Details of the Researcher

PHOTO

Tomomi Onuma
Section
Tohoku Medical Megabank Organization
Job title
Research Associate
Degree

Papers 78

  1. Electrocardiogram characteristics and possible associated factors in healthy Japanese children: the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Shingo Nakashima, Mami Ishikuro, Keiko Murakami, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Fumiko Matsuzaki, Taku Obara, Shinichi Kuriyama

    BMC pediatrics 25 (1) 697-697 2025/09/29

    DOI: 10.1186/s12887-025-06025-5  

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    BACKGROUND: The number of young patients with cardiac disease has recently increased. To describe the electrocardiogram characteristics and identify the possible factors affecting the characteristics in early life might be helpful for the prevention and assessment of abnormal cardiac function. The aim of this study is to analyze the electrocardiogram characteristics of healthy children and investigate the possible associated factors in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study in Japan. METHODS: Children were recruited between 2013 and 2017 and the ECG parameters for 6,061 children. Student's t-test was conducted to confirm sex-related differences. ECG parameters were also described by age. Multiple regression analysis of 2,285 children, whose body mass index and their parents' ECG parameters were available in addition to sex and age, was used to analyze the possible factors associated with ECG characteristics. In addition, ECG parameters were compared between gestational age < 37 (premature birth) and ≥ 37. RESULTS: Heart rate, QRS duration, QT interval, corrected QT interval, and P-QRS-T axes showed significant sex-related differences (P < 0.05), and the QRS duration varied with age. The ECGs of parents in PR interval and QRS duration were associated with those of children (Boys: β [95% confidence interval] was 0.17[0.12-0.22] and 0.18[0.14-0.23] with mothers, 0.11[0.063-0.16] and 0.11[0.075-0.15] with fathers, Girls: 0.12[0.074-0.16] and 0.16[0.12-0.20] with mothers, 0.090[0.050-0.13] and 0.089[0.056-0.12] with fathers). Maternal QTc and P axes were also associated with child QTc and P axes. Premature birth showed significantly difference only in the QRS axis (P = 0.02). CONCLUSION: This study described the ECG characteristics of Japanese children and found a relation between parents and children. ECG parameters in children aged 4-9 correlate with those in their parents, but not with sex or BMI. In particular, mother's ECG was strongly associated with that of children than father's ECG. The relation might be reflected by both genetic background and uterine environment.

  2. Cohort Profile Update: The Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study (TMM BirThree Cohort Study) 2023 update. International-journal

    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) 2025/08/18

    DOI: 10.1093/ije/dyaf148  

  3. Exploring the association between human breast milk lipids and early adiposity rebound in children: A case-control study. International-journal

    Kento Sawane, Ippei Takahashi, Mami Ishikuro, Hiroko Takumi, Masatsugu Orui, Aoi Noda, Genki Shinoda, Hisashi Ohseto, Tomomi Onuma, Fumihiko Ueno, Keiko Murakami, Naoko Higuchi, Takashi Furuyashiki, Tomohiro Nakamura, Seizo Koshiba, Kinuko Ohneda, Kazuki Kumada, Soichi Ogishima, Atsushi Hozawa, Junichi Sugawara, Shinichi Kuriyama, Taku Obara

    Nutrition (Burbank, Los Angeles County, Calif.) 135 112739-112739 2025/03/08

    DOI: 10.1016/j.nut.2025.112739  

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    OBJECTIVES: Adiposity rebound (AR) corresponds to the start of the second rise in the body mass index curve during infant growth. Early AR (before age 5) confers increased risk of adiposity and metabolic disorders but is less likely to occur in breastfed infants. Although lipids in breast milk are important in child growth, information is limited regarding which lipids are involved in AR. The object of this study was to explore the association between breast milk lipids and AR status in children. METHODS: We designed a case-control study of 184 mother-child pairs (AR cases: n = 93; controls: n = 91) included from the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. Breast milk was collected 1 month postpartum and comprehensive lipid analysis was performed. Partial least square-discriminant analysis was used to explore candidate lipids, and multivariable logistic regression analysis was used to evaluate associations with the AR status of children. RESULTS: We detected 667 lipid molecules in 12 lipid classes in breast milk. Partial least square-discriminant analysis revealed the association of fatty acid-hydroxy fatty acid (FAHFA) and cholesterol ester (ChE) with AR status. Multivariable logistic regression analysis showed that in pairs with exclusive breastfeeding at 1 month postpartum, FAHFA (odds ratio 1.57 [95% confidence interval, 1.06-2.32]) was positively associated with early AR, and ChE (odds ratio 0.55 [95% confidence interval, 0.36-0.86]) was negatively associated. CONCLUSIONS: Breast milk lipids (FAHFA, ChE) associated with the AR status of children, indicating the potential to regulate a child's adiposity and possible metabolic disorders in adulthood.

  4. Association Between Human Milk Oligosaccharides and Early Adiposity Rebound in Children: A Case-Control Study of the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Kento Sawane, Ippei Takahashi, Mami Ishikuro, Hiroko Takumi, Masatsugu Orui, Aoi Noda, Genki Shinoda, Hisashi Ohseto, Tomomi Onuma, Fumihiko Ueno, Keiko Murakami, Naoko Higuchi, Tomoko Tanaka, Takashi Furuyashiki, Tomohiro Nakamura, Seizo Koshiba, Kinuko Ohneda, Kazuki Kumada, Soichi Ogishima, Atsushi Hozawa, Junichi Sugawara, Shinichi Kuriyama, Taku Obara

    The Journal of nutrition 2025/03/07

    DOI: 10.1016/j.tjnut.2025.02.024  

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    BACKGROUND: Adiposity rebound (AR) is the point when the body mass index (BMI) begins to rise again during early childhood. Early AR (before age 5) is associated with a higher risk of lifelong obesity and metabolic disorders and may be influenced by breastfeeding. Although human milk oligosaccharides (HMOs) in breast milk are crucial for child growth, their association with AR status has not been studied. OBJECTIVE: To explore breast milk HMO compositions and molecules associated with AR status in children. METHODS: In this case-control study, we included 184 mother-child pairs from the Tohoku Medical Megabank Project Birth and Three-Generation (TMM BirThree) Cohort Study (93 AR cases, 91 controls). Breast milk was collected 1 month postpartum, and the concentration of 15 HMO molecules and alpha-diversity index (Inverse Simpson index) were quantified. Wilcoxon's rank-sum test and partial least squares-discriminant analysis (PLS-DA) identified candidate HMOs, and multivariable logistic regression analysis evaluated associations between candidate HMOs and AR status. Analyses were stratified by maternal secretor status (secretor or non-secretor). RESULTS: In secretor mothers, multivariable logistic regression showed that the Inverse Simpson index (OR, 0.54 [95% CI, 0.36-0.82]), sum of sialic acid-bound HMOs (0.61 [0.41-0.91]), and 3'-sialyllactose (0.67 [0.46-0.98]) were inversely associated with early AR in a fully adjusted model. A trend of interaction between sialyl-lacto-N-tetraose a (LSTa) and maternal secretor status on AR was observed in a fully adjusted model (P-value for interaction = 0.051). CONCLUSIONS: Alpha diversity, sialic acid-bound HMOs, and 3'SL may be involved in inhibiting AR in children of secretor mothers, and a trend of interactive effect of LSTa among maternal secretor status on AR was indicated. These findings offer novel perspectives on the associations between breastfeeding and a child's adiposity as well as potential metabolic disorders later in life. REGISTRY NUMBER/WEBSITE: https://www.umin.ac.jp/ (trial registration number: UMIN000047160).

