RR] 1.28 [95% confidence interval [CI] 1.11-1.46]). Participants with low PRS, ideal lifestyle, but with family history had increased hypertension risk (RR 1.32 [95%CI 1.11-1.57]). Poor lifestyle increased hypertension risk across most genetic risk groups, regardless of family history. Integrating PRS into models with family history and lifestyle risk significantly improved predictive accuracy (area under the curve: 0.671 for family history and lifestyle risk and 0.674 for PRS integrated; P for difference <0.05). Integrating PRS with lifestyle and family history enhances the stratification of individuals at high risk for hypertension.

  12. Effect of healthy lifestyle on renal dysfunction risk: interactions with genetic risk. 国際誌

    Masato Takase, Naoki Nakaya, Mana Kogure, Rieko Hatanaka, Kumi Nakaya, Ippei Chiba, Sayuri Tokioka, Kotaro Nochioka, Tomohiro Nakamura, Naho Tsuchiya, Takumi Hirata, Ikumi Kanno, Akira Narita, Taku Obara, Mami Ishikuro, Hisashi Ohseto, Ippei Takahashi, Akira Uruno, Tomoko Kobayashi, Eiichi N Kodama, Yohei Hamanaka, Masatsugu Orui, Soichi Ogishima, Satoshi Nagaie, Nobuo Fuse, Junichi Sugawara, Shinichi Kuriyama, Koichi Matsuda, Yoko Izumi, Kengo Kinoshita, Gen Tamiya, Atsushi Hozawa, Masayuki Yamamoto

    Clinical kidney journal 18 (10) sfaf275 2025年10月

    DOI: 10.1093/ckj/sfaf275  

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    BACKGROUND: Whether adherence to a healthy lifestyle can mitigate genetic risk for renal dysfunction remains unclear. METHODS: This prospective cohort study included 12 680 adults aged ≥20 years, free from chronic kidney disease at baseline, enrolled in the Tohoku Medical Megabank Community-based Cohort study. A healthy lifestyle score-based on normal weight, never smoking, never drinking, regular physical activity, and a low urinary sodium-to-potassium ratio-classified participants into ideal, intermediate, or poor lifestyle groups. A polygenic risk score (PRS) was constructed using estimated glomerular filtration rate (eGFR) data from a previous multi-ancestry genome-wide association meta-analysis. The primary outcome was renal dysfunction, defined as eGFR <60.0 ml/min/1.73 m2. RESULTS: Among the 12 680 adults, 123 participants (0.9%) developed renal dysfunction during a mean follow-up of 4.4 ± 0.8 years. Poor lifestyle was consistently associated with higher risk of renal dysfunction across most PRS categories. Participants with intermediate genetic risk had elevated risk only when also exhibiting an intermediate lifestyle. Formal testing for effect modification by PRS provided modest evidence that the association between high genetic risk and increased risk of renal dysfunction was stronger among individuals with an intermediate lifestyle. Although the addition of the PRS to the model included the C-statistic, this improvement was not statistically significant. CONCLUSIONS: Maintaining a healthy lifestyle is associated with lower risk of renal dysfunction, regardless of genetic risk. Combining PRSs with lifestyle information may enhance risk stratification, although further studies are needed to improve predictive accuracy.

  13. Genome-Wide Association Study of Intraocular Pressure in Population-Based Cohorts in Japan: The Tohoku Medical Megabank Organization Eye Study 国際誌

    Nobuo Fuse, Hayato Anzawa, Miyuki Sakurai, Ikuko N. Motoike, Satoshi Nagaie, Tomohiro Nakamura, Akiko Miyazawa, Eiichi N. Kodama, Masatsugu Orui, Yohei Hamanaka, Tomoko Kobayashi, Akira Uruno, Makiko Taira, Ritsuko Shimizu, Naoki Nakaya, Mami Ishikuro, Taku Obara, Fuji Nagami, Soichi Ogishima, Fumiki Katsuoka, Kazuki Kumada, Shinichi Kuriyama, Atsushi Hozawa, Yoko Izumi, Kengo Kinoshita, Masayuki Yamamoto

    Ophthalmology Science 5 (5) 100821-100821 2025年9月

    DOI: 10.1016/j.xops.2025.100821  

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    PURPOSE: This study was conducted to elucidate the distribution and determinants of ocular biometric parameters and to assess the association between intraocular pressure (IOP) and single nucleotide polymorphisms (SNPs) in the Japanese population-based genome cohort studies. DESIGN: Cross-sectional analysis involving genome-wide association studies (GWASs). PARTICIPANTS: In total, 22 150 participants aged >18 years from the population cohort (Community-Based Cohort [CommCohort]) and 11 302 participants from the Birth and Three-Generation (BirThree) Cohort of the Tohoku Medical Megabank Organization Eye Study were examined. METHODS: Participant underwent interviews, ophthalmic and physiological examinations, laboratory tests, and microarray analyses. Genome-wide association studies were conducted in the CommCohort (discovery stage) and the BirThree Cohort (replication stage), followed by a meta-analysis. Associations of SNPs and IOP were evaluated using a genome-wide significance threshold (5 × 10- 8). MAIN OUTCOME MEASURES: Association of SNPs with IOP and distributions of IOP by sex and age. RESULTS: In the discovery stage, the mean IOP of the right and left eye was 13.95 and 14.02 mmHg, respectively. In the replication stage, the corresponding values were 14.32 and 14.27 mmHg, respectively. A significant age-related reduction in IOP was observed in both stages (P < 0.001). Genome-wide association studies identified 573 and 2 genome-wide significant SNPs in the discovery and replication stages, respectively. Meta-analysis revealed 1601 significant SNPs across 21 loci on 11 chromosomes (Chrs). Of these loci, 17 were previously known to be associated with IOP or glaucoma, while four-septin-8 (SEPT8; Chr5), aldehyde dehydrogenase 2 (ALDH2; Chr12), collagen type VI alpha 2 chain (COL6A2; Chr21), and Wnt family member 7B (WNT7B; Chr22)-were newly identified. CONCLUSIONS: This large-scale GWAS in a Japanese population identified 21 loci associated with IOP, including 4 novel loci. The findings highlight both genetic similarities and population-specific variations in SNPs influencing IOP and provide valuable insights to enhance eye health care, including glaucoma management. FINANCIAL DISCLOSURES: Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.

  14. Cohort Profile Update: The Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study (TMM BirThree Cohort Study) 2023 update. 国際誌

    Taku Obara, Mami Ishikuro, Aoi Noda, Keiko Murakami, Masatsugu Orui, Genki Shinoda, Fumihiko Ueno, Fumiko Matsuzaki, Tomomi Onuma, Hiroko Matsubara, Hirohito Metoki, Masahiro Kikuya, Rieko Hatanaka, Ippei Chiba, Kumi Nakaya, Mana Kogure, Naoki Nakaya, Junichi Sugawara, Shigeo Kure, Mika Kobayashi, Tomoko Kobayashi, Yoichi Suzuki, Hiroshi Kawame, Mika Sakurai-Yageta, Sachiko Nagase, Naoki Nakamura, Tomohiro Nakamura, Satoshi Mizuno, Satoshi Nagaie, Soichi Ogishima, Akira Narita, Gen Tamiya, Sachie Koreeda, Fuji Nagami, Toru Tamahara, Maki Goto, Akihito Otsuki, Makiko Taira, Takanori Hidaka, Junko Kawashima, Eiichi N Kodama, Akira Uruno, Yohei Hamanaka, Hiroaki Tomita, Hiroaki Hashizume, Kenichi Noguchi, Fumiki Katsuoka, Seizo Koshiba, Kazuki Kumada, Takahiro Nobukuni, Kinuko Ohneda, Shunji Mugikura, Ritsuko Shimizu, Masataka Kambe, Yoshinobu Saito, Tadao Kobayashi, Yoko Izumi, Kengo Kinoshita, Nobuo Fuse, Nobuo Yaegashi, Atsushi Hozawa, Masayuki Yamamoto, Shinichi Kuriyama

    International journal of epidemiology 54 (5) 2025年8月18日

    DOI: 10.1093/ije/dyaf148  

  15. Association of circulating metabolites and polygenic risk score with incident type 2 diabetes: a prospective community-based cohort study. 国際誌

    Masato Takase, Naoki Nakaya, Mana Kogure, Rieko Hatanaka, Kumi Nakaya, Ippei Chiba, Sayuri Tokioka, Kotaro Nochioka, Tomohiro Nakamura, Naho Tsuchiya, Takumi Hirata, Seizo Koshiba, Kazuki Kumada, Ikuko Motoike, Eiji Hishinuma, Akira Narita, Taku Obara, Mami Ishikuro, Hisashi Ohseto, Ippei Takahashi, Tomoko Kobayashi, Eiichi N Kodama, Yohei Hamanaka, Masatsugu Orui, Soichi Ogishima, Satoshi Nagaie, Nobuo Fuse, Junichi Sugawara, Shinichi Kuriyama, Koichi Matsuda, Yoko Izumi, Kinuko Ohneda, Kengo Kinoshita, Atsushi Hozawa, Masayuki Yamamoto

    Cardiovascular diabetology 24 (1) 335-335 2025年8月14日

    DOI: 10.1186/s12933-025-02849-8  

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    BACKGROUND: No previous studies have explored metabolites associated with both genetic predispositions to type 2 diabetes (T2DM) and T2DM onset. Therefore, we aimed to explore metabolic profiles using genetic risk to identify pathways for tailored T2DM prevention strategies. METHODS: This prospective community-based cohort study in Japan included a total of 12,461 participants aged ≥ 20 years. Genetic predictors were genome-wide and pathway-based polygenic risk scores (PRSs). We quantified 43 metabolites using nuclear magnetic resonance spectroscopy. T2DM was defined as a non-fasting glucose level of ≥ 200 mg/dL, glycated hemoglobin level ≥ 6.5%, or self-reported T2DM treatment. A modified Poisson regression model was used to examine the associations of PRSs and metabolites with T2DM incidence. Linear associations were tested using the restricted cubic spline, and mediation analysis was conducted to assess the mediating effect of metabolites on the association between PRSs and T2DM incidence. RESULTS: During the 4.3-year median follow-up period, 354 T2DM cases were identified. A higher PRS was associated with incident T2DM (relative risk [RR] 2.09, 95% confidence interval [CI], 1.68-2.60, P < 0.001, 1-standard deviation [SD] increment). The nitrogen compound transport pathway PRS was associated with incident T2DM (RR 1.32, 95% CI 1.03-1.70, P < 0.001, 1-SD increment). Fourteen metabolites like glucose, 2-ketoisocaproic acid, glutamic acid, leucine, 2-aminobutyric acid, 2-hydroxybutyric acid, valine, 3-methyl-2-oxobutyric acid, alanine, 3-hydroxybutyric acid, 3-methyl-2-oxiovaleric acid, formic acid, arginine, and tyrosine were positively associated with the risk of T2DM. Only glycine was inversely associated with the risk of T2DM. Among 43 metabolites, 14 metabolites were positively associated with PRS (P for linear trend < 0.05). 3-hydroxyisobutyric-acid, 2-Aminobutyric acid, 2-ketoisocaproic acid, 2-hydroxybutyric acid, leucine, glycine, and glucose mediated the association between PRS and incident T2DM. CONCLUSIONS: Several metabolites were found to mediate the association between PRS and incident T2DM. These findings may contribute to a better understanding of the metabolic pathways involved in genetic susceptibility to T2DM.

  16. Development of AI Models for Early Prediction of Preterm Birth. 国際誌

    Satoshi Mizuno, Satoshi Nagaie, Gen Tamiya, Shinichi Kuriyama, Taku Obara, Mami Ishikuro, Hiroshi Tanaka, Kengo Kinoshita, Junichi Sugawara, Masayuki Yamamoto, Nobuo Yaegashi, Masatoshi Saito, Soichi Ogishima

    Studies in health technology and informatics 329 1932-1933 2025年8月7日

    DOI: 10.3233/SHTI251285  

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    Preterm birth is one of the most important neonatal complications. In this study, we aimed to establish an artificial intelligence model for early prediction of preterm birth. Based on genetic and lifestyle data from over 20,000 neonates, we developed high-performed early prediction models up to 0.92 of AUC. Our developed models will help early prediction and appropriate intervention of preterm birth.

  17. Unraveling the Trajectories from Health to Disease Onset Using Health Checkup Data. 国際誌

    Satoshi Nagaie, Satoshi Mizuno, Soichi Ogishima

    Studies in health technology and informatics 329 1934-1935 2025年8月7日

    DOI: 10.3233/SHTI251286  

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    Personalized prevention based on individual health data is vital in modern healthcare. We analyzed four years of checkup data from 96,093 individuals (20-74 years) to map transitions from healthy states to mibyo (pre-disease) and disease onset. Using dimensionality reduction and clustering, we identified 43 male and 33 female health status clusters, revealing distinct transition trajectories that inform targeted preventive strategies.

  18. Household income modifies the association between social capital and gestational diabetes mellitus in Japan: Results from TMM BirThree Cohort Study.

    Koichi Sakakibara, Tomoki Kawahara, Nobutoshi Nawa, Keiko Murakami, Hisashi Ohseto, Ippei Takahashi, Akira Narita, Taku Obara, Mami Ishikuro, Masatsugu Orui, Aoi Noda, Genki Shinoda, Satoshi Nagaie, Soichi Ogishima, Junichi Sugawara, Shigeo Kure, Kengo Kinoshita, Atsushi Hozawa, Nobuo Fuse, Gen Tamiya, Wendy L Bennett, Shinichi Kuriyama, Takeo Fujiwara, Pamela J Surkan

    Journal of diabetes investigation 16 (10) 1900-1909 2025年7月8日

    DOI: 10.1111/jdi.70101  

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    INTRODUCTION: While social capital can prevent diabetes, these benefits can be heterogeneous with respect to socioeconomic status. We investigated the association between social capital and gestational diabetes mellitus (GDM) while examining effect modification by household income. MATERIALS AND METHODS: We conducted a secondary data analysis using the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study carried out between July 2013 and March 2017. Social capital (mutual aid, social trust, informal social control, collective action) and covariates were self-reported, while GDM diagnosis and other medical and physiological information were obtained from medical records. To assess the association between social capital and GDM, we conducted logistic regression models. We further tested for interactions between social capital and household income as well as stratified the models by income. RESULTS: Among 20,339 study participants, 700 (3.4%) were diagnosed with GDM. Multivariable logistic regression models found that social trust and collective action were associated with lower GDM prevalence, even after adjustment of covariates. When stratifying household income, however, social capital was significantly associated with the reduced risks of GDM only among participants with higher household income (OR: 0.90, 95% CI: 0.85-0.97). No significant association was observed among those with lower household income. CONCLUSIONS: The health benefit of social capital on GDM prevalence was heterogeneous, and the protective effect of social capital on GDM was found only among women with higher household income. The differential impact of social capital on GDM highlights the need for targeted interventions addressing structural health inequities.

  19. Integration of Digital Phenotyping and Genomics for Dry Eye Disease: Protocol for a Prospective Cohort Study. 国際誌

    Ken Nagino, Yasutsugu Akasaki, Nobuo Fuse, Soichi Ogishima, Atsushi Shimizu, Akira Uruno, Yoichi Sutoh, Yayoi Otsuka-Yamasaki, Fuji Nagami, Jun Seita, Tomohiro Nakamura, Satoshi Nagaie, Makiko Taira, Tomoko Kobayashi, Ritsuko Shimizu, Atsushi Hozawa, Shinichi Kuriyama, Atsuko Eguchi, Akie Midorikawa-Inomata, Masahiro Nakamura, Akira Murakami, Shintaro Nakao, Takenori Inomata

    JMIR research protocols 14 e67862 2025年5月12日

    DOI: 10.2196/67862  

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    BACKGROUND: Dry eye disease (DED) is a common ocular condition with diverse and heterogeneous symptoms. Current treatment standards of DED include the post facto management of associated symptoms through topical eye drops. However, there is a need for predictive, preventive, personalized, and participatory medicine. The DryEyeRhythm mobile health app enables real-time data collection on environmental, lifestyle, host, and digital factors in a patient's daily environment. Combining these data with genetic information from biobanks could enhance our understanding of individual variations and facilitate the development of personalized treatment strategies for DED. OBJECTIVE: This study aims to integrate digital data from the DryEyeRhythm smartphone app with the Tohoku Medical Megabank database to create a comprehensive database that elucidates the interplay between multifactorial factors and the onset and progression of DED. METHODS: This prospective observational cohort study will include 1200 participants for the discovery stage and 1000 participants for the replication stage, all of whom have data available in the Tohoku Medical Megabank database. Participants will be recruited from the Community Support Center of Sendai, Miyagi Prefecture, Japan. Participant enrollment for the discovery stage was conducted from August 1, 2021, to June 30, 2022, and the replication stage will be conducted from August 31, 2024, to March 31, 2026. Participants will provide demographic data, medical history, lifestyle information, DED symptoms, and maximum blink interval measurements at baseline and after 30 days using the DryEyeRhythm smartphone app. Upon scanning a registration code, each participant's cohort ID from the Tohoku Medical Megabank database will be linked to their smartphone app, enabling data integration between the Tohoku Medical Megabank and DryEyeRhythm database. The primary outcome will assess the association between genetic polymorphisms and DED using a genome-wide association study. Secondary outcomes will explore associations between DED and various factors, including sociodemographic characteristics, lifestyle habits, medical history, biospecimen analyses (eg, blood and urine), and physiological measurements (eg, height, weight, and eye examination results). Associations will be evaluated using logistic regression analysis, adjusting for potential confounding factors. RESULTS: The discovery stage of participant enrollment was conducted from August 1, 2021, to June 30, 2022. The replication stage will take place from August 31, 2024, to March 31, 2026. Data analysis is expected to be completed by September 2026, with results reported by March 2027. CONCLUSIONS: This study highlights the potential of smartphone apps in advancing biobank research and deepening the understanding of multifactorial DED, paving the way for personalized treatment strategies in the future. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/67862.

  20. Genetic effects on gestational diabetes mellitus and their interactions with environmental factors among Japanese women. 国際誌

    Tomoki Kawahara, Nobutoshi Nawa, Keiko Murakami, Toshihiro Tanaka, Hisashi Ohseto, Ippei Takahashi, Akira Narita, Taku Obara, Mami Ishikuro, Masatsugu Orui, Aoi Noda, Genki Shinoda, Yuki Nagata, Satoshi Nagaie, Soichi Ogishima, Junichi Sugawara, Shigeo Kure, Kengo Kinoshita, Atsushi Hozawa, Nobuo Fuse, Gen Tamiya, Wendy L Bennett, Margaret A Taub, Pamela J Surkan, Shinichi Kuriyama, Takeo Fujiwara

    Journal of human genetics 70 (5) 265-273 2025年5月

    DOI: 10.1038/s10038-025-01330-4  

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    Gestational diabetes mellitus (GDM) is common in Japanese women, posing serious risks to mothers and offspring. This study investigated the influence of maternal genotypes on the risk of GDM and examined how these genotypes modify the effects of psychological and dietary factors during pregnancy. We analyzed data from 20,399 women in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort. Utilizing two customized SNP arrays for the Japanese population (Affymetrix Axiom Japonica Array v2 and NEO), we performed a meta-analysis to combine the datasets. Gene-environment interactions were assessed by modeling interaction terms between genome-wide significant single nucleotide polymorphisms (SNPs) and psychological and dietary factors. Our analysis identified two SNP variants, rs7643571 (p = 9.14 × 10-9) and rs140353742 (p = 1.24 × 10-8), located in an intron of the MDFIC2 gene, as being associated with an increased risk of GDM. Additionally, although there were suggestive patterns for interactions between these SNPs and both dietary factors (e.g., carbohydrate and fruit intake) and psychological distress, none of the interaction terms remained significant after Bonferroni correction (p < 0.05/8). While nominal significance was observed in some models (e.g., psychological distress, p = 0.04), the data did not provide robust evidence of effect modification on GDM risk once adjusted for multiple comparisons. These findings reveal novel genetic associations with GDM in Japanese women and highlight the importance of gene-environment interactions in its etiology. Given that previous genome-wide association studies (GWAS) on GDM have primarily focused on Western populations, our study provides new insights by examining an Asian population using a population-specific array.

  21. Sex difference in genetic risk in the prevalence of atrial fibrillation. 国際誌

    Sayuri Tokioka, Masato Takase, Naoki Nakaya, Rieko Hatanaka, Kumi Nakaya, Mana Kogure, Ippei Chiba, Kotaro Nochioka, Hirohito Metoki, Tomohiro Nakamura, Mami Ishikuro, Taku Obara, Yohei Hamanaka, Masatsugu Orui, Tomoko Kobayashi, Akira Uruno, Eiichi N Kodama, Satoshi Nagaie, Soichi Ogishima, Yoko Izumi, Gen Tamiya, Nobuo Fuse, Shinichi Kuriyama, Satoshi Yasuda, Atsushi Hozawa

    Heart rhythm 22 (9) e631-e639 2025年3月23日

    DOI: 10.1016/j.hrthm.2025.03.1974  

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    BACKGROUND: Early detection and management of atrial fibrillation (AF) are crucial. Combined models incorporating genetic risks and clinical risks have been developed to improve predictive ability. Although sex differences have been reported in many aspects of AF, sex differences in genetic risk have not been studied. OBJECTIVE: The purpose of this study was to assess the sex difference in the effect of polygenic risk score for AF (AF-PRS) on AF prevalence using cross-sectional data from the Tohoku Medical Megabank Project Community-Based Cohort Study in Japan. METHODS: AF-PRS and Cohorts for Heart and Aging Research in Genomic Epidemiology Atrial Fibrillation (CHARGE-AF) score were used for genetic AF risks and clinical AF risks, respectively. Sex differences in the association of AF-PRS with the prevalence of AF were evaluated. RESULTS: Among 16,853 participants (mean age 63.4 years; 5182, 30.7% men), the prevalence of AF was 255 (4.9%) in men and 130 (1.1%) in women. In the group with high AF-PRS and high CHARGE-AF score, the odds ratio for AF was highest in men and women (8.2 in men and 9.4 in women), compared with that in the group with low AF-PRS and low CHARGE-AF score. Integrating AF-PRS into the CHARGE-AF score significantly enhanced the area under the receiver operating characteristic curve for AF in men (from 0.639 to 0.749) but not in women (from 0.710 to 0.733). CONCLUSION: Our study is the first to show a sex difference in the association of AF-PRS and AF prevalence. AF-PRS is more closely associated with the prevalence of AF in men than in women.

  22. Degree of housing damage caused by the Great East Japan Earthquake and all-cause mortality in the community-based cohort study of the Tohoku Medical Megabank Project. 国際誌

    Naoki Nakaya, Kumi Nakaya, Mana Kogure, Yuka Kotozaki, Rieko Hatanaka, Ippei Chiba, Sayuri Tokioka, Masato Takase, Satoshi Nagaie, Hideki Ohmomo, Takahito Nasu, Nobuo Fuse, Kozo Tanno, Atsushi Hozawa

    Journal of epidemiology and community health 79 (6) 451-458 2025年1月15日

    DOI: 10.1136/jech-2024-223084  

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    BACKGROUND: Natural disasters may have negative health effects on survivors. However, long-term observations on this are lacking. Therefore, this study investigated the association between the degree of housing damage caused by the Great East Japan Earthquake (GEJE) and all-cause mortality using the data from the cohort study conducted by the Tohoku Medical Megabank (TMM) Project in disaster-stricken areas. METHODS: The community-based cohort study of the TMM Project which conducted a baseline survey from May 2013 to March 2016 collected data using questionnaires and blood and urine tests. The present large-scale prospective cohort study was a follow-up survey in which the degree of house damage and all-cause mortality were analysed using Cox proportional hazards regression, adjusting for sex, age and other potentially confounding variables. The degree of house damage was categorised into 'did not live in the disaster area', 'no damage', 'small-scale damage' and 'large-scale damage'. Among the 58 320 participants, 1763 deaths were confirmed during the follow-up which averaged 6.5 years. RESULTS: The multivariate analysis showed a hazard ratio (95% CI) of 0.96 (0.82 to 1.13) for those who did not live in the disaster area, 0.98 (0.87 to 1.10) for small-scale damage and 0.98 (0.85 to 1.14) for large-scale damage, compared with no damage, but no significant association with all-cause mortality was observed. CONCLUSION: The results of this large-scale prospective cohort study of GEJE survivors showed no significant relationship between the degree of house damage and all-cause mortality. Further long-term follow-up studies are needed to examine the long-term health effects of natural disasters on survivors.

  23. Association Between Sodium- and Potassium-Related Urinary Markers and the Prevalence of Atrial Fibrillation.

    Sayuri Tokioka, Naoki Nakaya, Rieko Hatanaka, Kumi Nakaya, Mana Kogure, Ippei Chiba, Masato Takase, Kotaro Nochioka, Kai Susukita, Hirohito Metoki, Tomohiro Nakamura, Mami Ishikuro, Taku Obara, Yohei Hamanaka, Masatsugu Orui, Tomoko Kobayashi, Akira Uruno, Eiichi N Kodama, Satoshi Nagaie, Soichi Ogishima, Yoko Izumi, Nobuo Fuse, Shinichi Kuriyama, Satoshi Yasuda, Atsushi Hozawa

    Circulation journal : official journal of the Japanese Circulation Society 89 (6) 757-764 2025年1月11日

    DOI: 10.1253/circj.CJ-24-0780  

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    BACKGROUND: The primary prevention of atrial fibrillation (AF), which increases mortality through complications including stroke and heart failure, is important. Excessive salt intake and low potassium intake are risk factors for cardiovascular disease; however, their association with AF remains inconclusive. This study investigated the association between sodium- and potassium-related urinary markers and AF prevalence. METHODS AND RESULTS: Data from the Tohoku Medical Megabank Project Community-based Cohort Study were used in this cross-sectional study. The urinary sodium-to-potassium (Na/K) ratio and estimated 24-h sodium and potassium excretion were calculated using spot urine samples and categorized into quartiles (Q1-Q4). The prevalence of AF was the primary outcome. Of the 26,506 participants (mean age 64.8 years; 33.2% males) included in this study, 630 (2.4%) had AF. Using Q1 as the reference group, the odds ratios for AF prevalence in Q4 were 1.35 (95% confidence interval [CI] 1.07-1.73) and 1.59 (95% CI 1.20-2.12) for 24-h estimated urinary Na/K ratio and estimated 24-h sodium excretion, respectively. Estimated 24-h potassium excretion was not associated with AF prevalence. CONCLUSIONS: AF prevalence was positively associated with the urinary Na/K ratio and estimated 24-h urinary sodium excretion, but not with estimated 24-h urinary potassium excretion. Although further prospective studies are warranted, the findings of this study suggest that salt intake may be a modifiable risk factor for AF.