  5. Impact of Telework on Health and Lifestyle Changes During the COVID-19 Pandemic in Japan.

    Genki Shinoda, Fumiko Matsuzaki, Fumihiko Ueno, Mami Ishikuro, Keiko Murakami, Aoi Noda, Tomomi Onuma, Taku Obara, Shinichi Kuriyama

    The Tohoku journal of experimental medicine 2025/02/13

    DOI: 10.1620/tjem.2025.J014  

  6. Subsequent high blood pressure and hypertension by hypertensive disorders of pregnancy: the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Mami Ishikuro, Taku Obara, Mayu Hasegawa, Keiko Murakami, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Fumiko Matsuzaki, Noriyuki Iwama, Masahiro Kikuya, Junichi Sugawara, Tatsuhiko Azegami, Takashin Nakayama, Asako Mito, Naoko Arata, Hirohito Metoki, Takeshi Kanda, Shinichi Kuriyama

    Hypertension research : official journal of the Japanese Society of Hypertension 2024/10/11

    DOI: 10.1038/s41440-024-01936-9  

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    Hypertensive disorders of pregnancy can cause hypertension in the future. Understanding how the blood pressure values of women with and without hypertensive disorders of pregnancy differ will facilitate follow-up blood pressure monitoring in clinical settings. This study investigated the association between hypertensive disorders of pregnancy and subsequent high blood pressure and hypertension. This study used Japanese data from the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. Follow-up systolic and diastolic blood pressures in normotensive women during pregnancy and those with hypertensive disorders of pregnancy were estimated using analysis of covariance adjusted for women with low birthweight, history of gestational diabetes mellitus, age, body mass index, pulse rate, smoking and drinking at the follow-up assessment, paternal hypertension history, and maternal hypertension or hypertensive disorders of pregnancy history. Finally, we performed a multiple logistic regression analysis. In total, 7343 women were included in the analysis. Women with a history of hypertensive disorders of pregnancy had higher blood pressure approximately three years postpartum compared with normotensive women. Hypertensive disorders of pregnancy in the most recent pregnancy in different subgroups, such as nulliparous women, multiparous women without a history of hypertensive disorders of pregnancy, and multiparous women with a history of hypertensive disorders of pregnancy, were associated with an increased risk of subsequent hypertension. Women's birthweight was also weakly associated with hypertension. Even one experience of hypertensive disorders of pregnancy may contribute to elevated blood pressure and hypertension approximately three years postpartum. In addition, women's birthweights may have a weak relationship with increasing blood pressure.

  7. Skin health survey on atopic dermatitis among Japanese children: The Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study

    Chikana Kawaguchi, Maki Ozawa, Takanori Hidaka, Keiko Murakami, Mami Ishikuro, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Genki Shinoda, Masatsugu Orui, Taku Obara, Yumiko Ito, Takashi Kakinuma, Kazuhiro Kudoh, Hiroaki Ozawa, Satoshi Nakagawa, Masato Mizuashi, Ryoko Omori, Masatoshi Deguchi, Yumi Kanbayashi, Masayuki Asano, Toshiya Takahashi, Muneo Tanita, Masahiro Hara, Kenshi Yamasaki, Takayoshi Tadaki, Hiromi Suzuki, Katsuko Kikuchi, Kenichiro Tsuchiyama, Takenobu Ohashi, Shu Sasai, Motoko Honda, Taku Fujimura, Sadanori Furudate, Yoshiko Kagimoto, Maki Kawamura, Nobuko Tabata, Rika Chikama, Hiromi Komatsu, Yota Sato, Kayo Tanita, Yutaka Kimura, Shino Yusa, Hitoshi Terui, Hisayuki Tono, Yusuke Muto, Shinichi Kuriyama, Masayuki Yamamoto, Setsuya Aiba

    Allergology International 2024/10

    Publisher: Elsevier BV

    DOI: 10.1016/j.alit.2024.09.008  

    ISSN: 1323-8930

  8. The association between blood pressure control in women during pregnancy and adverse perinatal outcomes: the TMM BirThree Cohort Study. International-journal

    Mami Ishikuro, Taku Obara, Keiko Murakami, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Masahiro Kikuya, Hirohito Metoki, Shinichi Kuriyama

    Hypertension research : official journal of the Japanese Society of Hypertension 47 (5) 1216-1222 2024/05

    DOI: 10.1038/s41440-023-01570-x  

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    Blood pressure (BP) control in pregnancy is essential to prevent adverse outcomes. However, BP levels for hypertension treatment are inconsistent among various guidelines. This study investigated the association between BP control and adverse perinatal outcomes. A total of 18,155 mother-offspring pairs were classified into four groups according to BP after 20 gestational weeks: normal BP (<140/90 mmHg without antihypertensive drugs), high BP (≥140/90 mmHg without antihypertensive drugs), controlled BP (<140/90 mmHg with antihypertensive drugs), and uncontrolled BP (≥140/90 mmHg with antihypertensive drugs). The prevalence of small for gestational age was 1,087/17,476 offspring in normal BP, 78/604 in high BP, 5/42 in controlled BP, and 7/33 in uncontrolled BP. Compared to normal BP, adjusted odds ratios (ORs) (95% confidence intervals (CIs)) were 1.76 (1.32-2.35) for high BP, 2.08 (0.79-5.50) for controlled BP, and 2.34 (0.94-5.85) for uncontrolled BP (multiple logistic regression analysis). Similarly, the adjusted ORs (95% CIs) were 1.80 (1.35-2.41), 3.42 (1.35-8.63), and 5.10 (1.93-13.45) for high, controlled, and uncontrolled BPs for low birth weight, respectively; 1.99 (1.48-2.68), 2.70 (1.12-6.50), and 6.53 (3.09-13.82) for high, controlled, and uncontrolled BPs for preterm birth, respectively; 1.64 (1.19-2.24), 2.17 (0.88-5.38), and 2.12 (0.80-5.65) for high, controlled, and uncontrolled BPs for admission to the Neonatal Intensive Care Unit or Growing Care Unit, respectively; and 1.17 (0.70-1.95), 2.23 (0.65-7.68), and 0.91 (0.20-4.16) for high, controlled, and uncontrolled BPs for 1-min Apgar score < 7, respectively. BP ≥ 140/90 mmHg might be taken care for preventing various adverse perinatal outcomes.

  9. Genome-wide association study of nausea and vomiting during pregnancy in Japan: the TMM BirThree Cohort Study. International-journal

    Yudai Yonezawa, Ippei Takahashi, Hisashi Ohseto, Fumihiko Ueno, Tomomi Onuma, Aoi Noda, Keiko Murakami, Mami Ishikuro, Taku Obara, Shinichi Kuriyama

    BMC pregnancy and childbirth 24 (1) 209-209 2024/03/20

    DOI: 10.1186/s12884-024-06376-4  

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    BACKGROUND: Nausea and vomiting during pregnancy (NVP) and hyperemesis gravidarum (HG), common conditions affecting most pregnant women, are highly heritable and associated with maternal and fetal morbidity. However, the pathologies underlying NVP and HG and their associated loci are scarce. METHODS: We performed genome-wide association studies (GWAS) of NVP in pregnant women (n = 23,040) who participated in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study in Japan from July 2013 to March 2017. Participants were divided into discovery (n = 9,464) and replication (n = 10,051) stages based on the platform used for their genotyping. Loci that achieved the genome-wide significance level (p < 5.0 × 10- 8) in the discovery stage were selected for genotyping in the replication stage. A meta-analysis integrating the discovery and replication stage results (n = 19,515) was conducted. NVP-related variables were identified as categorical or continuous. RESULTS: GWAS analysis in the discovery phase revealed loci linked to NVP in two gene regions, 11q22.1 (rs77775955) and 19p13.11 (rs749451 and rs28568614). Loci in these two gene regions have also been shown to be associated with HG in a White European population, indicating the generalizability of the GWAS analyses conducted in this study. Of these, only rs749451 and rs28568614 at 19p13.11 reached the genome-wide suggestive level (p < 1.0 × 10- 5) in the replication stage; however, both loci were significant in the meta-analysis. CONCLUSIONS: NVP-related loci were identified in the Japanese population at 11q22.1 and 19p13.11, as reported in previous GWAS. This study contributes new evidence on the generalizability of previous GWAS on the association between genetic background and NVP.

  10. Screen Time at Age 1 Year and Communication and Problem-Solving Developmental Delay at 2 and 4 Years. International-journal

    Ippei Takahashi, Taku Obara, Mami Ishikuro, Keiko Murakami, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Genki Shinoda, Tomoko Nishimura, Kenji J Tsuchiya, Shinichi Kuriyama