  24. Has the impact of cigarette smoking on mortality been underestimated by overlooking second-hand smoke? Tohoku medical megabank community-based cohort study. 国際誌

    Masato Takase, Naoki Nakaya, Kozo Tanno, Mana Kogure, Rieko Hatanaka, Kumi Nakaya, Ippei Chiba, Sayuri Tokioka, Kotaro Nochioka, Takahiro Tabuchi, Taku Obara, Mami Ishikuro, Yuka Kotozaki, Akira Uruno, Tomoko Kobayashi, Eiichi N Kodama, Yohei Hamanaka, Masatsugu Orui, Soichi Ogishima, Satoshi Nagaie, Takahito Nasu, Hideki Ohmomo, Nobuo Fuse, Junichi Sugawara, Shinichi Kuriyama, Yoko Izumi, Atsushi Hozawa

    BMJ public health 3 (1) e001746 2025年

    DOI: 10.1136/bmjph-2024-001746  

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    OBJECTIVES: Previous studies have assessed the impact of active smoking on mortality using the population-attributable fraction (PAF). However, these studies have not included second-hand smoking (SHS), potentially underestimating smoking's impact. We compared the PAF from active smoking alone with the PAF, including SHS exposure. DESIGN: Prospective cohort study. SETTING: A community-based cohort study in Japan. PARTICIPANTS: 40 796 participants aged ≥20 years. MAIN OUTCOME MEASURES: SHS was defined as inhaling someone else's cigarette smoke at the workplace or home in the past year. We classified smoking status and SHS into ten categories: never-smoker without SHS, never-smoker with SHS, past smoker without SHS, past smoker with SHS, current smoker 1-9 cigarettes/day without SHS, current smoker 1-9 cigarettes/day with SHS, 10-19 cigarettes/day without SHS, 10-19 cigarettes/day with SHS, ≥20 cigarettes/day without SHS and ≥20 cigarettes/day with SHS. The main outcome was all-cause mortality. RESULTS: During the median follow-up period of 6.5 (5.7-7.5) years, 788 men and 328 women died. For men, compared with never-smokers without SHS, past smokers without SHS (HR, 1.39 [95% CI, 1.11 to 1.73]) and past smokers with SHS (HR, 1.48 (95% CI, 1.10 to 2.00)) were associated with all-cause mortality. For women, never-smokers with SHS had a significantly higher risk of all-cause mortality (HR, 1.36 (95% CI, 1.00 to 1.84)). Without considering SHS, 28.0% and 2.3% of all-cause mortality in men and women, respectively, were attributable to past and current smoking. Including SHS, PAF increased to 31.3% in men and 8.4% in women. CONCLUSIONS: We clarified that smoking's impact was underestimated by not accounting for SHS, especially in women. Information on SHS is crucial for understanding smoking's health impact. This study supports the importance of avoiding smoking and preventing SHS.

  25. Respiratory syncytial virus infection, non-respiratory syncytial virus respiratory infections, and later wheezing. 国際誌

    Ippei Takahashi, Genki Shinoda, Fumihiko Ueno, Fumiko Matsuzaki, Aoi Noda, Keiko Murakami, Mami Ishikuro, Taku Obara, Yoshikazu Nakayama, Atsushi Momose, Naho Tsuchiya, Satoshi Nagaie, Soichi Ogishima, Gen Tamiya, Nobuo Fuse, Atsushi Hozawa, Junichi Sugawara, Shigeo Kure, Shinichi Kuriyama

    Pediatrics international : official journal of the Japan Pediatric Society 67 (1) e70050 2025年

    DOI: 10.1111/ped.70050  

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    BACKGROUND: Studies investigating whether respiratory syncytial virus (RSV) infection, non-RSV respiratory infections, respiratory-related disorders, and non-respiratory-related disorders are associated with subsequent wheezing are limited in Japan. We aimed to elucidate the relationship between hospitalization for RSV infection, non-RSV respiratory infections, respiratory-related disorders, as well as non-respiratory-related disorders and subsequence wheezing in Japanese children. METHODS: This study included 7340 children and was conducted under the TMM BirThree Cohort Study (Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study). Data was collected from birth records and questionnaires. We categorized hospitalization history into five categories: "no hospitalization," hospitalizations for "RSV infection," "non-RSV respiratory infections," "respiratory-related disorders," and "non-respiratory-related disorders." The association of the five categories with later wheezing at 3 years of age was evaluated using multivariable logistic regression analysis. RESULTS: After adjusting for covariates, an association was shown between hospitalization under 2 years of age and later wheezing (odds ratio [OR] = 2.78; 95% confidence interval [CI] = 1.97-3.88 for "RSV infection"; OR = 2.61; 95% CI = 1.44-4.57 for "non-RSV respiratory infections"; and OR = 3.33; 95% CI = 2.43-4.54 for "respiratory-related disorders"). CONCLUSION: Hospitalization of children under 2 years of age for RSV infection as well as non-RSV respiratory infections and respiratory-related disorders were associated with subsequent wheezing.

  26. Early prediction of hypertensive disorders of pregnancy toward preventive early intervention. 国際誌

    Satoshi Mizuno, Satoshi Nagaie, Junichi Sugawara, Gen Tamiya, Taku Obara, Mami Ishikuro, Shinichi Kuriyama, Nobuo Yaegashi, Hiroshi Tanaka, Masayuki Yamamoto, Soichi Ogishima

    AJOG global reports 4 (4) 100383-100383 2024年11月

    DOI: 10.1016/j.xagr.2024.100383  

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    BACKGROUND: Various disease prediction models have been developed, capitalizing on the wide use of electronic health records, but environmental factors that are important in the development of noncommunicable diseases are rarely included in the prediction models. Hypertensive disorders of pregnancy are leading causes of maternal morbidity and mortality and are known to cause several serious complications later in life. OBJECTIVE: This study aims to develop early hypertensive disorders of pregnancy prediction models using comprehensive environmental factors based on self-report questionnaires in early pregnancy. STUDY DESIGN: We developed machine learning and artificial intelligence models for the early prediction of hypertensive disorders of pregnancy using early pregnancy data from approximately 23,000 pregnancies in the Tohoku Medical Megabank Birth and Three Generation Cohort Study. We clarified the important features for prediction based on regression coefficients or Gini coefficients of the interpretable artificial intelligence models (i.e., logistic regression, random forest and XGBoost models) among our developed models. RESULTS: The performance of the early hypertensive disorders of pregnancy prediction models reached an area under the receiver operating characteristic curve of 0.93, demonstrating that the early hypertensive disorders of pregnancy prediction models developed in this study retain sufficient performance in hypertensive disorders of pregnancy prediction. Among the early prediction models, the best performing model was based on self-reported questionnaire data in early pregnancy (mean of 20.2 gestational weeks at filling) which consist of comprehensive lifestyles. The interpretation of the models reveals that both eating habits were dominantly important for prediction. CONCLUSION: We have developed high-performance models for early hypertensive disorders of pregnancy prediction using large-scale cohort data from the Tohoku Medical Megabank project. Our study clearly revealed that the use of comprehensive lifestyles from self-report questionnaires led us to predict hypertensive disorders of pregnancy risk at the early stages of pregnancy, which will aid early intervention to reduce the risk of hypertensive disorders of pregnancy.

  27. Associations between leisure time, non-leisure time physical activity, and kidney function in Japanese adults: a cross-sectional study. 国際誌

    Ippei Chiba, Naoki Nakaya, Mana Kogure, Rieko Hatanaka, Kumi Nakaya, Sayuri Tokioka, Tomohiro Nakamura, Satoshi Nagaie, Soichi Ogishima, Taku Obara, Toshimi Sato, Nobuo Fuse, Yoko Izumi, Shinichi Kuriyama, Atsushi Hozawa

    BMC nephrology 25 (1) 354-354 2024年10月16日

    DOI: 10.1186/s12882-024-03813-6  

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    BACKGROUND: Chronic kidney disease (CKD) contributes to decreased life expectancy. We examined the association between leisure-time physical activity (LTPA), non-leisure-time physical activity (non-LTPA) and kidney function. METHODS: This was a cross-sectional study including 32 162 community-dwelling adults aged ≥ 20 years from the Tohoku Medical MegaBank community-based cohort study. Kidney function was evaluated using cystatin C-based estimated glomerular filtration rate (eGFR) as well as self-reported LTPA and non-LTPA. CKD was defined as either eGFR decline (≤ 60 mL/min/1.73 m2) or presence of albuminuria (albumin-creatinine ≥ 30 mg/g). The association between domain-specific physical activity and kidney function, and CKD prevalence was examined using multivariable-adjusted ordinary least squares and modified Poisson models. RESULTS: The mean eGFR was 98.1 (± 13.2) mL/min/1.73 m2. 3 185 (9.9%) participants were classified as having CKD. The mean LTPA and non-LTPA levels were 2.9 (± 4.2) and 16.6 (± 14.2) METs-hour/day, respectively. For LTPA, in the adjusted model, the quartile groups with higher levels had a higher kidney function (β, 0.36; 95% confidence intervals [CI], [0.06, 0.66]; p = 0.019 for the 2nd quartile, β, 0.82; 95% CI, [0.51, 1.14]; p < 0.001 for the 3rd quartile, and β, 1.16; 95% CI, [0.83, 1.49]; p < 0.001 for the 4th quartile), whereas there were no apparent associations for prevalence of CKD. For non-LTPA, 4th quartile was associated with decreased eGFR (β, -0.42; 95% CI, [-0.72, -0.11]; p = 0.007) and higher prevalence of CKD prevalence (Prevalence ratio, 1.12; 95% CI, [1.02, 1.24]; p = 0.022). These associations with kidney function remained consistent in the subgroup analyses divided by demographic and biological variables. CONCLUSIONS: We observed a positive association between higher LTPA levels and better kidney function, but not association with CKD prevalence. In contrast, higher non-LTPA was negatively associated with both kidney function and CKD prevalence. These findings suggest that promoting LTPA is beneficial for kidney function.

  28. 喫煙歴と受動喫煙の組み合わせと総死亡の関連

    高瀬 雅仁, 中谷 直樹, 丹野 高三, 小暮 真奈, 畑中 里衣子, 中谷 久美, 千葉 一平, 時岡 紗由理, 永家 聖, 事崎 由佳, 大桃 秀樹, 田淵 貴大, 寳澤 篤

    日本公衆衛生学会総会抄録集 83回 265-265 2024年10月

    出版者・発行元: 日本公衆衛生学会

    ISSN:1347-8060

  29. 独居と総死亡の関連 東北メディカル・メガバンク地域住民コホート調査

    事崎 由佳, 中谷 久美, 中谷 直樹, 小暮 真奈, 千葉 一平, 畑中 里衣子, 高瀬 雅仁, 時岡 紗由理, 永家 聖, 大桃 秀樹, 寶澤 篤, 丹野 高三

    日本公衆衛生学会総会抄録集 83回 362-362 2024年10月

    出版者・発行元: 日本公衆衛生学会

    ISSN:1347-8060

  30. Genetic Risk, Lifestyle Adherence, and Risk of Developing Hyperuricaemia in a Japanese Population. 国際誌

    Masato Takase, Naoki Nakaya, Tomohiro Nakamura, Mana Kogure, Rieko Hatanaka, Kumi Nakaya, Ippei Chiba, Sayuri Tokioka, Ikumi Kanno, Kotaro Nochioka, Naho Tsuchiya, Takumi Hirata, Akira Narita, Taku Obara, Mami Ishikuro, Hisashi Ohseto, Akira Uruno, Tomoko Kobayashi, Eiichi N Kodama, Yohei Hamanaka, Masatsugu Orui, Soichi Ogishima, Satoshi Nagaie, Nobuo Fuse, Junichi Sugawara, Shinichi Kuriyama, Biobank Japan Project Koichi Matsuda, Yoko Izumi, Kengo Kinoshita, Gen Tamiya, Atsushi Hozawa, Masayuki Yamamoto

    Rheumatology (Oxford, England) 64 (5) 2591-2600 2024年9月13日

    DOI: 10.1093/rheumatology/keae492  

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    OBJECTIVE: To investigate the inter-relationships among genetic risk, healthy lifestyle adherence, and hyperuricaemia susceptibility. METHODS: This prospective cohort study was conducted with 7,241 hyperuricaemia-free individuals aged ≥ 20 years from the Tohoku Medical Megabank Community-based cohort study. A comprehensive lifestyle score included body mass index, smoking, drinking, and physical activity, and a polygenic risk score (PRS) was constructed based on uric acid loci from a previous genome-wide association study meta-analysis. A multiple logistic regression model was used to estimate the association between genetic risk, healthy lifestyle, and hyperuricaemia incidence and calculate the area under the receiver operating characteristic curve (AUROC). Hyperuricaemia was defined as a uric acid level ≥7.0 mg/dl or a self-reported history of hyperuricaemia. RESULTS: Of the 7,241 adults (80.7% females; mean [SD] age: 57.7 [12.6] years), 217 (3.0%) developed hyperuricaemia during 3.5 years of follow-up. Genetic risk correlated with hyperuricaemia development (P for interaction = 0.287), and lifestyle risks were independently associated. Those with a high genetic risk and poor lifestyle had the highest risk (odds ratio: 5.34; 95% confidence interval [CI]: 2.61-12.10). Although not statistically significant, incorporating the PRS in the model with lifestyle information improved predictive ability (AUROC = 0.771, 95% CI: 0.736-0.806 for lifestyle; AUROC = 0.785, 95% CI: 0.751-0.819 for lifestyle and PRS; p = 0.07). CONCLUSION: : A healthy lifestyle to prevent hyperuricaemia, irrespective of genetic risk, may mitigate the genetic risk. Genetic risk may complement lifestyle factors in identifying individuals at a heightened hyperuricaemia risk.