    JAMA pediatrics 2023/08/21

    DOI: 10.1001/jamapediatrics.2023.3057  

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    IMPORTANCE: Whether some domains of child development are specifically associated with screen time and whether the association continues with age remain unknown. OBJECTIVE: To examine the association between screen time exposure among children aged 1 year and 5 domains of developmental delay (communication, gross motor, fine motor, problem-solving, and personal and social skills) at age 2 and 4 years. DESIGN, PARTICIPANTS, AND SETTING: This cohort study was conducted under the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. Pregnant women at 50 obstetric clinics and hospitals in the Miyagi and Iwate prefectures in Japan were recruited into the study between July 2013 and March 2017. The information was collected prospectively, and 7097 mother-child pairs were included in the analysis. Data analysis was performed on March 20, 2023. EXPOSURE: Four categories of screen time exposure were identified for children aged 1 year (<1, 1 to <2, 2 to <4, or ≥4 h/d). MAIN OUTCOMES AND MEASURES: Developmental delays in the 5 domains for children aged 2 and 4 years were assessed using the Japanese version of the Ages & Stages Questionnaires, Third Edition. Each domain ranged from 0 to 60 points. Developmental delay was defined if the total score for each domain was less than 2 SDs from its mean score. RESULTS: Of the 7097 children in this study, 3674 were boys (51.8%) and 3423 were girls (48.2%). With regard to screen time exposure per day, 3440 children (48.5%) had less than 1 hour, 2095 (29.5%) had 1 to less than 2 hours, 1272 (17.9%) had 2 to less than 4 hours, and 290 (4.1%) had 4 or more hours. Children's screen time was associated with a higher risk of developmental delay at age 2 years in the communication (odds ratio [OR], 1.61 [95% CI, 1.23-2.10] for 1 to <2 h/d; 2.04 [1.52-2.74] for 2 to <4 h/d; 4.78 [3.24-7.06] for ≥4 vs <1 h/d), fine motor (1.74 [1.09-2.79] for ≥4 vs <1 h/d), problem-solving (1.40 [1.02-1.92] for 2 to <4 h/d; 2.67 [1.72-4.14] for ≥4 vs <1 h/d), and personal and social skills (2.10 [1.39-3.18] for ≥4 vs <1 h/d) domains. Regarding risk of developmental delay at age 4 years, associations were identified in the communication (OR, 1.64 [95% CI, 1.20-2.25] for 2 to <4 h/d; 2.68 [1.68-4.27] for ≥4 vs <1 h/d) and problem-solving (1.91 [1.17-3.14] for ≥4 vs <1 h/d) domains. CONCLUSIONS AND RELEVANCE: In this study, greater screen time for children aged 1 year was associated with developmental delays in communication and problem-solving at ages 2 and 4 years. These findings suggest that domains of developmental delay should be considered separately in future discussions on screen time and child development.

  11. 母親の妊娠中と産後の心理的苦痛と4歳時点における児の発達との関連 三世代コホート調査

    高橋 一平, 小原 拓, 菊地 紗耶, 小林 美佳, 石黒 真美, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 小林 奈津子, 濱田 裕貴, 岩間 憲之, 齋藤 昌利, 菅原 準一, 富田 博秋, 呉 繁夫, 八重樫 伸生, 栗山 進一

    DOHaD研究 11 (3) 29-29 2023/08

    Publisher: (一社)日本DOHaD学会

    ISSN: 2187-2562

    eISSN: 2187-2597

  12. Maternal social isolation in the perinatal period and early childhood development: the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Keiko Murakami, Aoi Noda, Mami Ishikuro, Taku Obara, Fumihiko Ueno, Tomomi Onuma, Saya Kikuchi, Natsuko Kobayashi, Hirotaka Hamada, Noriyuki Iwama, Hirohito Metoki, Masahiro Kikuya, Masatoshi Saito, Junichi Sugawara, Hiroaki Tomita, Nobuo Yaegashi, Shinichi Kuriyama

    Social psychiatry and psychiatric epidemiology 58 (11) 1593-1601 2023/06/03

    DOI: 10.1007/s00127-023-02498-w  

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    PURPOSE: Studies examining the associations between maternal social relationships and early childhood development have mainly focused on social relationships after childbirth. We aimed to prospectively examine the associations between the transition of maternal social isolation from the prenatal to postnatal period and early childhood development. METHODS: We analyzed data for 6692 mother-child pairs who participated in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. Social isolation in the prenatal and postnatal periods was assessed by the Lubben Social Network Scale-abbreviated version and categorized into four groups: none, prenatal only, postnatal only, and both. The Ages and Stages Questionnaire, Third Edition, which consists of five developmental areas, was used to assess developmental delays in children at 2 and 3.5 years of age. Multiple logistic regression analyses were conducted to examine the associations between maternal social isolation and developmental delays. RESULTS: The prevalence of social isolation in both the prenatal and postnatal periods was 13.1%. Social isolation in both the prenatal and postnatal periods was associated with developmental delays in children at 2 and 3.5 years of age: the multivariate-adjusted odds ratios (95% confidence intervals) were 1.68 (1.39-2.04) and 1.43 (1.17-1.76), respectively. Social isolation in the prenatal period only and social isolation in the postnatal period only were not associated with developmental delays in children at 2 and 3.5 years of age. CONCLUSION: Maternal social isolation in both the prenatal and postnatal periods was associated with an increased risk of developmental delays in early childhood.

  13. 妊婦における精神神経用剤服薬および心理的苦痛の有無と2歳時点の児の行動特性との関連

    高橋 一平, 小原 拓, 菊地 紗耶, 小林 奈津子, 小原 竜, 野田 あおい, 上野 史彦, 大沼 ともみ, 村上 慶子, 石黒 真美, 富田 博秋, 栗山 進一

    精神神経学雑誌 (2023特別号) S584-S584 2023/06

    Publisher: (公社)日本精神神経学会

    ISSN: 0033-2658

  14. Associations between sugar-sweetened beverages before and during pregnancy and offspring overweight/obesity in Japanese women: the TMM BirThree Cohort Study. International-journal

    Misato Aizawa, Keiko Murakami, Yudai Yonezawa, Ippei Takahashi, Tomomi Onuma, Aoi Noda, Fumihiko Ueno, Fumiko Matsuzaki, Mami Ishikuro, Taku Obara, Shinichi Kuriyama

    Public health nutrition 26 (6) 1222-1229 2023/06

    DOI: 10.1017/S1368980023000307  

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    OBJECTIVE: The association between high sugar-sweetened beverages (SSB) intake during pregnancy and offspring overweight/obesity has been reported only from Western countries. The objective of this study was to examine the association between SSB intake before and during pregnancy and offspring overweight/obesity among Japanese women. DESIGN: Japanese prospective birth cohort study. SETTING: We analysed mother-offspring pairs who participated in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study from 2013 to 2017. SSB intake during pregnancy was evaluated using the FFQ and classified into three groups: none (0 g/d), medium (<195 g/d) and high (>195 g/d). Overweight or obesity at 1 year of age in offspring was defined as having a BMI Z-score greater than 2 sd, calculated based on the BMI reference data for Japanese children. Multiple logistic regression analyses were performed to examine the associations between SSB intake before and during pregnancy and offspring overweight/obesity, after adjusting for covariates. PARTICIPANTS: Japanese mother-offspring pairs (n 7114). RESULTS: The overweight/obesity rate of the offspring was 8·8 %. Pregnant women with a high intake of SSB in early to mid-pregnancy had a higher risk of overweight/obesity in their offspring compared with those who did not; the OR was 1·52 (95 % CI (1·09, 2·12)). CONCLUSIONS: High SSB intake in early to mid-pregnancy was associated with an increased risk of offspring overweight/obesity at 1 year of age.

  15. Association between being Overweight in Young Childhood and during School Age and Puberty. International-journal

    Genki Shinoda, Yudai Nagaoka, Fumihiko Ueno, Naoyuki Kurokawa, Ippei Takahashi, Tomomi Onuma, Aoi Noda, Keiko Murakami, Mami Ishikuro, Taku Obara, Hirohito Metoki, Junichi Sugawara, Shinichi Kuriyama

    Children (Basel, Switzerland) 10 (5) 2023/05/22

    DOI: 10.3390/children10050909  

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    To examine whether body type at birth, body weight, and obesity in early childhood are associated with overweight/obesity during school age and puberty. Data from maternal and child health handbooks, baby health checkup information, and school physical examination information of participants at birth and three-generation cohort studies were linked. Association between body type and body weight at different time intervals (at birth and at 1.5, 3.5, 6, 11, and 14 years of age) were comprehensively analyzed using a multivariate regression model adjusted for gender, maternal age at childbirth, maternal parity, and maternal body mass index, and drinking and smoking statuses at pregnancy confirmation. Children who are overweight in young childhood had a greater risk of being overweight. Particularly, overweight at one year of age during checkup was associated with overweight at 3.5 years (adjusted odds ratio (aOR), 13.42; 95% confidence interval (CI), 4.46-45.42), 6 years (aOR, 6.94; 95% CI, 1.64-33.46), and 11 years (aOR, 5.22; 95% CI, 1.25-24.79) of age. Therefore, being overweight in young childhood could increase the risk of being overweight and obese during school age and puberty. Early intervention in young childhood may be warranted to prevent obesity during school age and puberty.