  31. The association of birth weight and current BMI on the risk of hypertension: the Tohoku medical megabank community-based cohort study. 国際誌

    Hiromi Himuro, Mana Kogure, Naoki Nakaya, Tomohiro Nakamura, Rieko Hatanaka, Ippei Chiba, Kumi Nakaya, Naho Tsuchiya, Takumi Hirata, Masatsugu Orui, Tomoko Kobayashi, Eiichi N Kodama, Yohei Hamanaka, Akira Uruno, Nobuo Fuse, Satoshi Nagaie, Soichi Ogishima, Mami Ishikuro, Taku Obara, Yoko Izumi, Masatoshi Saito, Shinichi Kuriyama, Atsushi Hozawa, Junichi Sugawara

    Hypertension research : official journal of the Japanese Society of Hypertension 47 (11) 3025-3034 2024年8月8日

    DOI: 10.1038/s41440-024-01827-z  

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    This study aimed to investigate the association of combination of birth weight and current body mass index (BMI) with the risk of hypertension in adulthood. This cross-sectional study used data from the Tohoku Medical Megabank Community-based Cohort Study conducted in Japan. A total of 10,688 subjects aged ≥20 years were eligible. We calculated the least square (LS) means of systolic blood pressure (SBP) and trend tests were performed to evaluate the linear relationships between birth weight categories and SBP. We also used a multivariate logistic regression analysis to assess the risk of hypertension associated with the combination of birth weight and current BMI. There was a statistically inverse association between birth weight and SBP in the 20-64 age group, but no significant association in the ≥65 age group. Low birth weight (LBW) with normal BMI group had a higher risk of hypertension than the normal or high birth weight groups with normal BMI. Furthermore, the group with LBW and BMI ≥25.0 kg/m2 was the highest risk for hypertension (adjusted odds ratio: 2.73; 95% CI, 2.04-3.65) compared to the reference group (birth weight 2500-3499 g and BMI 18.5-24.9 kg/m2). There was a significant association between LBW and subsequent risk of hypertension. In addition, participants with lower birth weights had a higher risk of hypertension than those with higher birth weights. However, even in participants with a lower birth weight, the risk of hypertension could be reduced when they maintained an optimal BMI.

  32. Associations of combined genetic and lifestyle risks with hypertension and home hypertension. 国際誌

    Masato Takase, Takumi Hirata, Naoki Nakaya, Tomohiro Nakamura, Mana Kogure, Rieko Hatanaka, Kumi Nakaya, Ippei Chiba, Ikumi Kanno, Kotaro Nochioka, Naho Tsuchiya, Akira Narita, Hirohito Metoki, Michihiro Satoh, Taku Obara, Mami Ishikuro, Hisashi Ohseto, Akira Uruno, Tomoko Kobayashi, Eiichi N Kodama, Yohei Hamanaka, Masatsugu Orui, Soichi Ogishima, Satoshi Nagaie, Nobuo Fuse, Junichi Sugawara, Shinichi Kuriyama, Gen Tamiya, Atsushi Hozawa, Masayuki Yamamoto

    Hypertension research : official journal of the Japanese Society of Hypertension 47 (8) 2064-2074 2024年8月

    DOI: 10.1038/s41440-024-01705-8  

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    No study, to our knowledge, has constructed a polygenic risk score based on clinical blood pressure and investigated the association of genetic and lifestyle risks with home hypertension. We examined the associations of combined genetic and lifestyle risks with hypertension and home hypertension. In a cross-sectional study of 7027 Japanese individuals aged ≥20 years, we developed a lifestyle score based on body mass index, alcohol consumption, physical activity, and sodium-to-potassium ratio, categorized into ideal, intermediate, and poor lifestyles. A polygenic risk score was constructed with the target data (n = 1405) using publicly available genome-wide association study summary statistics from BioBank Japan. Using the test data (n = 5622), we evaluated polygenic risk score performance and examined the associations of combined genetic and lifestyle risks with hypertension and home hypertension. Hypertension and home hypertension were defined as blood pressure measured at a community-support center ≥140/90 mmHg or at home ≥135/85 mmHg, respectively, or self-reported treatment for hypertension. In the test data, 2294 and 2322 participants had hypertension and home hypertension, respectively. Both polygenic risk and lifestyle scores were independently associated with hypertension and home hypertension. Compared with those of participants with low genetic risk and an ideal lifestyle, the odds ratios for hypertension and home hypertension in the low genetic risk and poor lifestyle group were 1.94 (95% confidence interval, 1.34-2.80) and 2.15 (1.60-2.90), respectively. In summary, lifestyle is important to prevent hypertension; nevertheless, participants with high genetic risk should carefully monitor their blood pressure despite a healthy lifestyle.

  33. Urgent Notification Intervention of Home Blood Pressure in Cohort Studies of the Tohoku Medical Megabank Project.

    Eiichi N Kodama, Makiko Taira, Hideyasu Kiyomoto, Tomohiro Nakamura, Satoshi Nagaie, Shinichi Kuriyama, Atsushi Hozawa, Junichi Sugawara, Fuji Nagami, Akira Uruno, Jun Nakaya, Hirohito Metoki, Masaki Sakaida, Masahiro Kikuya, Yoichi Suzuki, Kiyoshi Ito, Yohei Hamanaka, Kichiya Suzuki, Shigeo Kure, Nobuo Yaegashi, Nobuo Fuse, Ritsuko Shimizu, Masayuki Yamamoto

    JMA journal 7 (3) 342-352 2024年7月16日

    DOI: 10.31662/jmaj.2023-0215  

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    INTRODUCTION: The Tohoku Medical Megabank (TMM) was established for creative reconstruction from the Great East Japan Earthquake and tsunami in 2011. Two prospective genome cohort studies in Miyagi prefecture have successfully recruited approximately 127,000 participants. The health status of these individuals was evaluated at the initial recruitment, and follow-up health checkups have been conducted every 5 years. During these health checkups, unexpected critical values were encountered, which prompted us to develop an urgent notification system. METHODS: We analyzed the frequency of critical values observed in home blood pressure (HBP) test in an urgent notification office (UNO). We returned the critical values by urgent notification before the notifications of regular results. In addition, the impact of the TMM urgent notification on the participants was evaluated. RESULTS: We issued urgent notifications of the critical values of extremely high HBP. Of the 21,061 participants who underwent HBP measurements, 256 (1.2%) met the criteria for urgent notification. It was found that abnormalities in blood sugar levels, renal function, and lipid values were frequently concurrent with the abnormal HBP readings. Annual questionnaires administered after the urgent notification, approximately 60% of those went to hospitals or clinics. CONCLUSIONS: The urgent notification system for hypertensive emergency with HBP in the TMM was well accepted by the participants and encouraged them to seek medical care. The system has been useful in addressing the prolonged healthcare problems and in promoting health care in large-scale disaster damaged areas.

  34. Depressive symptoms as risk factors for the onset of home hypertension: a prospective cohort study. 国際誌

    Sayuri Tokioka, Naoki Nakaya, Rieko Hatanaka, Kumi Nakaya, Mana Kogure, Ippei Chiba, Kotaro Nochioka, Hirohito Metoki, Takahisa Murakami, Michihiro Satoh, Tomohiro Nakamura, Mami Ishikuro, Taku Obara, Yohei Hamanaka, Masatsugu Orui, Tomoko Kobayashi, Akira Uruno, Eiichi N Kodama, Satoshi Nagaie, Soichi Ogishima, Yoko Izumi, Nobuo Fuse, Shinichi Kuriyama, Atsushi Hozawa

    Hypertension research : official journal of the Japanese Society of Hypertension 47 (11) 2989-3000 2024年7月10日

    DOI: 10.1038/s41440-024-01790-9  

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    Depression is comorbid with somatic diseases; however, the relationship between depressive symptoms and hypertension (HT), a risk factor for cardiovascular events, remains unclear. Home blood pressure (BP) is more reproducible and accurately predictive of cardiovascular diseases than office BP. Therefore, we focused on home BP and investigated whether depressive symptoms contributed to the future onset of home HT. This prospective cohort study used data from the Tohoku Medical Megabank Community-Cohort Study (conducted in the Miyagi Prefecture, Japan) and included participants with home normotension (systolic blood pressure (SBP) < 135 mmHg and diastolic blood pressure (DBP) < 85 mmHg). Depressive symptoms were evaluated using the Center for Epidemiologic Studies Depression Scale-Japanese version at the baseline survey. In the secondary survey, approximately 4 years later, the onset of home HT was evaluated (SBP ≥ 135 mmHg or DBP ≥ 85 mmHg) and was compared in participants with and without depressive symptoms. Of the 3 082 (mean age: 54.2 years; females: 80.9%) participants, 729 (23.7%) had depressive symptoms at the baseline survey. During the 3.5-year follow-up, 124 (17.0%) and 388 (16.5%) participants with and without depressive symptoms, respectively, developed home HT. Multivariable adjusted odds ratios were 1.37 (95% confidence interval (CI): 1.02-1.84), 1.18 (95% CI: 0.86-1.61), and 1.66 (95% CI: 1.17-2.36) for home, morning, and evening HT, respectively. This relationship was consistent in the subgroup analyses according to age, sex, BP pattern, and drinking habit. Depressive symptoms increased the risk of new-onset home HT, particularly evening HT, among individuals with home normotension. This prospective cohort study revealed that depressive symptoms are risk factors for new-onset home hypertension, particularly evening hypertension among individuals with home normotension. Assessing home blood pressure in individuals with depressive symptoms is important for the prevention of hypertension and concomitant cardiovascular diseases.

  35. 独居・同居と婚姻状態の組み合わせと総死亡の関連 東北メディカル・メガバンク地域住民コホート調査

    事崎 由佳, 中谷 久美, 中谷 直樹, 小暮 真奈, 千葉 一平, 畑中 里衣子, 高瀬 雅仁, 時岡 紗由理, 永家 聖, 那須 崇人, 大桃 秀樹, 寳澤 篤, 丹野 高三

    東北公衆衛生学会誌 (73) 23-23 2024年7月

    出版者・発行元: 東北公衆衛生学会

    ISSN:0915-549X

  36. Genetic Risk, Healthy Lifestyle Adherence, and Risk of Developing Diabetes in the Japanese Population.

    Masato Takase, Naoki Nakaya, Tomohiro Nakamura, Mana Kogure, Rieko Hatanaka, Kumi Nakaya, Ippei Chiba, Ikumi Kanno, Kotaro Nochioka, Naho Tsuchiya, Takumi Hirata, Akira Narita, Taku Obara, Mami Ishikuro, Akira Uruno, Tomoko Kobayashi, Eiichi N Kodama, Yohei Hamanaka, Masatsugu Orui, Soichi Ogishima, Satoshi Nagaie, Nobuo Fuse, Junichi Sugawara, Shinichi Kuriyama, Koichi Matsuda, Yoko Izumi, Kengo Kinoshita, Gen Tamiya, Atsushi Hozawa, Masayuki Yamamoto

    Journal of atherosclerosis and thrombosis 31 (12) 1717-1732 2024年6月22日

    DOI: 10.5551/jat.64906  

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    AIM: This study examined the relationship between genetic risk, healthy lifestyle, and risk of developing diabetes. METHODS: This prospective cohort study included 11,014 diabetes-free individuals ≥ 20 years old from the Tohoku Medical Megabank Community-based cohort study. Lifestyle scores, including the body mass index, smoking, physical activity, and gamma-glutamyl transferase (marker of alcohol consumption), were assigned, and participants were categorized into ideal, intermediate, and poor lifestyles. A polygenic risk score (PRS) was constructed based on the type 2 diabetes loci from the BioBank Japan study. A multiple logistic regression model was used to estimate the association between genetic risk, healthy lifestyle, and diabetes incidence and to calculate the area under the receiver operating characteristic curve (AUROC). RESULT: Of the 11,014 adults included (67.8% women; mean age [standard deviation], 59.1 [11.3] years old), 297 (2.7%) developed diabetes during a mean 4.3 (0.8) years of follow-up. Genetic and lifestyle score is independently associated with the development of diabetes. Compared with the low genetic risk and ideal lifestyle groups, the odds ratio was 3.31 for the low genetic risk and poor lifestyle group. When the PRS was integrated into a model including the lifestyle and family history, the AUROC significantly improved to 0.719 (95% confidence interval [95% CI]: 0.692-0.747) compared to a model including only the lifestyle and family history (0.703 [95% CI, 0.674-0.732]). CONCLUSION: Our findings indicate that adherence to a healthy lifestyle is important for preventing diabetes, regardless of genetic risk. In addition, genetic risk might provide information beyond lifestyle and family history to stratify individuals at high risk of developing diabetes.

  37. Associations between housing and psychological damage by earthquake and modifiable risk factors for dementia in general older adults: Tohoku Medical Megabank community-based cohort study.