  16. Association between frequency of breakfast intake before and during pregnancy and infant birth weight: the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Misato Aizawa, Keiko Murakami, Ippei Takahashi, Tomomi Onuma, Aoi Noda, Fumihiko Ueno, Fumiko Matsuzaki, Mami Ishikuro, Taku Obara, Hirotaka Hamada, Noriyuki Iwama, Masatoshi Saito, Junichi Sugawara, Nobuo Yaegashi, Shinichi Kuriyama

    BMC pregnancy and childbirth 23 (1) 268-268 2023/04/19

    DOI: 10.1186/s12884-023-05603-8  

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    BACKGROUND: Low birth weight is associated with an increased risk of developing chronic diseases in adulthood, with a particularly high incidence in Japan among developed countries. Maternal undernutrition is a risk factor for low birth weight, but the association between the timing of food intake and infant birth weight has not been investigated. This study aimed to examine the association between breakfast intake frequency among Japanese pregnant women and infant birth weight. METHODS: Of all pregnant women who participated in the Tohoku Medical Megabank Project Three Generation Cohort Study, 16,820 who answered the required questions were included in the analysis. The frequency of breakfast intake from pre- to early pregnancy and from early to mid-pregnancy was classified into four groups: every day and 5-6, 3-4, and 0-2 times/week. Multivariate linear regression models were constructed to examine the association between breakfast intake frequency among pregnant women and infant birth weight. RESULTS: The percentage of pregnant women who consumed breakfast daily was 74% in the pre- to early pregnancy period and 79% in the early to mid-pregnancy period. The average infant birth weight was 3,071 g. Compared to women who had breakfast daily from pre- to early pregnancy, those who had breakfast 0-2 times/week had lower infant birth weight (β = -38.2, 95% confidence interval [CI]: -56.5, -20.0). Similarly, compared to women who had breakfast daily from early to mid-pregnancy, those who had breakfast 0-2 times/week had lower infant birth weight (β = -41.5, 95% CI: -63.3, -19.6). CONCLUSIONS: Less frequent breakfast intake before and mid-pregnancy was associated with lower infant birth weight.

  17. Maternal social isolation and behavioral problems in preschool children: the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Keiko Murakami, Mami Ishikuro, Taku Obara, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Fumiko Matsuzaki, Ippei Takahashi, Saya Kikuchi, Natsuko Kobayashi, Hirotaka Hamada, Noriyuki Iwama, Hirohito Metoki, Masahiro Kikuya, Masatoshi Saito, Junichi Sugawara, Hiroaki Tomita, Nobuo Yaegashi, Shinichi Kuriyama

    European child & adolescent psychiatry 2023/03/30

    DOI: 10.1007/s00787-023-02199-4  

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    It is essential to clarify factors associated with mental health and behavioral problems in early childhood, because children are critical stages of life for mental health. We aimed to prospectively examine the associations between maternal social isolation and behavioral problems in preschool children. We analyzed data from 5842 mother-child pairs who participated in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. The Lubben Social Network Scale-abbreviated version was used to assess social isolation (defined as scores < 12) one year after delivery. The Child Behavior Checklist 1½-5 was used to assess behavioral problems, and its subscales were used to assess internalizing and externalizing problems in children at 4 years of age. Multiple logistic regression analyses were conducted to examine the associations between social isolation and behavioral problems, after adjustment for age, education, income, work status, marital status, extraversion, neuroticism, depressive symptoms, child sex, and number of siblings. Multiple logistic regression analyses were also conducted for internalizing problems and externalizing problems. The prevalence of maternal social isolation was 25.4%. Maternal social isolation was associated with an increased risk of behavioral problems in children: the odds ratio (OR) was 1.37 (95% confidence interval [CI] 1.14-1.64). Maternal social isolation was also associated with increased risks of internalizing problems and externalizing problems in children: the ORs were 1.33 (95% CI, 1.12-1.59) and 1.40 (95% CI, 1.18-1.66), respectively. In conclusion, maternal social isolation one year after delivery was associated with behavioral problems in children at 4 years of age.

  18. Maternal postnatal bonding disorder and developmental delays in children: the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Keiko Murakami, Aoi Noda, Mami Ishikuro, Taku Obara, Fumihiko Ueno, Tomomi Onuma, Fumiko Matsuzaki, Saya Kikuchi, Natsuko Kobayashi, Hirotaka Hamada, Noriyuki Iwama, Hirohito Metoki, Masahiro Kikuya, Masatoshi Saito, Junichi Sugawara, Hiroaki Tomita, Nobuo Yaegashi, Shinichi Kuriyama

    Archives of women's mental health 26 (2) 219-226 2023/02/21

    DOI: 10.1007/s00737-023-01298-0  

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    Although there is some evidence regarding an association between maternal bonding disorder and child development, studies have mainly focused on development during the period of infancy. We aimed to examine the associations between maternal postnatal bonding disorder and developmental delays in children beyond 2 years of age. We analyzed data from 8380 mother-child pairs who participated in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. Maternal bonding disorder was defined as Mother-to-Infant Bonding Scale score of ≥5 at 1 month after delivery. The Ages & Stages Questionnaires, Third Edition, which consists of five developmental areas, was used to assess developmental delays in children at 2 and 3.5 years of age. Multiple logistic regression analyses were conducted to examine the associations between postnatal bonding disorder and developmental delays after adjustment for age, education, income, parity, feelings toward pregnancy, postnatal depressive symptoms, child's sex, preterm birth, and birth defects. Bonding disorder was associated with developmental delays in children at 2 and 3.5 years of age: the odds ratios (95% confidence intervals) were 1.55 (1.32-1.83) and 1.60 (1.34-1.90), respectively. Bonding disorder was associated with delay in communication only at 3.5 years of age. Bonding disorder was associated with delay in gross motor, fine motor, and problem solving, but not delay in the personal-social domain, at 2 and 3.5 years of age. In conclusion, maternal bonding disorder 1 month after delivery was associated with an increased risk of developmental delays in children beyond 2 years of age.

  19. Association between maternal psychological distress and children's neurodevelopment in offspring aged 4 years in Japan: The Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Ippei Takahashi, Taku Obara, Saya Kikuchi, Mika Kobayashi, Mami Ishikuro, Keiko Murakami, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Fumiko Matsuzaki, Natsuko Kobayashi, Hirotaka Hamada, Noriyuki Iwama, Masatoshi Saito, Junichi Sugawara, Hiroaki Tomita, Shigeo Kure, Nobuo Yaegashi, Shinichi Kuriyama

    Journal of paediatrics and child health 59 (3) 548-554 2023/02/08

    DOI: 10.1111/jpc.16353  

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    AIM: An association between maternal psychological distress and children's development has been reported, but  reports from Japan are limited. This study aimed to examine the association of maternal psychological distress with children's neurodevelopment in Japan. METHODS: The study assessed data of 7646 mother-infant pairs in the Japanese population. We used Kessler Psychological Distress Scale, a screening tool for psychological distress, to assess maternal psychological distress in early pregnancy and 2 years postpartum and divided it into four categories: none in both the pre-natal and post-natal periods, only the pre-natal period, only the post-natal period and both the pre-natal and post-natal periods. Children's neurodevelopment was assessed using the Ages & Stages Questionnaires Third Edition (ASQ-3) at 4 years of age. ASQ-3 comprises five domains (communication, gross motor, fine motor, problem solving and personal-social), and the score of less than -2 standard deviation relative to the mean in reference was defined as having developmental delay. We conducted multivariate logistic regression analysis to examine the association between maternal psychological distress and children's neurodevelopment. RESULTS: The prevalence of developmental delay of communication, gross motor, fine motor, problem solving and personal-social were 4.0%, 4.3%, 4.9%, 3.8% and 4.6%, respectively. Maternal psychological distress in only the postpartum period and both pre-natal and postpartum periods were associated with risks of developmental delay in all domains. Maternal psychological distress in only the pre-natal period was associated with developmental delay in communication. CONCLUSIONS: Maternal psychological distress is associated with risks of children's developmental delay.

  20. 子宮内抗生物質曝露と児の自閉行動の関連に関する検討 東北メディカル・メガバンク計画三世代コホート調査

    阿部 美有, 上野 史彦, 高橋 一平, 大瀬戸 恒志, 石黒 真美, 村上 慶子, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 森下 啓, 小原 拓, 栗山 進一

    Journal of Epidemiology 33 (Suppl.1) 123-123 2023/02

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  21. 乳幼児期のRSウイルス感染の重症化と喘鳴との関連 東北メディカル・メガバンク計画三世代コホート調査

    上野 史彦, 松崎 芙美子, 中山 慶一, 百瀬 敦, 落合 秀和, 石黒 真美, 村上 慶子, 野田 あおい, 大沼 ともみ, 小原 拓, 菅原 準一, 栗山 進一

    Journal of Epidemiology 33 (Suppl.1) 136-136 2023/02

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  22. 妊婦の朝食摂取頻度と児の出生体重との関連 東北メディカル・メガバンク計画三世代コホート調査

    相澤 美里, 村上 慶子, 高橋 一平, 大沼 ともみ, 野田 あおい, 松崎 芙実子, 上野 史彦, 石黒 真美, 小原 拓, 濱田 裕貴, 岩間 憲之, 齋藤 昌利, 菅原 準一, 八重樫 伸生, 栗山 進一