    Ippei Chiba, Naoki Nakaya, Mana Kogure, Rieko Hatanaka, Kumi Nakaya, Sayuri Tokioka, Tomohiro Nakamura, Satoshi Nagaie, Nobuo Fuse, Taku Obara, Yuka Kotozaki, Kozo Tanno, Shinichi Kuriyama, Atsushi Hozawa

    Geriatrics & gerontology international 24 (6) 509-516 2024年5月3日

    DOI: 10.1111/ggi.14867  

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    AIM: To evaluate the association between housing and psychological damage caused by the Great East Japan Earthquake (GEJE) and modifiable risk factors (MRFs) of dementia for general population of older adults. METHODS: This cross-sectional study enrolled 29 039 community-dwelling older adults (mean age 69.1 ± 2.9 years, 55.5% women). We evaluated disaster-related damage (by complete or not complete housing damage) and psychological damage (by post-traumatic stress reaction [PTSR]) after the GEJE using a self-report questionnaire. MRFs encompassed the presence of depression, social isolation, physical inactivity, smoking, and diabetes. We examined the association between disaster-related damage and MRFs using ordinary least squares and modified Poisson regression models adjusted for sociodemographic and health status variables. RESULTS: Complete housing damage and PTSR were identified in 2704 (10.0%) and 855 (3.2%) individuals, respectively. The number of MRFs was significantly larger for the individuals with complete housing damage (β = 0.23; 95% confidence interval [CI]: 0.19-0.27) and PTSR (β = 0.60; 95% CI: 0.53-0.67). Prevalence ratios (PRs) for depression and physical inactivity were higher in individuals with complete housing damage. The PRs for all domains of the MRFs were significantly higher in individuals with PTSR. CONCLUSIONS: Housing and psychological damage caused by the GEJE were associated with an increased risk factor of dementia. To attenuate the risk of dementia, especially among older victims who have experienced housing and psychological damage after a disaster, multidimensional support across various aspects of MRFs is required. Geriatr Gerontol Int 2024; ••: ••-••.

  38. Factors Associated With the Prevalence of Irritable Bowel Syndrome: The Miyagi Part of the Tohoku Medical Megabank Project Community-based Cohort Study. 国際誌

    Kumi Nakaya, Naoki Nakaya, Mana Kogure, Rieko Hatanaka, Ippei Chiba, Ikumi Kanno, Satoshi Nagaie, Tomohiro Nakamura, Motoyori Kanazawa, Soichi Ogishima, Nobuo Fuse, Shin Fukudo, Atsushi Hozawa

    Journal of neurogastroenterology and motility 30 (2) 208-219 2024年4月30日

    DOI: 10.5056/jnm23090  

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    BACKGROUND/AIMS: The objective of this research is to examine factors related to irritable bowel syndrome (IBS) prevalence in a large population-based study. METHODS: A cross-sectional study was conducted with participants in the Miyagi part of the Tohoku Medical Megabank Project Community-Based cohort study who completed the Rome II Modular Questionnaire. Multivariate odds ratios (ORs) for the presence of IBS and 95% confidence intervals (95% CIs) for the reference group were calculated for each factor. Additionally, a stratified analysis was performed by sex and age group (20-49 years, 50-64 years, and ≥ 65 years). RESULTS: Among 16 252 participants, 3025 (18.6%) had IBS, comprising 750 men (15.5%) and 2275 women (19.9%). Multivariate ORs for the presence of IBS decreased significantly with each year of age (OR, 0.98; 95% CI, 0.98-0.99). Moreover, compared with the reference group, ORs for the presence of IBS were significantly higher in individuals whose home was partially damaged by the Great East Japan Earthquake, those with < 16 years of education, those who spent less time walking, those with high perceived stress (1.77, 1.57-2.01), those with high psychological distress (1.58, 1.36-1.82), and those with high symptoms of depression (1.76, 1.60-1.94). In stratified analyses, a significant relationship was found between psychological factors and IBS prevalence in all sex and age groups. CONCLUSIONS: This large cross-sectional population-based cohort study identified several factors associated with IBS prevalence. Psychological factors were significantly associated with IBS prevalence across all age groups and sexes.

  39. Development of phenotyping algorithms for hypertensive disorders of pregnancy (HDP) and their application in more than 22,000 pregnant women. 国際誌

    Satoshi Mizuno, Maiko Wagata, Satoshi Nagaie, Mami Ishikuro, Taku Obara, Gen Tamiya, Shinichi Kuriyama, Hiroshi Tanaka, Nobuo Yaegashi, Masayuki Yamamoto, Junichi Sugawara, Soichi Ogishima

    Scientific reports 14 (1) 6292-6292 2024年3月15日

    DOI: 10.1038/s41598-024-55914-9  

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    Recently, many phenotyping algorithms for high-throughput cohort identification have been developed. Prospective genome cohort studies are critical resources for precision medicine, but there are many hurdles in the precise cohort identification. Consequently, it is important to develop phenotyping algorithms for cohort data collection. Hypertensive disorders of pregnancy (HDP) is a leading cause of maternal morbidity and mortality. In this study, we developed, applied, and validated rule-based phenotyping algorithms of HDP. Two phenotyping algorithms, algorithms 1 and 2, were developed according to American and Japanese guidelines, and applied into 22,452 pregnant women in the Birth and Three-Generation Cohort Study of the Tohoku Medical Megabank project. To precise cohort identification, we analyzed both structured data (e.g., laboratory and physiological tests) and unstructured clinical notes. The identified subtypes of HDP were validated against reference standards. Algorithms 1 and 2 identified 7.93% and 8.08% of the subjects as having HDP, respectively, along with their HDP subtypes. Our algorithms were high performing with high positive predictive values (0.96 and 0.90 for algorithms 1 and 2, respectively). Overcoming the hurdle of precise cohort identification from large-scale cohort data collection, we achieved both developed and implemented phenotyping algorithms, and precisely identified HDP patients and their subtypes from large-scale cohort data collection.

  40. Low Hemoglobin Level and Elevated Inflammatory Hematological Ratios Associated With Depression and Sleep Disturbance. 国際誌

    Tetsuya Akaishi, Kumi Nakaya, Naoki Nakaya, Mana Kogure, Rieko Hatanaka, Ippei Chiba, Sayuri Tokioka, Satoshi Nagaie, Soichi Ogishima, Atsushi Hozawa

    Cureus 16 (3) e56621 2024年3月

    DOI: 10.7759/cureus.56621  

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    BACKGROUND: The relationship between blood cell profiles, including hemoglobin (Hb) levels and inflammatory hematological ratios, and mental health problems currently remains unclear. AIM: This study aimed to investigate the relationship between blood cell profiles and mental health issues, including depressive state and sleep disturbance, while adjusting for potential demographic confounders. METHODOLOGY: This retrospective, cross-sectional, observational study used a population-based medical database from the Tohoku Medical Megabank Project with more than 60,000 volunteers. Data on age, sex, daily tobacco use, body mass index, and self-reported scores on the Kessler Psychological Distress Scale (K6), Athens Insomnia Scale (AIS), and the Center for Epidemiologic Studies Depression Scale (CES-D) were collected. RESULTS: A total of 62,796 volunteers (23,663 males and 39,133 females), aged ≥20 years at the time of the blood test, agreed to participate in this study. Among the evaluated blood cell profiles, Hb, hematocrit, neutrophil-to-lymphocyte ratio (NLR), and platelet-to-lymphocyte ratio (PLR) were significantly correlated with the K6, AIS, and CES-D scores, with strong statistical significance (p<0.0001 for all) in bivariate correlation analyses. A significant adjusted odds ratio (aOR) of the Hb level for elevated CES-D scores (aOR=0.965 [95% CI: 0.949-0.981], p<0.0001) was confirmed after adjusting for demographic data and daily tobacco use using a logistic regression model. Sensitivity analyses revealed that these associations existed in both males and females but were more prominent in the former. In male participants, a low Hb level was significantly associated with an elevated AIS score. The evaluated inflammatory hematological ratios, including NLR, PLR, and monocyte-to-lymphocyte ratio (MLR), also showed significant aORs with the K6, AIS, and CES-D scores after adjusting for demographic background. CONCLUSION: Low Hb levels and elevated inflammatory hematological ratios (NLR, MLR, and PLR) were associated with depressive state and sleep disturbances in the general population.

  41. Relationship between traditional risk factors for hypertension and systolic blood pressure in the Tohoku Medical Megabank Community-based Cohort Study. 国際誌

    Masato Takase, Naoki Nakaya, Kozo Tanno, Mana Kogure, Rieko Hatanaka, Kumi Nakaya, Ippei Chiba, Ikumi Kanno, Kotaro Nochioka, Naho Tsuchiya, Tomohiro Nakamura, Takumi Hirata, Taku Obara, Mami Ishikuro, Yuka Kotozaki, Akira Uruno, Tomoko Kobayashi, Eiichi N Kodama, Yohei Hamanaka, Masatsugu Orui, Soichi Ogishima, Satoshi Nagaie, Hideki Ohmomo, Nobuo Fuse, Junichi Sugawara, Atsushi Shimizu, Yoko Izumi, Shinichi Kuriyama, Atsushi Hozawa

    Hypertension research : official journal of the Japanese Society of Hypertension 47 (6) 1533-1545 2024年2月29日

    DOI: 10.1038/s41440-024-01582-1  

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    Risk factors for hypertension have been emphasized in the Japanese Society of Hypertension Guidelines for the Management of Hypertension. However, large-scale studies on the association of smoking, potassium excretion, and gamma-glutamyl transferase level with BP in the Japanese population are limited. We conducted a cross-sectional study to examine the association between hypertension risk factors and systolic blood pressure in the Tohoku Medical Megabank Community-based Cohort Study (23,446 men and 38,921 women aged ≥20 years). A model adjusted for age, body mass index, smoking status, drinking status, estimated daily salt intake, potassium excretion, (or urinary sodium-to-potassium ratio), gamma-glutamyl transferase, physical activity, education level, status of damage to homes during the Great East Japan Earthquake, and residential areas was used. The average age and systolic blood pressure were 62.5 (10.3) years for men and 59.6 (11.3) years for women, 128.9 (16.7) mmHg for men and 124.7 (17.5) mmHg for women, respectively. Body mass index estimated daily salt intake, urinary sodium-to-potassium ratio and gamma-glutamyl transferase levels were positively associated with systolic blood pressure. Compared with never-drinkers, current drinkers who consumed 23-45 g/day and ≥46.0 g/day had significantly increased systolic blood pressure. Conversely, current smokers (1-10 cigarettes/day and 11-20 cigarettes/day) were inversely associated with systolic blood pressure compared to never-smokers. Overall, systolic blood pressure was associated with gamma-glutamyl transferase and hypertension risk factors, including body mass index, alcohol consumption, estimated daily salt intake, urinary sodium-to-potassium ratio, and potassium excretion. Our findings support the notion that lifestyle modifications should be attempted to prevent hypertension.

  42. Progress report of the Tohoku Medical Megabank Community-Based Cohort Study: Study profile of the repeated center-based survey during second period in Miyagi Prefecture.

    Atsushi Hozawa, Kumi Nakaya, Naoki Nakaya, Tomohiro Nakamura, Mana Kogure, Rieko Hatanaka, Ippei Chiba, Ikumi Kanno, Junichi Sugawara, Eiichi Kodama, Yohei Hamanaka, Tomoko Kobayashi, Akira Uruno, Naho Tsuchiya, Takumi Hirata, Akira Narita, Akito Tsuboi, Toru Tamahara, Akihito Otsuki, Maki Goto, Makiko Taira, Ritsuko Shimizu, Kichiya Suzuki, Taku Obara, Masahiro Kikuya, Hirohito Metoki, Mami Ishikuro, Inaho Danjoh, Soichi Ogishima, Satoshi Nagaie, Naoko Minegishi, Masahiro Hiratsuka, Kazuki Kumada, Ichiko Nishijima, Takahiro Nobukuni, Yumi Yamaguchi-Kabata, Fuji Nagami, Shigeo Kure, Nobuo Fuse, Kengo Kinoshita, Yoko Izumi, Shinichi Kuriyama, Masayuki Yamamoto

    Journal of epidemiology 34 (9) 434-443 2024年2月24日

    DOI: 10.2188/jea.JE20230241  

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    BACKGROUND: The purpose of this study was to report the basic profile of the Miyagi Prefecture part of a repeated center-based survey during the second period (2nd period survey) of the Tohoku Medical Megabank Community-Based Cohort Study (TMM CommCohort Study), as well as the participants' characteristics based on their participation type in the baseline survey. METHODS: The 2nd period survey, conducted from June 2017 to March 2021, included participants of the TMM CommCohort Study (May 2013 to March 2016). In addition to the questionnaire, blood, urine, and physiological function tests were performed during the 2nd period survey. There were three main ways of participation in the baseline survey: Type 1, Type 1 additional, or Type 2 survey. The 2nd period survey was conducted in the same manner as the Type 2 survey, which was based on the community support center (CSC). RESULTS: In Miyagi Prefecture, 29,383 (57.7%) of 50,967 participants participated in the 2nd period survey. The participation rate among individuals who had visited the CSC was approximately 80%. Although some factors differed depending on the participation type in the baseline survey, the 2nd period survey respondents in the Type 1 and Type 2 survey groups at baseline had similar traits. CONCLUSIONS: The 2nd period survey of the TMM CommCohort Study provided detailed follow-up information. Following up on the health conditions of the participants will clarify the long-term effects of disasters and contribute to personalized prevention.

  43. Relationships of Fat Mass Index and Fat-Free Mass Index with Low-Density Lipoprotein Cholesterol Levels in the Tohoku Medical Megabank Community-Based Cohort Study.

    Masato Takase, Tomohiro Nakamura, Naoki Nakaya, Mana Kogure, Rieko Hatanaka, Kumi Nakaya, Ippei Chiba, Ikumi Kanno, Kotaro Nochioka, Naho Tsuchiya, Takumi Hirata, Taku Obara, Mami Ishikuro, Akira Uruno, Tomoko Kobayashi, Eiichi N Kodama, Yohei Hamanaka, Masatsugu Orui, Soichi Ogishima, Satoshi Nagaie, Nobuo Fuse, Junichi Sugawara, Yoko Izumi, Shinichi Kuriyama, Atsushi Hozawa

    Journal of atherosclerosis and thrombosis 31 (6) 979-1003 2024年2月6日

    DOI: 10.5551/jat.64535  

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    AIMS: Although fat mass (FM) and fat-free mass (FFM) have an impact on lipid metabolism, the relationship between different body composition phenotypes and lipid profiles is still unclear. By dividing the FM and FFM by the square of the height, respectively, the f at mass index (FMI) and fat-free mass index (FFMI) can be used to determine the variations in body composition. This study aimed to investigate the relationship of combined FMI and FFMI with low-density lipoprotein cholesterol (LDL-C) levels. METHODS: This cross-sectional study comprised 5,116 men and 13,630 women without cardiovascular disease and without treatment for hypertension, and diabetes. Following sex-specific quartile classification, FMI and FFMI were combined into 16 groups. Elevated LDL-C levels were defined as LDL-C ≥ 140 mg/dL and/or dyslipidemia treatment. Multivariable logistic regression models were used to examine the relationships between combined FMI and FFMI and elevated LDL-C levels. RESULTS: Overall, elevated LDL-C levels were found in 1,538 (30.1%) men and 5,434 (39.9%) women. In all FFMI subgroups, a higher FMI was associated with elevated LDL-C levels. Conversely, FFMI was inversely associated with elevated LDL-C levels in most FMI subgroups. Furthermore, the groups with the highest FMI and lowest FFMI had higher odds ratios for elevated LDL-C levels than those with the lowest FMI and highest FFMI. CONCLUSIONS: Regardless of FFMI, FMI was positively associated with elevated LDL-C levels. Conversely, in the majority of FMI subgroups, FFMI was inversely associated with elevated LDL-C levels.

  44. 尿中Na、K、Na/K比と胃がん罹患との関連 東北メディカル・メガバンク計画地域住民コホート調査

    小暮 真奈, 畑中 里衣子, 中谷 久美, 千葉 一平, 小原 拓, 永家 聖, 布施 昇男, 泉 陽子, 栗山 進一, 中谷 直樹, 寳澤 篤

    Journal of Epidemiology 34 (Suppl.) 100-100 2024年1月

    出版者・発行元: (一社)日本疫学会

    ISSN:0917-5040

    eISSN:1349-9092

  45. Alcohol Flushingと悪性腫瘍有病の関連 TMM計画地域住民コホート調査(宮城)

    土谷 祐馬, 中谷 久美, 中谷 直樹, 小暮 真奈, 畑中 里衣子, 千葉 一平, 菅野 郁美, 小原 拓, 石黒 真美, 大類 正嗣, 永家 聖, 中村 智洋, 荻島 創一, 布施 昇男, 泉 陽子, 栗山 進一, 亀井 尚, 寳澤 篤

    Journal of Epidemiology 34 (Suppl.) 154-154 2024年1月

    出版者・発行元: (一社)日本疫学会

    ISSN:0917-5040

    eISSN:1349-9092

  46. The association between depressive symptoms and masked hypertension in participants with normotension measured at research center. 国際誌

    Sayuri Tokioka, Naoki Nakaya, Kumi Nakaya, Mana Kogure, Rieko Hatanaka, Ippei Chiba, Ikumi Kanno, Kotaro Nochioka, Hirohito Metoki, Takahisa Murakami, Michihiro Satoh, Tomohiro Nakamura, Mami Ishikuro, Taku Obara, Yohei Hamanaka, Masatsugu Orui, Tomoko Kobayashi, Akira Uruno, Eiichi N Kodama, Satoshi Nagaie, Soichi Ogishima, Yoko Izumi, Nobuo Fuse, Shinichi Kuriyama, Atsushi Hozawa

    Hypertension research : official journal of the Japanese Society of Hypertension 47 (3) 586-597 2023年10月31日

    DOI: 10.1038/s41440-023-01484-8  

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    Masked hypertension is a risk factor for cardiovascular diseases. However, masked hypertension is sometimes overlooked owing to the requirement for home blood pressure measurements for diagnosing. Mental status influences blood pressure. To reduce undiagnosed masked hypertension, this study assessed the association between depressive symptoms and masked hypertension. This cross-sectional study used data from the Tohoku Medical Megabank Project Community-Based Cohort Study (conducted in Miyagi Prefecture, Japan, from 2013) and included participants with normotension measured at the research center (systolic blood pressure<140 mmHg and diastolic blood pressure <90 mmHg). Depressive symptoms were assessed using the Center for Epidemiologic Studies Depression Scale (Japanese version). Masked hypertension was defined as normotension measured at the research center and home hypertension (home systolic blood pressure ≥135 mmHg or home diastolic blood pressure ≥85 mmHg). The study comprised 6705 participants (mean age: 55.7 ± 13.7 years). Of these participants, 1106 (22.1%) without depressive symptoms and 393 (23.2%) with depressive symptoms were categorized to have masked hypertension. Sex-specific and age-adjusted least mean squares for home blood pressure, not for research blood pressure were significantly higher in the group with depressive symptoms in both sex categories. The multivariate odds ratio for masked hypertension in the patients with depressive symptoms was 1.72 (95% confidence interval: 1.26-2.34) in male participants and 1.30 (95% confidence interval: 1.06-1.59) in female ones. Depressive symptoms were associated with masked hypertension in individuals with normotension measured at the research center. Depressive symptoms may be one of the risk factors for masked hypertension. Depressive symptoms were associated with masked hypertension in individuals with normotension measured at research center.

  47. Influence of Diabetes Family History on the Associations of Combined Genetic and Lifestyle Risks with Diabetes in the Tohoku Medical Megabank Community-Based Cohort Study.

    Masato Takase, Naoki Nakaya, Tomohiro Nakamura, Mana Kogure, Rieko Hatanaka, Kumi Nakaya, Ippei Chiba, Ikumi Kanno, Kotaro Nochioka, Naho Tsuchiya, Takumi Hirata, Akira Narita, Taku Obara, Mami Ishikuro, Akira Uruno, Tomoko Kobayashi, Eiichi N Kodama, Yohei Hamanaka, Masatsugu Orui, Soichi Ogishima, Satoshi Nagaie, Nobuo Fuse, Junichi Sugawara, Shinichi Kuriyama, Ichiro Tsuji, Gen Tamiya, Atsushi Hozawa, Masayuki Yamamoto

    Journal of atherosclerosis and thrombosis 30 (12) 1950-1965 2023年10月6日

    DOI: 10.5551/jat.64425  

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    AIM: The influence of family history of diabetes, probably reflecting genetic and lifestyle factors, on the association of combined genetic and lifestyle risks with diabetes is unknown. We examined these associations. METHODS: This cross-sectional study included 9,681 participants in the Tohoku Medical Megabank Community-based Cohort Study. A lifestyle score, which was categorized into ideal, intermediate, and poor lifestyles, was given. Family history was obtained through a self-reported questionnaire. A polygenic risk score (PRS) was constructed in the target data (n=1,936) using publicly available genome-wide association study summary statistics from BioBank Japan. For test data (n=7,745), we evaluated PRS performance and examined the associations of combined family history and genetic and lifestyle risks with diabetes. Diabetes was defined as non-fasting blood glucose ≥ 200 mmHg, HbA1c ≥ 6.5%, and/or self-reported diabetes treatment. RESULTS: In test data, 467 (6.0%) participants had diabetes. Compared with a low genetic risk and an ideal lifestyle without a family history, the odds ratio (OR) was 3.73 (95% confidence interval [CI], 1.92-7.00) for a lower genetic risk and a poor lifestyle without a family history. Family history was significantly associated with diabetes (OR, 3.58 [95% CI, 1.73-6.98]), even in those with a low genetic risk and an ideal lifestyle. Even among participants who had an ideal lifestyle without a family history, a high genetic risk was associated with diabetes (OR, 2.49 [95% CI, 1.65-3.85]). Adding PRS to family history and conventional lifestyle risk factors improved the prediction ability for diabetes. CONCLUSIONS: Our findings support the notion that a healthy lifestyle is important to prevent diabetes regardless of genetic risk.

  48. Establishment of the early prediction models of low-birth-weight reveals influential genetic and environmental factors: a prospective cohort study. 国際誌

    Satoshi Mizuno, Satoshi Nagaie, Gen Tamiya, Shinichi Kuriyama, Taku Obara, Mami Ishikuro, Hiroshi Tanaka, Kengo Kinoshita, Junichi Sugawara, Masayuki Yamamoto, Nobuo Yaegashi, Soichi Ogishima

    BMC pregnancy and childbirth 23 (1) 628-628 2023年8月31日

    DOI: 10.1186/s12884-023-05919-5  

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    BACKGROUND: Low birth weight (LBW) is a leading cause of neonatal morbidity and mortality, and increases various disease risks across life stages. Prediction models of LBW have been developed before, but have limitations including small sample sizes, absence of genetic factors and no stratification of neonate into preterm and term birth groups. In this study, we challenged the development of early prediction models of LBW based on environmental and genetic factors in preterm and term birth groups, and clarified influential variables for LBW prediction. METHODS: We selected 22,711 neonates, their 21,581 mothers and 8,593 fathers from the Tohoku Medical Megabank Project Birth and Three-Generation cohort study. To establish early prediction models of LBW for preterm birth and term birth groups, we trained AI-based models using genetic and environmental factors of lifestyles. We then clarified influential environmental and genetic factors for predicting LBW in the term and preterm groups. RESULTS: We identified 2,327 (10.22%) LBW neonates consisting of 1,077 preterm births and 1,248 term births. Our early prediction models archived the area under curve 0.96 and 0.95 for term LBW and preterm LBW models, respectively. We revealed that environmental factors regarding eating habits and genetic features related to fetal growth were influential for predicting LBW in the term LBW model. On the other hand, we identified that genomic features related to toll-like receptor regulations and infection reactions are influential genetic factors for prediction in the preterm LBW model. CONCLUSIONS: We developed precise early prediction models of LBW based on lifestyle factors in the term birth group and genetic factors in the preterm birth group. Because of its accuracy and generalisability, our prediction model could contribute to risk assessment of LBW in the early stage of pregnancy and control LBW risk in the term birth group. Our prediction model could also contribute to precise prediction of LBW based on genetic factors in the preterm birth group. We then identified parental genetic and maternal environmental factors during pregnancy influencing LBW prediction, which are major targets for understanding the LBW to address serious burdens on newborns' health throughout life.

  49. A knowledge representation model for family relationship to three generation 査読有り

    Kazuro Shimokawa, Mami Ishikuro, Taku Obara, Hirohito Metoki, Satoshi Mizuno, Satoshi Nagaie, Masato Nagai, Chizuru Yamanaka, Hiroko Matsubara, Mayumi Kato, Yuki Sato, Soichi Ogishima, Takako Takai, Masahiro Kikuya, Atsushi Hozawa, Fuji Nagami, Shinichi Kuriyama, Takashi Suzuki, Kengo Kinoshita, Masayuki Yamamoto, Hiroshi Tanaka

    Bioinformation 18 (12) 1166-1172 2022年12月31日

    出版者・発行元: Biomedical Informatics

    DOI: 10.6026/973206300181166  

    ISSN:0973-8894

    eISSN:0973-2063

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    A system for inputting and storing family information, named “BirThree Enrollment,” was developed to promote a birth and three-generation cohort study (BirThree Cohort Study). In this cohort study, it was necessary to satisfy many operational demands while constantly overwriting and changing input information. Complex kinship information must be quickly and accurately inputed and corrected, and information on those families not yet recruited must be retrieved. For these purposes, many devices are needed, from an input interface to the internal data structure. In the field of genetic statistics, a simple standard expressive form (describe father-child relation and mother-child relation) is used for describing family structure. However, this form doesn't have sufficient information. So we developed a new form in conducting the BirThree Cohort Study. Hence, we expanded the data structure, and constructed the Input control system. Family pedigree information is stored along with initial clinical information, and this enabled the input of all self-reported information to the data base. Operators are able to input this family information before the day is out. As a result, when recruitment is completed, family information will be completed concurrently. Therefore, operators can immediately know certain person's family structure. In this model data correction was improved dramatically, and the system was operated successfully. This study is the first report of the method for storing three generations of family data.