    Journal of Epidemiology 33 (Suppl.1) 100-100 2023/02

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  23. 母親の社会的孤立と児の問題行動の関連 東北メディカル・メガバンク計画三世代コホート調査

    村上 慶子, 石黒 真美, 小原 拓, 上野 史彦, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 高橋 一平, 菊地 紗耶, 小林 奈津子, 濱田 裕貴, 岩間 憲之, 目時 弘仁, 菊谷 昌浩, 齋藤 昌利, 菅原 準一, 富田 博秋, 八重樫 伸生, 栗山 進一

    Journal of Epidemiology 33 (Suppl.1) 92-92 2023/02

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  24. Maternal postnatal bonding disorder and emotional/behavioral problems in preschool children: The Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Keiko Murakami, Mami Ishikuro, Taku Obara, Aoi Noda, Fumihiko Ueno, Tomomi Onuma, Fumiko Matsuzaki, Ippei Takahashi, Saya Kikuchi, Natsuko Kobayashi, Hirotaka Hamada, Noriyuki Iwama, Hirohito Metoki, Masahiro Kikuya, Masatoshi Saito, Junichi Sugawara, Hiroaki Tomita, Nobuo Yaegashi, Shinichi Kuriyama

    Journal of affective disorders 325 582-587 2023/01/12

    DOI: 10.1016/j.jad.2023.01.044  

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    BACKGROUND: Although there is some evidence that maternal perinatal mental disorders are associated with emotional/behavioral problems in children, the long-term impacts of postnatal bonding disorder remain unclear. We aimed to examine the associations between maternal postnatal bonding disorder and emotional/behavioral problems in preschool children. METHODS: We analyzed data from 7220 mother-child pairs who participated in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. Maternal bonding disorder was defined as Mother-to-Infant Bonding Scale score ≥5 at 1 month after delivery. The Child Behavior Checklist 1½-5 was used to assess emotional/behavioral problems, and its subscales were used to assess internalizing and externalizing problems in children at 4 years of age. Multiple logistic regression analyses were conducted to examine the associations of postnatal bonding disorder with emotional/behavioral, internalizing, and externalizing problems after adjustment for age, education, income, parity, prenatal psychological distress, postnatal depressive symptoms, child's sex, preterm birth, and birth defects. RESULTS: The prevalence of postnatal bonding disorder was 14.8 %. Postnatal bonding disorder was associated with an increased risk of emotional/behavioral problems in children: the odds ratio (OR) was 2.06 (95 % confidence interval [CI], 1.72-2.46). Postnatal bonding disorder was also associated with increased risks of internalizing problems and externalizing problems in children: the ORs were 1.69 (95 % CI, 1.42-2.02) and 1.90 (95 % CI, 1.59-2.26), respectively. LIMITATIONS: Bonding and problems were self-reported. CONCLUSIONS: Bonding disorder at 1 month after delivery was associated with an increased risk of emotional/behavioral problems in children at 4 years of age.

  25. Dietary calcium intake was related to the onset of pre-eclampsia: The TMM BirThree Cohort Study. International-journal

    Hisashi Ohseto, Mami Ishikuro, Taku Obara, Keiko Murakami, Tomomi Onuma, Aoi Noda, Ippei Takahashi, Fumiko Matsuzaki, Fumihiko Ueno, Noriyuki Iwama, Masahiro Kikuya, Hirohito Metoki, Junichi Sugawara, Shinichi Kuriyama

    Journal of clinical hypertension (Greenwich, Conn.) 25 (1) 61-70 2022/12/28

    DOI: 10.1111/jch.14606  

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    This study aimed to explore the relationship between dietary electrolyte intake and the prevalence of hypertensive disorders of pregnancy (HDP) subtypes. Our analysis included 19 914 pregnant women from the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. A food frequency questionnaire was used to estimate dietary calcium, potassium, sodium, and magnesium intakes. HDP was determined based on the medical records during regular antenatal care. Logistic regression analysis assessed the relationship between dietary electrolytes intake quintiles, and HDP subtypes with adjustment for basic characteristics. Dietary electrolyte intakes were applied for the prediction model. Of the cohort, 547 participants delivered with pre-eclampsia (PE), 278 with superimposed PE (SP), and 896 with gestational hypertension (GH). PE was associated with low crude calcium intake (odds ratio of the first quintile [<251 mg/day] to the fifth quintile [>623 mg/day] and 95% confidence interval, 1.31 [1.00-1.70]) and P for trend was .02. SP was not associated with any nutritional intake; however, the combined outcome of PE and SP was related to low crude calcium and potassium and energy-adjusted calcium, potassium, and magnesium intakes (P for trend, .01, .048, .02, .04, and .02, respectively). The same tendency was observed for GH. A prediction model that included crude calcium and potassium intakes performed better than a model without them. In conclusion, low dietary calcium, potassium, and magnesium were associated with higher HDP subtypes prevalence. The prediction model implied that crude calcium and potassium intakes might play a critical role in PE and SP pathogenesis.

  26. Plasma metabolic disturbances during pregnancy and postpartum in women with depression. International-journal Peer-reviewed

    Zhiqian Yu, Naomi Matsukawa, Daisuke Saigusa, Ikuko N Motoike, Chiaki Ono, Yasunobu Okamura, Tomomi Onuma, Yuta Takahashi, Mai Sakai, Hisaaki Kudo, Taku Obara, Keiko Murakami, Matusyuki Shirota, Saya Kikuchi, Natsuko Kobayashi, Yoshie Kikuchi, Junichi Sugawara, Naoko Minegishi, Soichi Ogishima, Kengo Kinoshita, Masayuki Yamamoto, Nobuo Yaegashi, Shinichi Kuriyama, Seizo Koshiba, Hiroaki Tomita

    iScience 25 (12) 105666-105666 2022/12/22

    DOI: 10.1016/j.isci.2022.105666  

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    Examining plasma metabolic profiling during pregnancy and postpartum could help clinicians understand the risk factors for postpartum depression (PPD) development. This analysis targeted paired plasma metabolites in mid-late gestational and 1 month postpartum periods in women with (n = 209) or without (n = 222) PPD. Gas chromatogram-mass spectrometry was used to analyze plasma metabolites at these two time points. Among the 170 objected plasma metabolites, principal component analysis distinguished pregnancy and postpartum metabolites but failed to discriminate women with and without PPD. Compared to women without PPD, those with PPD exhibited 37 metabolites with disparate changes during pregnancy and the 1-month postpartum period and an enriched citrate cycle. Machine learning and multivariate statistical analysis identified two or three compounds that could be potential biomarkers for PPD prediction during pregnancy. Our findings suggest metabolic disturbances in women with depression and may help to elucidate metabolic processes associated with PPD development.

  27. Design and Progress of Child Health Assessments at Community Support Centers in the Birth and Three-Generation Cohort Study of the Tohoku Medical Megabank Project.

    Tomoko Kobayashi, Mika Kobayashi, Naoko Minegishi, Masahiro Kikuya, Taku Obara, Mami Ishikuro, Chizuru Yamanaka, Tomomi Onuma, Keiko Murakami, Fumihiko Ueno, Aoi Noda, Akira Uruno, Junichi Sugawara, Kichiya Suzuki, Eiichi N Kodama, Yohei Hamanaka, Naho Tsuchiya, Mana Kogure, Naoki Nakaya, Makiko Taira, Mika Sakurai-Yageta, Toru Tamahara, Junko Kawashima, Maki Goto, Akihito Otsuki, Ritsuko Shimizu, Soichi Ogishima, Hiroaki Hashizume, Fuji Nagami, Tomohiro Nakamura, Atsushi Hozawa, Tadao Kobayashi, Nobuo Fuse, Shinichi Kuriyama, Shigeo Kure, Masayuki Yamamoto

    The Tohoku journal of experimental medicine 259 (2) 93-105 2022/12/01

    DOI: 10.1620/tjem.2022.J103  

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    The Tohoku Medical Megabank Project (TMM) has been conducting a birth and three-generation cohort study (the BirThree Cohort Study). We recruited 73,529 pregnant women and their family members for this cohort study, which included 23,143 newborns and 9,459 of their siblings. We designed and are in the process of conducting three-step health assessments for each newborn at approximately ages of 5, 10 and 16. These health assessments are administered at seven community support centers. Trained genome medical research coordinators conduct physical examinations of and collect biological specimens from each participant. The Sendai Children's Health Square has been established as the headquarters for these child health assessments and is utilized to accumulate knowledge that can facilitate the proper practice of child health assessments. We designed all the relevant health assessments facilities to allow parents and their children to participate in the health assessments concomitantly. Our centers serve as places where child participants and their parents can feel at ease as a result of the implementation of safety measures and child hospitality measures. The TMM BirThree Cohort Study is in the process of conducting strategically detailed health assessments and genome analysis, which can facilitate studies concerning the gene-environment interactions relevant to noncommunicable diseases. Through these operations, our study allows for a significant depth of data to be collected in terms of the number of biospecimens under study and the comprehensiveness of both basic and clinical data alongside relevant family information.

  28. Skipping breakfast during pregnancy and hypertensive disorders of pregnancy in Japanese women: the Tohoku medical megabank project birth and three-generation cohort study. International-journal Peer-reviewed

    Misato Aizawa, Keiko Murakami, Ippei Takahashi, Tomomi Onuma, Aoi Noda, Fumihiko Ueno, Fumiko Matsuzaki, Mami Ishikuro, Taku Obara, Hirotaka Hamada, Noriyuki Iwama, Masatoshi Saito, Junichi Sugawara, Nobuo Yaegashi, Shinichi Kuriyama

    Nutrition journal 21 (1) 71-71 2022/11/17

    DOI: 10.1186/s12937-022-00822-9  

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    BACKGROUND: Hypertensive disorders of pregnancy (HDP) adversely affect the prognosis of mother and child, and the prognosis depends on the subtype of HDP. Skipping breakfast may be associated with increased blood pressure due to disruption of the circadian clock, but the association with the development of HDP has not been studied. The purpose of this study was to examine the association between skipping breakfast and the development of HDP and HDP subtypes in Japanese pregnant women. METHODS: Of the pregnant women who participated in the Tohoku Medical Megabank Project Three-Generation Cohort Study, 18,839 who answered the required questions were included in the analysis. This study had a cross-sectional design. The breakfast intake frequency from pre-pregnancy to early pregnancy was classified into four groups: daily, 5-6 times per week, 3-4 times per week, and 0-2 times per week. HDP was classified into gestational hypertension (GH), chronic hypertension (CH), preeclampsia (PE), and severe preeclampsia (SuPE). Multiple logistic regression analysis and multinomial logistic analysis were used to calculate odds ratios (ORs) and 95% confidence intervals (CIs) for breakfast intake frequency and development of HDP or HDP subtypes. We performed a stratified analysis based on energy intake. RESULTS: Of the participants, 74.3% consumed breakfast daily, and 11.1% developed HDP. Women who consumed breakfast 0-2 times per week had a higher risk of HDP (OR: 1.33, 95% CI: 1.14-1.56), CH (OR: 1.63, 95% CI: 1.21-2.19), and PE (OR: 1.68, 95% CI: 1.27-2.21) than those who consumed breakfast daily. No association was found between skipping breakfast and the risk of developing GH (OR: 1.26, 95% CI: 0.99-1.61) and SuPE (OR: 0.91, 95% CI: 0.55-1.49). Stratified analysis showed that the risk of developing HDP due to skipping breakfast was highest in the group with the highest daily energy intake. CONCLUSIONS: Skipping breakfast during pre-to early pregnancy is associated with the development of HDP. Further longitudinal studies are required to clarify the causal association between skipping breakfast and HDP.

  29. Association of maternal psychological distress and the use of childcare facilities with children's behavioral problems: the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal Peer-reviewed

    Ippei Takahashi, Keiko Murakami, Mika Kobayashi, Saya Kikuchi, Ayaka Igarashi, Taku Obara, Mami Ishikuro, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Fumiko Matsuzaki, Natsuko Kobayashi, Hirotaka Hamada, Noriyuki Iwama, Masatoshi Saito, Junichi Sugawara, Hiroaki Tomita, Nobuo Yaegashi, Shigeo Kure, Shinichi Kuriyama

    BMC psychiatry 22 (1) 693-693 2022/11/11

    DOI: 10.1186/s12888-022-04330-2  

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    BACKGROUND: Childcare facilities are a factor that lowers the established association of mother's postnatal psychiatric symptoms with children's behavioral problems. However, no studies have considered the prenatal psychiatric symptoms yet. This study examined whether the use of childcare facilities moderates the association of maternal psychological distress in early pregnancy and at two years postpartum with behavioral problems in children aged four years. METHODS: The present study was based on the data from 23,130 mother-child pairs participating in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. K6 was used to classify maternal psychological distress in early pregnancy and at two years postpartum into four categories: none in both prenatal and postnatal periods (none), only the prenatal period (prenatal only); only the postnatal period (postnatal only); both prenatal and postnatal periods (both). The children's behavioral problems were assessed using the Child Behavior Checklist for Ages 1½-5 (CBCL) aged four years. The clinical range of the externalizing, internalizing, and total problem scales of the CBCL was defined as having behavioral problems. To examine whether availing childcare facilities moderates the association between maternal psychological distress and children's behavioral problems, we conducted a stratified analysis based on the use of childcare facilities or not, at two years of age. The interaction term between maternal psychological distress and use of childcare facilities was included as a covariate in the multivariate logistic regression analysis to confirm the p-value for the interaction. RESULTS: The prevalence of the clinical ranges of externalizing problems, internalizing problems, and clinical range of total problems were 13.7%, 15.4%, and 5.8%, respectively. The association of maternal psychological distress with a high risk of children's behavioral problems was significant; however, the association between prenatal only psychological distress and externalizing problems in the group that did not use childcare facilities was not significant. Interactions between the use of childcare facilities and maternal psychological distress on behavioral problems in children were not significant. CONCLUSIONS: Use of childcare facilities did not moderate the association of maternal psychological distress in early pregnancy and at two years postpartum with behavioral problems in children aged four years.

  30. Social isolation and insomnia among pregnant women in Japan: The Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Keiko Murakami, Mami Ishikuro, Taku Obara, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Fumiko Matsuzaki, Saya Kikuchi, Natsuko Kobayashi, Hirotaka Hamada, Noriyuki Iwama, Hirohito Metoki, Masahiro Kikuya, Masatoshi Saito, Junichi Sugawara, Hiroaki Tomita, Nobuo Yaegashi, Shinichi Kuriyama

    Sleep health 8 (6) 714-720 2022/10/10

    DOI: 10.1016/j.sleh.2022.08.007  

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    OBJECTIVES: To estimate the prevalence of insomnia and examine the association between social isolation and insomnia among pregnant women. METHODS: This cross-sectional study was part of the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study from 2013 to 2017. Pregnant women were recruited at obstetric clinics and hospitals in Miyagi Prefecture, Japan. We analyzed 17,586 women who completed the questionnaires and were allowed to transcribe medical records. Insomnia was defined as the Athens Insomnia Scale score of ≥6. The Lubben Social Network Scale-abbreviated version was used to assess social isolation (defined as scores <12), and its subscales were used to assess marginal family ties and marginal friendship ties. Multiple logistic regression analyses were conducted to examine the association between social isolation and insomnia during pregnancy, adjusting for age, parity, prepregnancy body mass index, feelings toward pregnancy, education, income, work status, morning sickness, and psychological distress. Multiple logistic regression analyses were also conducted for marginal family ties and marginal friendship ties. RESULTS: The prevalence of insomnia in the second trimester was 37.3%. Women who were socially isolated were more likely to have insomnia than women who were socially integrated: the multivariate-adjusted odds ratio (OR) was 1.26 (95% confidence interval [CI], 1.16-1.36). Marginal family ties and marginal friendship ties were also associated with increased risks of insomnia: the multivariate-adjusted ORs were 1.40 (95% CI, 1.25-1.56) and 1.15 (95% CI, 1.07-1.24), respectively. CONCLUSIONS: Social isolation from family and friends was associated with increased risks of insomnia among pregnant women.

  31. 妊娠中の降圧薬使用による血圧管理状況と児のSGAとの関連

    石黒 真美, 小原 拓, 野田 あおい, 上野 史彦, 松崎 芙実子, 大沼 ともみ, 村上 慶子, 菊谷 昌浩, 目時 弘仁, 菅原 準一, 栗山 進一

    DOHaD研究 10 (2) 68-68 2022/10

    Publisher: (一社)日本DOHaD学会

    ISSN: 2187-2562

    eISSN: 2187-2597

  32. 東北メディカル・メガバンク計画三世代コホート調査 概要と進捗

    小原 拓, 石黒 真美, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 中谷 直樹, 寳澤 篤, 菅原 準一, 栗山 進一

    DOHaD研究 10 (2) 80-80 2022/10

    Publisher: (一社)日本DOHaD学会

    ISSN: 2187-2562

    eISSN: 2187-2597

  33. Traumatic experiences of the Great East Japan Earthquake and postpartum depressive symptoms: The Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Keiko Murakami, Mami Ishikuro, Taku Obara, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Fumiko Matsuzaki, Saya Kikuchi, Natsuko Kobayashi, Hirotaka Hamada, Noriyuki Iwama, Hirohito Metoki, Masahiro Kikuya, Masatoshi Saito, Junichi Sugawara, Hiroaki Tomita, Nobuo Yaegashi, Shinichi Kuriyama