  50. Reduced antiviral seropositivity among patients with inflammatory bowel disease treated with immunosuppressive agents. 国際誌 査読有り

    Hisashi Shiga, Takahiro Takahashi, Manabu Shiraki, Yasuhiro Kojima, Tsuyotoshi Tsuji, Sho Takagi, Keiichiro Hiramoto, Naonobu Yokoyama, Mikako Sugimura, Masahiro Iwabuchi, Katsuya Endo, Motoyuki Onodera, Yuichirou Sato, Yosuke Shimodaira, Eiki Nomura, Tatsuya Kikuchi, Hirofumi Chiba, Shinya Oomori, Hisaaki Kudo, Kazuki Kumada, Satoshi Nagaie, Soichi Ogishima, Fuji Nagami, Yusuke Shimoyama, Rintaro Moroi, Masatake Kuroha, Yoichi Kakuta, Takashi Ishige, Yoshitaka Kinouchi, Atsushi Masamune

    Scandinavian journal of gastroenterology 58 (4) 1-8 2022年10月12日

    DOI: 10.1080/00365521.2022.2132831  

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    BACKGROUND: Although live-attenuated vaccines are contraindicated under immunosuppression, the immune status of patients with inflammatory bowel disease (IBD) has not been fully assessed prior to immunosuppressive therapy. AIMS: To investigate antiviral serostatus against viruses requiring live vaccines for prevention in IBD patients undergoing immunosuppressive therapy. METHODS: This multicenter study included IBD patients who were aged <40 years and were treated with thiopurine monotherapy, molecular-targeted monotherapy, or combination therapy. Gender- and age-matched healthy subjects (HS) living in the same areas were included as control group. Antibody titers against measles, rubella, mumps, and varicella were measured by enzyme-linked immunosorbent assays. RESULTS: A total of 437 IBD patients (163 ulcerative colitis [UC] and 274 Crohn's disease [CD]) and 225 HS were included in the final analysis. Compared with HS, IBD patients had lower seropositivity rates for measles (IBD vs. HS = 83.91% vs. 85.33%), rubella (77.55% vs. 84.89%), mumps (37.50% vs. 37.78%), and varicella (91.26% vs. 96.44%). Gender- and age-adjusted seropositivity rates were lower in UC patients than in both CD patients and HS for measles (UC, CD, and HS = 81.60%, 85.29%, and 85.33%), rubella (76.40%, 78.23%, and 84.89%), mumps (27.16%, 43.70%, and 37.78%), and varicella (90.80%, 91.54%, and 96.44%); the difference was significant for all viruses except measles. Divided by the degree of immunosuppression, there were no significant differences in seropositivity rates among IBD patients. CONCLUSIONS: IBD patients, especially those with UC, exhibit reduced seropositivity rates and may benefit from screening prior to the initiation of immunosuppressive therapy.

  51. 過敏性腸症候群の有病に関連する要因の検討 TMM計画地域住民コホート調査

    中谷 久美, 中谷 直樹, 永家 聖, 小暮 真奈, 畑中 里衣子, 千葉 一平, 菅野 郁美, 小原 拓, 中村 智洋, 金澤 素, 荻島 創一, 栗山 進一, 辻 一郎, 寳澤 篤, 福土 審

    日本公衆衛生学会総会抄録集 81回 201-201 2022年9月

    出版者・発行元: 日本公衆衛生学会

    ISSN:1347-8060

  52. dbTMM: an integrated database of large-scale cohort, genome and clinical data for the Tohoku Medical Megabank Project. 国際誌 査読有り

    Soichi Ogishima, Satoshi Nagaie, Satoshi Mizuno, Ryosuke Ishiwata, Keita Iida, Kazuro Shimokawa, Takako Takai-Igarashi, Naoki Nakamura, Sachiko Nagase, Tomohiro Nakamura, Naho Tsuchiya, Naoki Nakaya, Keiko Murakami, Fumihiko Ueno, Tomomi Onuma, Mami Ishikuro, Taku Obara, Shunji Mugikura, Hiroaki Tomita, Akira Uruno, Tomoko Kobayashi, Akito Tsuboi, Shu Tadaka, Fumiki Katsuoka, Akira Narita, Mika Sakurai, Satoshi Makino, Gen Tamiya, Yuichi Aoki, Ritsuko Shimizu, Ikuko N Motoike, Seizo Koshiba, Naoko Minegishi, Kazuki Kumada, Takahiro Nobukuni, Kichiya Suzuki, Inaho Danjoh, Fuji Nagami, Kozo Tanno, Hideki Ohmomo, Koichi Asahi, Atsushi Shimizu, Atsushi Hozawa, Shinichi Kuriyama, Nobuo Fuse, Teiji Tominaga, Shigeo Kure, Nobuo Yaegashi, Kengo Kinoshita, Makoto Sasaki, Hiroshi Tanaka, Masayuki Yamamoto

    Human genome variation 8 (1) 44-44 2021年12月10日

    DOI: 10.1038/s41439-021-00175-5  

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    To reveal gene-environment interactions underlying common diseases and estimate the risk for common diseases, the Tohoku Medical Megabank (TMM) project has conducted prospective cohort studies and genomic and multiomics analyses. To establish an integrated biobank, we developed an integrated database called "dbTMM" that incorporates both the individual cohort/clinical data and the genome/multiomics data of 157,191 participants in the Tohoku Medical Megabank project. To our knowledge, dbTMM is the first database to store individual whole-genome data on a variant-by-variant basis as well as cohort/clinical data for over one hundred thousand participants in a prospective cohort study. dbTMM enables us to stratify our cohort by both genome-wide genetic factors and environmental factors, and it provides a research and development platform that enables prospective analysis of large-scale data from genome cohorts.

  53. The Data Use Ontology to streamline responsible access to human biomedical datasets. 国際誌 査読有り

    Jonathan Lawson, Moran N Cabili, Giselle Kerry, Tiffany Boughtwood, Adrian Thorogood, Pinar Alper, Sarion R Bowers, Rebecca R Boyles, Anthony J Brookes, Matthew Brush, Tony Burdett, Hayley Clissold, Stacey Donnelly, Stephanie O M Dyke, Mallory A Freeberg, Melissa A Haendel, Chihiro Hata, Petr Holub, Francis Jeanson, Aina Jene, Minae Kawashima, Shuichi Kawashima, Melissa Konopko, Irene Kyomugisha, Haoyuan Li, Mikael Linden, Laura Lyman Rodriguez, Mizuki Morita, Nicola Mulder, Jean Muller, Satoshi Nagaie, Jamal Nasir, Soichi Ogishima, Vivian Ota Wang, Laura D Paglione, Ravi N Pandya, Helen Parkinson, Anthony A Philippakis, Fabian Prasser, Jordi Rambla, Kathy Reinold, Gregory A Rushton, Andrea Saltzman, Gary Saunders, Heidi J Sofia, John D Spalding, Morris A Swertz, Ilia Tulchinsky, Esther J van Enckevort, Susheel Varma, Craig Voisin, Natsuko Yamamoto, Chisato Yamasaki, Lyndon Zass, Jaime M Guidry Auvil, Tommi H Nyrönen, Mélanie Courtot

    Cell genomics 1 (2) None 2021年11月10日

    DOI: 10.1016/j.xgen.2021.100028  

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    Human biomedical datasets that are critical for research and clinical studies to benefit human health also often contain sensitive or potentially identifying information of individual participants. Thus, care must be taken when they are processed and made available to comply with ethical and regulatory frameworks and informed consent data conditions. To enable and streamline data access for these biomedical datasets, the Global Alliance for Genomics and Health (GA4GH) Data Use and Researcher Identities (DURI) work stream developed and approved the Data Use Ontology (DUO) standard. DUO is a hierarchical vocabulary of human and machine-readable data use terms that consistently and unambiguously represents a dataset's allowable data uses. DUO has been implemented by major international stakeholders such as the Broad and Sanger Institutes and is currently used in annotation of over 200,000 datasets worldwide. Using DUO in data management and access facilitates researchers' discovery and access of relevant datasets. DUO annotations increase the FAIRness of datasets and support data linkages using common data use profiles when integrating the data for secondary analyses. DUO is implemented in the Web Ontology Language (OWL) and, to increase community awareness and engagement, hosted in an open, centralized GitHub repository. DUO, together with the GA4GH Passport standard, offers a new, efficient, and streamlined data authorization and access framework that has enabled increased sharing of biomedical datasets worldwide.

  54. Management of family relationship information for a three-generation cohort study

    Shimokawa K, Ishikuro M, Obara T, Metoki H, Mizuno S, Nagaie S, Nagai M, Yamanaka C, Matsubara H, Kato M, Sato Y, Ogishima S, Takai-Igarashi T, Kikuya M, Hozawa A, Nagami F, Kuriyama S, Kinoshita K, Yamamoto M, Tanaka H

    bioRxiv 2019年1月

  55. Security controls in an integrated Biobank to protect privacy in data sharing: rationale and study design 国際誌 査読有り

    Takako Takai-Igarashi, Kengo Kinoshita, Masao Nagasaki, Soichi Ogishima, Naoki Nakamura, Sachiko Nagase, Satoshi Nagaie, Tomo Saito, Fuji Nagami, Naoko Minegishi, Yoichi Suzuki, Kichiya Suzuki, Hiroaki Hashizume, Shinichi Kuriyama, Atsushi Hozawa, Nobuo Yaegashi, Shigeo Kure, Gen Tamiya, Yoshio Kawaguchi, Hiroshi Tanaka, Masayuki Yamamoto

    BMC MEDICAL INFORMATICS AND DECISION MAKING 17 (1) 100-100 2017年7月

    DOI: 10.1186/s12911-017-0494-5  

    ISSN:1472-6947

  56. A method to associate all possible combinations of genetic and environmental factors using GxE landscape plot. 国際誌 査読有り

    Nagaie S, Ogishima S, Nakaya J, Tanaka H

    Bioinformation 11 (3) 161-164 2015年

    DOI: 10.6026/97320630011161  

  57. Integrated Database and Knowledge Base for Genomic Prospective Cohort Study in Tohoku Medical Megabank Toward Personalized Prevention and Medicine 国際誌 査読有り

    Soichi Ogishima, Takako Takai, Kazuro Shimokawa, Satoshi Nagaie, Hiroshi Tanaka, Jun Nakaya

    Studies in Health Technology and Informatics 216 1057-1057 2015年

    出版者・発行元: IOS Press

    DOI: 10.3233/978-1-61499-564-7-1057  

    ISSN:1879-8365 0926-9630

    eISSN:1879-8365

  58. CELLPEDIA: a repository for human cell information for cell studies and differentiation analyses 国際誌 査読有り

    Akiko Hatano, Hirokazu Chiba, Harry Amri Moesa, Takeaki Taniguchi, Satoshi Nagaie, Koji Yamanegi, Takako Takai-Igarashi, Hiroshi Tanaka, Wataru Fujibuchi

    DATABASE-THE JOURNAL OF BIOLOGICAL DATABASES AND CURATION 2011 bar046 2011年

    DOI: 10.1093/database/bar046  

    ISSN:1758-0463

  59. Mutations in the interferon sensitivity determining region and virological response to combination therapy with pegylated-interferon alpha 2b plus ribavirin in patients with chronic hepatitis C-1b infection 査読有り

    Mina Nakagawa, Naoya Sakamoto, Mayumi Ueyama, Kaoru Mogushi, Satoshi Nagaie, Yasuhiro Itsui, Seishin Azuma, Sei Kakinuma, Hiroshi Tanaka, Nobuyuki Enomoto, Mamoru Watanabe

    JOURNAL OF GASTROENTEROLOGY 45 (6) 656-665 2010年6月

    DOI: 10.1007/s00535-009-0195-7  

    ISSN:0944-1174

  60. Comparison of HCV-associated gene expression and cell signaling pathways in cells with or without HCV replicon and in replicon-cured cells 査読有り

    Yuki Nishimura-Sakurai, Naoya Sakamoto, Kaoru Mogushi, Satoshi Nagaie, Mina Nakagawa, Yasuhiro Itsui, Megumi Tasaka-Fujita, Yuko Onuki-Karakama, Goki Suda, Kako Mishima, Machi Yamamoto, Mayumi Ueyama, Yusuke Funaoka, Takako Watanabe, Seishin Azuma, Yuko Sekine-Osajima, Sei Kakinuma, Kiichiro Tsuchiya, Nobuyuki Enomoto, Hiroshi Tanaka, Mamoru Watanabe

    JOURNAL OF GASTROENTEROLOGY 45 (5) 523-536 2010年5月

    DOI: 10.1007/s00535-009-0162-3  

    ISSN:0944-1174

    eISSN:1435-5922

︎全件表示 ︎最初の5件までを表示

MISC 14

  1. 余暇時間および非余暇時間の身体活動量と腎機能との関連

    千葉一平, 中谷直樹, 小暮真奈, 畑中里衣子, 時岡紗由理, 中村智洋, 中村智洋, 永家聖, 荻島創一, 小原拓, 佐藤聡見, 布施昇男, 泉陽子, 栗山進一, 寳澤篤

    日本循環器理学療法学会学術大会(Web) 8th 2024年

  2. Fitbitを用いた身体活動および睡眠状態の測定-進捗と測定値の特性-

    千葉一平, 千葉一平, 中谷直樹, 中谷直樹, 小暮真奈, 小暮真奈, 中谷久美, 中谷久美, 畑中里衣子, 畑中里衣子, 高瀬雅仁, 高瀬雅仁, 時岡紗由理, 時岡紗由理, 小原拓, 小原拓, 小原拓, 永家聖, 永家聖, 荻島創一, 荻島創一, 荻島創一, 麦倉俊司, 麦倉俊司, 麦倉俊司, 布施昇男, 布施昇男, 布施昇男, 長神風二, 長神風二, 長神風二, 寳澤篤, 寳澤篤

    日本公衆衛生学会総会抄録集(CD-ROM) 83rd 2024年

  3. ToMMo地域住民コホートにおける閉塞性換気障害の有病と関連要因,生命予後の検討

    岩崎史, 山田充啓, 中谷久美, 中谷直樹, 中村智洋, 中村智洋, 永家聖, 荻島創一, 小原拓, 布施昇男, 泉陽子, 栗山進一, 栗山進一, 杉浦久敏, 寶澤篤

    日本公衆衛生学会総会抄録集(CD-ROM) 83rd 2024年

  4. ToMMo地域住民コホート調査におけるPreserved ratio impairment spirometryの有病と関連する要因の検討

    岩崎 史, 中谷 久美, 山田 充啓, 中谷 直樹, 小暮 真奈, 畑中 里衣子, 千葉 一平, 菅野 郁美, 小原 拓, 石黒 真美, 大類 真嗣, 永家 聖, 中村 智洋, 荻島 創一, 布施 昇男, 泉 陽子, 栗山 進一, 杉浦 久敏, 寳澤 篤