    Journal of affective disorders 320 461-467 2022/09/30

    DOI: 10.1016/j.jad.2022.09.139  

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    BACKGROUND: Natural disasters can have serious mental health consequences. We aimed to examine the long-term effects of the 2011 Great East Japan Earthquake (GEJE) on postpartum depressive symptoms (PDS). METHODS: The Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study recruited pregnant women in Miyagi Prefecture from 2013 to 2016. Data from 11,403 participants were used in this study. Women were asked about their traumatic experiences of the GEJE with questions addressing threat, witness, and loss. PDS were defined as Edinburgh Postnatal Depression Scale score ≥9 at 1 month after delivery. Multiple logistic regression analyses were conducted to examine the associations of different traumatic experiences of the GEJE and number of traumatic experiences with PDS, after adjustment for age, parity, feelings toward pregnancy, education, income, social isolation, house damage caused by the GEJE, and survey year. RESULTS: About two-fifths of women had at least one traumatic experience of the GEJE. The prevalence of PDS at 1 month after delivery was 13.3 %. Life-threatening experience and witnessing another person's actual or threatened death were associated with PDS: the odds ratios (ORs) were 1.40 (95 % confidence interval [CI], 1.24-1.59) and 1.28 (95 % CI, 1.08-1.53), respectively. Loss of close person was not associated with PDS: the OR was 1.13 (95 % CI, 0.99-1.30). Larger number of traumatic experiences of the GEJE was associated with increased risk of PDS (p for trend <0.001). LIMITATIONS: PDS was self-reported. CONCLUSIONS: Traumatic experiences of the GEJE prior to pregnancy were associated with increased risks of PDS.

  34. Liver steatosis and fibrosis markers' association with cardiovascular and renal damage in Japanese adults: the TMM BirThree cohort study. International-journal

    Toshiya Machida, Taku Obara, Mami Ishikuro, Keiko Murakami, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Fumiko Matsuzaki, Jun Inoue, Shinichi Kuriyama, Nariyasu Mano

    Annals of hepatology 28 (1) 100761-100761 2022/09/27

    DOI: 10.1016/j.aohep.2022.100761  

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    INTRODUCTION AND OBJECTIVES: Patients with non-alcoholic fatty liver disease (NAFLD) are at risk for cardiovascular and chronic kidney diseases. Liver steatosis and fibrosis were assessed using the fatty liver index and fibrosis-4 index, respectively. This study aimed to examine the association between these two parameters in patients with atherosclerosis and chronic kidney disease. METHODS: The two parameters were calculated for 11,867 adults who participated in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. Intima-media thickness and estimated glomerular filtration rate were also measured. Logistic regression models were used to estimate the odds ratios (OR). RESULTS: Overall, 4,257 (35.9%) and 4,733 (39.9%) participants had a higher probability of liver steatosis and fibrosis, respectively. The adjusted OR of higher fatty liver index compared to lower fatty liver index for atherosclerosis and chronic kidney disease were 0.98 (95% confidence interval [CI], 0.77-1.24) and 1.79 (95% CI, 1.19-2.69), and those of higher FIB-4 compared to lower FIB-4 were 1.03 (95% CI, 0.82-1.30) and 0.79 (95% CI, 0.52-1.19) for atherosclerosis and chronic kidney disease, respectively. CONCLUSIONS: A higher FLI was associated with CKD independent of other risk factors. Further research is required to identify the causal relationship between liver fat accumulation and CKD.

  35. Social isolation and postnatal bonding disorder in Japan: the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study

    Keiko Murakami, Mami Ishikuro, Taku Obara, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Fumiko Matsuzaki, Saya Kikuchi, Natsuko Kobayashi, Hirotaka Hamada, Noriyuki Iwama, Hirohito Metoki, Masahiro Kikuya, Masatoshi Saito, Junichi Sugawara, Hiroaki Tomita, Nobuo Yaegashi, Shinichi Kuriyama

    Archives of Women's Mental Health 2022/09/17

    Publisher: Springer Science and Business Media LLC

    DOI: 10.1007/s00737-022-01266-0  

    ISSN: 1434-1816

    eISSN: 1435-1102

  36. Dietary patterns before and during pregnancy and small for gestational age in Japan: a prospective birth cohort study

    Takahiro Yamashita, Taku Obara, Yudai Yonezawa, Ippei Takahashi, Mami Ishikuro, Keiko Murakami, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Noriyuki Iwama, Hirotaka Hamada, Junichi Sugawara, Shigenori Suzuki, Hiroyuki Suganuma, Masatoshi Saito, Nobuo Yaegashi, Shinichi Kuriyama

    Nutrition Journal 21 (1) 2022/09/16

    Publisher: Springer Science and Business Media LLC

    DOI: 10.1186/s12937-022-00808-7  

    eISSN: 1475-2891

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    Abstract Background Although small for gestational age (SGA) is a serious problem worldwide, the association of dietary patterns before and during pregnancy with SGA risk is unclear. We evaluated this association among Japanese pregnant women using three methods: reduced rank regression (RRR) and partial least squares (PLS), methods for extracting dietary patterns that can explain the variation of response variables, and principal component analysis (PCA), a method for extracting dietary patterns of the population. Methods Between July 2013 and March 2017, 22,493 pregnant women were recruited to the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study, a population-based prospective birth cohort study in Japan. Information on dietary intake was obtained using food frequency questionnaires, and dietary patterns were extracted using RRR, PLS, and PCA. Information on birth weight was obtained from obstetric records, and the birth weight SD score and SGA were defined by the method of the Japan Pediatric Society. The associations of dietary patterns with birth weight SD score and SGA risk were investigated using multiple linear regression and multiple logistic regression, respectively. Results A total of 17,728 mother-child pairs were included. The birth weight SD score was 0.15 ± 0.96, and the prevalence of SGA was 6.3%. The dietary patterns extracted by RRR and PLS were similar and characterized by a high intake of cereals and fruits and a low intake of alcoholic and non-alcoholic beverages in both pre- to early pregnancy and from early to mid-pregnancy. Higher adoption of the RRR and PLS patterns in both periods was associated with an increased birth weight SD score and lower risk of SGA. In contrast, the PCA1 pattern was not associated with birth weight SD score or SGA risk in either period. Although the PCA2 pattern was associated with increased birth weight SD score from early to mid-pregnancy, no other associations with birth weight SD score or SGA risk were observed. Conclusions The dietary pattern with a high intake of cereals and fruits and a low intake of alcoholic and non-alcoholic beverages before and during pregnancy was associated with a decreased SGA risk in Japan.

  37. Deep embedded clustering by relevant scales and genome-wide association study in autism

    Fumihiko Ueno, Tomomi Onuma, Ippei Takahashi, Hisashi Ohseto, Akira Narita, Taku Obara, Mami Ishikuro, Keiko Murakami, Aoi Noda, Fumiko Matsuzaki, Hirohito Metoki, Gen Tamiya, Shigeo Kure, Shinichi Kuriyama

    2022/07/25

    DOI: 10.1101/2022.07.25.500917  

  38. Association between maternal infertility treatment and child neurodevelopment: findings from the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study in Miyagi and Iwate Prefectures, Japan. International-journal

    Aoi Noda, Mami Ishikuro, Taku Obara, Keiko Murakami, Fumihiko Ueno, Fumiko Matsuzaki, Tomomi Onuma, Zen Watanabe, Naomi Shiga, Noriyuki Iwama, Hamada Hirotaka, Tatsui Otsuka, Masahito Tachibana, Hiroaki Tomita, Masatoshi Saito, Junichi Sugawara, Shigeo Kure, Nobuo Yaegashi, Shinichi Kuriyama

    BMJ open 12 (6) e060944 2022/06/07

    DOI: 10.1136/bmjopen-2022-060944  

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    OBJECTIVES: This study aimed to examine the association between infertility treatment and neurodevelopment in children at 2 and 3.5 years of age. DESIGN: Prospective cohort study. SETTING AND PARTICIPANTS: The study population consisted of mother-child pairs who participated in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study in Miyagi and Iwate Prefectures, Japan. Pregnant women were recruited in obstetric clinics or hospitals and their children were followed up by the questionnaire. OUTCOME MEASURES: The children's neurodevelopmental outcomes were assessed at 2 and 3.5 years of age using the Ages and Stages Questionnaire, third edition (ASQ-3), which consists of questions on five developmental domains. We performed a multivariate logistic regression analysis of the association between infertility treatment (including ovulation induction (OI), artificial insemination with husband's sperm (AIH) and assisted reproductive technology (ART)) and the clinical range of ASQ-3. RESULTS: Of 9655 mother-child pairs, 273 (2.8%) and 487 (5.0%) were conceived through OI/AIH and ART, respectively. The odds of having developmental delays at 2 years of age were higher in children conceived through OI/AIH (OR, 1.36; 95% CI 1.00 to 1.85) and ART (OR, 1.36; 95% CI 1.07 to 1.72) than in those conceived naturally. Additionally, OI/AIH and ART were significantly associated with communication (OR, 1.93; 95% CI 1.25 to 2.98) and gross motor (OR, 1.50; 95% CI 1.08 to 2.09) delays, respectively. There were no statistically significant differences in the odds of having developmental delays at 3.5 years of age in children conceived through OI/AIH (OR, 1.13; 95% CI 0.79 to 1.61) and ART (OR, 1.03; 95% CI 0.78 to 1.37). CONCLUSION: In this study, we found a significant association between infertility treatment and children's neurodevelopment at 2 years of age, whereas no statistically significant differences were found at 3.5 years of age.