    Journal of Epidemiology 34 (Suppl.) 139-139 2024年1月

    出版者・発行元: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  5. バイオバンク・ネットワーク~ブース出展におけるバイオバンク利活用促進について

    長神風二, 井上真季子, 笠原直子, 永家聖, 信國宇洋, 大根田絹子, 荻島創一

    日本遺伝子診療学会大会プログラム・抄録集 30th 2023年

  6. 日本語版妊娠高血圧腎症オントロジーの開発

    水野聖士, 和形麻衣子, 永家聖, 八重樫伸生, 菅原準一, 菅原準一, 荻島創一

    医療情報学 40 (3) 2020年

    ISSN: 0289-8055

  7. 東日本大震災による家屋損壊程度と過敏性腸症候群の関連

    永家聖, 中谷直樹, 田中由佳里, 金澤素, 荻島創一, 高井貴子, 中村智洋, 土屋菜歩, 平田匠, 成田暁, 小暮真奈, 栗山進一, 田中博, 辻一郎, 呉繁夫, 寳澤篤, 福土審

    日本疫学会学術総会講演集(Web) 29th 149 (WEB ONLY) 2019年

  8. 妊娠高血圧症候群(HDP)フェノタイピングのためのアルゴリズムの検討

    水野聖士, 永家聖, 飯田渓太, 笠原直子, 田宮元, 栗山進一, 八重樫伸生, 田中博, 菅原準一, 荻島創一

    日本疫学会学術総会講演集(Web) 28th 133 (WEB ONLY) 2018年

  9. 妊娠高血圧症候群(HDP)患者の病態分類のためのフェノタイピングアルゴリズムの開発

    水野聖士, 和形麻衣子, 永家聖, 田宮元, 栗山進一, 八重樫伸生, 菅原準一, 荻島創一

    日本妊娠高血圧学会雑誌 25 94-94 2018年

    出版者・発行元: 日本妊娠高血圧学会

    ISSN: 1880-3172

  10. 三世代コホート調査における調査票結果回付における情報管理について

    永家聖, 下川和郎, 佐藤ゆき, 石黒真美, 水野聖士, 宮下真子, 山中千鶴, 目時弘仁, 荻島創一, 高井貴子, 栗山進一, 田中博

    日本疫学会学術総会講演集(Web) 27th 116 (WEB ONLY) 2017年

  11. 東北メディカル・メガバンクにおける過敏性腸症候群の有病割合:地域住民コホート調査

    永家聖, 中谷直樹, 田中由佳里, 金澤素, 金澤素, 荻島創一, 高井貴子, 中村智洋, 土屋菜歩, 成田暁, 栗山進一, 田中博, 辻一郎, 呉繁夫, 寳澤篤, 福土審

    日本公衆衛生学会総会抄録集 76th 395-395 2017年

    出版者・発行元: 日本公衆衛生学会

    ISSN: 1347-8060

  12. 細胞分化解析を目指した網羅的ヒト細胞データベース「CELLPEDIA」

    幡野 晶子, HarryAmriMoesa, 千葉 啓和, 谷口 丈晃, 永家 聖, 山根木 康嗣, 藤渕 航

    情報処理学会研究報告. BIO, バイオ情報学 2010 (12) 1-4 2010年2月25日

    出版者・発行元: 情報処理学会

    ISSN: 0919-6072

    詳細を見る 詳細を閉じる

    本研究では、細胞を人体の物理的な位置に基づいて 2000 種類以上に細分化し、細胞画像、形態値、文献、遺伝子発現データを収集し統合した、細胞の網羅的データベースを作成した.さらに成体の組織幹細胞、前駆細胞を約 60 種類に分類し、情報を収集した.本データベースを用いることにより、細胞の形態値、遺伝子発現データをもとに、細胞の個性を定量的に解析することが可能である.

  13. 細胞分化解析を目指した網羅的ヒト細胞データベース「CELLPEDIA」

    幡野晶子, 幡野晶子, MOESA Harry Amri, MOESA Harry Amri, 千葉啓和, 谷口丈晃, 永家聖, 永家聖, 山根木康嗣, 藤渕航

    情報処理学会研究報告(CD-ROM) 2009 (6) 2010年

    ISSN: 2186-2583

  14. 発光巻貝ラチアの発光機構研究:ラチアルシフェリンアナログのKmと発光反応生成物の分析

    正木美津希, 間蓑雅, 永家聖, 中村光裕, 小島哲, 近江谷克裕, 牧昌次郎, 平野誉, 丹羽治樹

    日本化学会講演予稿集 85th (2) 862 2005年

    ISSN: 0285-7626

︎全件表示 ︎最初の5件までを表示

書籍等出版物 4

  1. ヒト生体試料・データ取扱い実践ハンドブック : 適切なサンプル・データ取得からバイオバンク利活用、法規制まで、必須知識と標準フローをこの1冊に凝縮

    日本生物資源産業利用協議会, 荻島, 創一, 森崎, 隆幸, 西原, 広史, 宮地, 勇人

    羊土社 2023年8月

    ISBN: 9784758122658

  2. 肝胆膵第86巻第2号

    2023年2月28日

  3. 日本人の疾患と健康のためのバイオバンクとデータベース活用法 : 試料と情報の的確な探し方と使い方

    後藤, 雄一, 村上, 善則, 高木, 利久, 荻島, 創一, 長神, 風二

    羊土社 2021年5月

    ISBN: 9784758103947

  4. ヒト疾患のデータベースとバイオバンク : 情報をどう使い、どう活かすか?ゲノム医療をどう実現するか?/ 山本雅之, 荻島創一編集

    山本 雅之, 荻島 創一

    羊土社 2017年

    ISBN: 9784758103664

講演・口頭発表等 7

  1. Tracing Health-to-Disease Trajectories from Annual Checkup Data

    CBI学会2025年大会 2025年10月30日

  2. 東北メディカル・メガバンク計画のコホート情報の「深さ」とバイオバンク・ネットワーク ジャパンの「広い」データの利活用

    CBI学会2025年大会 2025年10月28日

  3. Five cluster groups found in the health state space of 96,093 population

    CBI学会2022年大会 2022年10月25日

  4. Minimum Common;Data Elements of Cancer-specific Clinical Information;Consent Information for;the Biobank Network in Japan

    Nagaie S, Hirata M, Hattori K, Matsumura R, Kitajima K, Miyahara R, Noiri E, Imoto S, Kawano S, Morita M, Takagi T, Goto Y, Murakami Y, Ogishima S

    ISBER 2020 Virtual Symposium 2020年10月22日

  5. Minimum Common Data Elements of Biospecimen Quality Information for Biobank Network in Japan

    Morita M, Hattori K, Matsumura R, Kitajima K, Miyahara R, Noiri E, Hirata M, Imoto S, Kawano S, Nagaie S, Takagi T, Goto Y, Murakami Y, Ogishima S

    ISBER 2020 Virtual Symposium 2020年10月22日

  6. Biobank network for promotion of utilization of biobank toward realization of genomic medicine in Japan

    Ogishima S, Murakami Y, Goto Y, Morisaki T, Imoto S, Matsuda K, Hirata M, Yokota H, Suzuki K, Nagami F, Nagaie S, Miyamoto Y, Tomita T, Noiri H, Matsumura R, Miyahara R, Kitajima K, Kawano S, Morita M, Nishihara H, Nakae H, Yoshida M, Kohbata H, Muto M, Matsumoto S, Inazawa J, Tanaka T, Takemoto A, Nishiyama H, Takeuchi T, Takagi T

    ISBER 2020 Virtual Symposium 2020年10月22日

  7. GA4GH DURI Work Stream in GEM Japan 2020; localizing the Data Use Ontology and Machine-Readable Consent in the local research community

    Chisato Yamasaki, Satoshi Nagaie, Minae Kawashima, Chihiro Hata, Shuichi Kawashima, Yuichi Kodama, Mizuki Morita, Natsuko Yamamoto, Akio Nagano, Keiko Katsui, Takako Takai, Soichi Ogishima

    GA4GH 8th Plenary Meeting 2020年9月29日

︎全件表示 ︎最初の5件までを表示

共同研究・競争的資金等の研究課題 4

  1. 大規模マルチモーダルモデルを用いた健康状態空間の構築とトラジェクトリー解析

    永家 聖

    2026年4月1日 ~ 2030年3月31日

  2. 機械学習によるフェノタイピングにもとづくポリジェニック・環境リスクスコアの開発

    永家 聖

    提供機関:Japan Society for the Promotion of Science

    制度名:Grants-in-Aid for Scientific Research

    研究種目:Grant-in-Aid for Early-Career Scientists

    研究機関:Tohoku University

    2021年4月1日 ~ 2024年3月31日

    詳細を見る 詳細を閉じる

    本研究は、2型糖尿病などの循環器疾患を対象にし、ポリジェニック・環境リスクスコアの開発を目的としている。 1年目は、表現型を精緻に決定するフェノタイピングを行う計画であった。東北大学東北メディカル・メガバンク機構にて収集・解析済みの15万人分のゲノム情報・健康調査情報を利用する前に、株式会社JMDCより提供された特定健診情報・レセプト情報約3万人分のデータを用いて、解析を行った。具体的には、特定健診情報のうち、血糖値とHbA1cの2項目を用いて、糖尿病を4種類の病型(正常型、正常高値型、境界型、糖尿病型)に分類を行った。 次に特定健診情報・レセプト情報42変数、約3万人分の女性の高次元データに対してtSNEにより次元削減を行い2次元で表現した。この結果を4種類の病型で分割することで、正常型は多様性があり全体にある程度の密度で分布していること、境界型や糖尿病型は1-2個のクラスタに集約されていることが分かった。さらに、2次元に縮約された結果を小さな領域に区切り、各領域の特徴付けを特定健診情報(検体検査・問診票による生活習慣等)、レセプト情報(投薬・病名)を用いて行った。具体的には、境界型の病型には2つのクラスタがあり、1つ目のクラスタには「糖尿病(82.4%)」と「2型糖尿病(57.2%)」の2種類が併存疾患として現れており、研究計画時に想定していたレセプト病名の影響を受けていることが確認できた。 今後この特徴付けされた変数をもとに、リスクスコアの計算を行う予定である。

  3. ゲノム環境ワイド関連解析GE-WASによる遺伝子環境相互作用の同定

    永家 聖

    提供機関:Japan Society for the Promotion of Science

    制度名:Grants-in-Aid for Scientific Research Grant-in-Aid for Young Scientists (B)

    研究種目:Grant-in-Aid for Young Scientists (B)

    研究機関:Tohoku University

    2017年4月1日 ~ 2020年3月31日

    詳細を見る 詳細を閉じる

    初年度の平成29年度は、多因子疾患の一つである2型糖尿病における疾患関連遺伝因子と疾患関連環境因子の複雑な相互作用であるゲノム環境ワイド関連解析GE-WAS (Gene-Environment-Wide-Association-Study)について、解析プログラムの開発や方法論の検討を行った。具体的には、東北メディカル・メガバンク機構が実施しているコホート調査により収集されたデータを用いて、フェノタイプ、疾患関連遺伝因子、疾患関連環境因子についての分割表を作成し、Cochran-Mantel-Haenszelカイニ乗検定により糖尿病の罹患とのゲノム環境ワイド関連解析GE-WASを実施するための解析プログラムを開発した。 平成30年度は、平成29年度に開発したゲノム環境ワイド関連解析GE-WAS解析プログラムの改良、GE-WAS解析に用いるフェノタイプの定義の検討とルールベースのフェノタイピング手法開発、平成29年度に引き続き次元圧縮方法について検討を行った。 解析プログラムの改良には、プログラムの修正だけではなく、今後GitHub上で公開することを想定して改良を進めてきた。 GE-WAS解析のフェノタイプとして、アンケート調査における糖尿病の罹患歴の回答状況を用いていたが、自己申告によるアンケート調査の回答精度という点に注目し、より適切な精度の高い表現型を取得するためのフェノタイピング手法について検討した。具体的には、2型糖尿病のフェノタイプを決定するために、本人申告の既往歴に加え、特定健診情報から治療薬と検体検査値を元にして、ルールベースによるフェノタイピングを行っている。 また次元圧縮という点においては、主成分分析や独立成分分析だけではなく、最新の次元圧縮手法であるt-SNEやUMAPを用いることで、疾患関連遺伝因子、疾患関連環境因子の次元を削減することを進めている。

  4. 階層的オミックス医療情報のデータ交換形式と多軸的・多面的なオントロジーの整備

    中谷 純, 荻島 創一, 立川 察理, 今井 健, 永家 聖

    提供機関:Japan Society for the Promotion of Science

    制度名:Grants-in-Aid for Scientific Research Grant-in-Aid for Scientific Research (A)

    研究種目:Grant-in-Aid for Scientific Research (A)

    研究機関:Tohoku University

    2014年4月1日 ~ 2017年3月31日

    詳細を見る 詳細を閉じる

    本研究課題では、階層化されたオミックス医療情報のデータ交換を可能とするデータ交換フォーマットを構築した。ゲノムからフェノームに至る階層オミックス情報、医療情報、環境情報といった多次元・多因子・多階層にわたるオミックス医療情報について、そのデータ要素項目と意味関係に分離して記述することのできるデータ交換フォーマット方式の開発・標準化する案を改訂した。ISOにて国際標準化を進めた。