  39. Risk scores for predicting small for gestational age infants in Japan: The TMM birthree cohort study. International-journal

    Noriyuki Iwama, Taku Obara, Mami Ishikuro, Keiko Murakami, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Fumiko Matsuzaki, Tetsuro Hoshiai, Masatoshi Saito, Hirohito Metoki, Junichi Sugawara, Nobuo Yaegashi, Shinichi Kuriyama

    Scientific reports 12 (1) 8921-8921 2022/05/26

    DOI: 10.1038/s41598-022-12892-0  

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    This study aimed to construct a prediction model for small-for-gestational-age (SGA) infants in Japan by creating a risk score during pregnancy. A total of 17,073 subjects were included in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study, a prospective cohort study. A multiple logistic regression model was used to construct risk scores during early and mid-gestational periods (11-17 and 18-21 weeks of gestation, respectively). The risk score during early gestation comprised the maternal age, height, body mass index (BMI) during early gestation, parity, assisted reproductive technology (ART) with frozen-thawed embryo transfer (FET), smoking status, blood pressure (BP) during early gestation, and maternal birth weight. The risk score during mid-gestation also consisted of the maternal age, height, BMI during mid-gestation, weight gain, parity, ART with FET, smoking status, BP level during mid-gestation, maternal birth weight, and estimated fetal weight during mid-gestation. The C-statistics of the risk scores during early- and mid-gestation were 0.658 (95% confidence interval [CI]: 0.642-0.675) and 0.725 (95% CI: 0.710-0.740), respectively. In conclusion, the predictive ability of the risk scores during mid-gestation for SGA infants was acceptable and better than that of the risk score during early gestation.

  40. Maternal personality and postpartum mental disorders in Japan: the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Keiko Murakami, Mami Ishikuro, Taku Obara, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Fumiko Matsuzaki, Saya Kikuchi, Natsuko Kobayashi, Hirotaka Hamada, Noriyuki Iwama, Hirohito Metoki, Masatoshi Saito, Junichi Sugawara, Hiroaki Tomita, Nobuo Yaegashi, Shinichi Kuriyama

    Scientific reports 12 (1) 6400-6400 2022/04/16

    DOI: 10.1038/s41598-022-09944-w  

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    Personality has been shown to predict postpartum depressive symptoms (PDS) assessed by the Edinburgh Postnatal Depression Scale (EPDS). However, existing studies have not considered the underlying symptom dimensions in the EPDS. We analyzed data from 15,012 women who participated in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. Personality was assessed in middle pregnancy using the short-form Eysenck Personality Questionnaire-Revised. PDS were defined as EPDS score ≥ 9 at 1 month after delivery. The EPDS items were further divided into three dimensions: depressed mood, anxiety, and anhedonia. Multiple analyses were conducted to examine the associations of each personality scale with PDS and three dimensions in the EPDS, adjusting for age, parity, mode of delivery, education, income, and social isolation. The prevalence of PDS assessed by the EPDS at 1 month after delivery was 13.1%. Higher neuroticism scores were associated with PDS (odds ratio [OR], 2.63; 95% confidence interval [CI], 2.48 to 2.79) and all three dimensions (all p < 0.001). Lower extraversion scores were associated with PDS (OR, 0.74; 95% CI, 0.70 to 0.78) and all three dimensions (all p < 0.001). Lower psychoticism scores were associated with PDS (OR, 0.89; 95% CI, 0.85 to 0.94) and anxiety (p < 0.001), but not with depressed mood (p = 0.20) or anhedonia (p = 0.92). In conclusion, higher neuroticism and lower extraversion were associated with PDS and the three underlying dimensions in the EPDS, while lower psychoticism was associated with anxiety, but not with depressed mood or anhedonia.

  41. Cumulative exposure to maternal psychological distress in the prenatal and postnatal periods and atopic dermatitis in children: findings from the TMM BirThree Cohort Study. International-journal

    Chikana Kawaguchi, Keiko Murakami, Mami Ishikuro, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Fumiko Matsuzaki, Hirohito Metoki, Shinichi Kuriyama, Taku Obara

    BMC pregnancy and childbirth 22 (1) 242-242 2022/03/24

    DOI: 10.1186/s12884-022-04556-8  

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    BACKGROUND: Maternal mental health problems in each of the prenatal period and postnatal period have been demonstrated as possible risk factors for atopic dermatitis (AD) in children. However, the cumulative impacts of maternal psychological distress in the prenatal and postnatal periods on AD in children remain unclear. This study examined the association between cumulative exposure to maternal psychological distress in the prenatal and postnatal periods and the development of AD in children. METHODS: Data were derived from the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study in Japan. In total, 8377 mother-child pairs in which the child had no AD at the age of 1 year were analyzed. Maternal psychological distress in early pregnancy and 1 year after delivery was defined as a K6 score ≥ 5, and the participants were categorized into four groups: no psychological distress in both the prenatal and postnatal periods; only the prenatal period; only the postnatal period; and both periods. The development of AD was defined as the presence of AD in a 2-year-old child without AD reported at the age of 1 year using the International Study of Asthma and Allergies in Childhood questionnaire. Generalized linear model analyses were conducted to examine the association between maternal psychological distress and the development of AD in children adjusted for age at delivery, educational attainment, smoking status in pregnancy, maternal history of AD, paternal history of AD, parity, maternal body mass index, and child sex. RESULTS: Between the ages of 1 and 2 years, 14.0% of children developed AD. Maternal psychological distress in both prenatal and postnatal periods was associated with an increased risk of AD in children compared to no psychological distress in both periods (relative risk (RR), 95% confidence interval (CI): 1.34, 1.20-1.47). Maternal psychological distress in only the postnatal period was associated with an increased risk of AD in children (RR, 95% CI: 1.23, 1.07-1.39), but not in only the prenatal period (RR, 95% CI: 1.14, 0.98-1.30). CONCLUSIONS: Cumulative exposure to maternal psychological distress in the prenatal and postnatal periods was associated with the development of AD in children.

  42. 妊婦における社会的孤立と不眠との関連 三世代コホート調査

    村上 慶子, 石黒 真美, 上野 史彦, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 小原 拓, 栗山 進一

    日本衛生学雑誌 77 (Suppl.) S211-S211 2022/03

    Publisher: (一社)日本衛生学会

    ISSN: 0021-5082

    eISSN: 1882-6482

  43. Families' Health after the Great East Japan Earthquake: Findings from the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study.

    Mami Ishikuro, Aoii Noda, Keiko Murakami, Tomomi Onuma, Fumiko Matsuzaki, Fumihiko Ueno, Masahiro Kikuya, Hirohito Metoki, Hiroaki Tomita, Taku Obara, Nobuo Yaegashi, Shinichi Kuriyama

    The Tohoku journal of experimental medicine 256 (2) 93-101 2022/02

    DOI: 10.1620/tjem.256.93  

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    Infectious diseases, chronic diseases, and mental disorders in both adults and children are reported after disasters occur. The correlation between chronic diseases and mental disorders has also been reported. Moreover, disasters may affect perinatal outcomes. Thus, both adult and child health should be carefully monitored in disaster aftermath. A prospective cohort study of pregnant women and their families, the Tohoku Medical Megabank Project (TMM) Birth and Three-Generation Cohort Study (TMM BirThree Cohort Study), has been conducted since 2013. A total of 73,529 family members participated in the TMM BirThree Cohort Study. Among siblings, the proportion of "small for gestational age" was the same in the pre- and post-disaster periods. Among parents and grandparents who answered the baseline questionnaire, 5.6% in the inland area and 19.8% in the coastal area had their houses totally/mostly destroyed by the Great East Japan Earthquake. Although a depression trend due to house damage was not observed in mothers, the proportion of psychological distress was high according to house damage (P for trend = 0.04). Among parents, there was an increase in overweight persons (P for trend = 0.004 in mothers and < 0.0001 in fathers) and in the number of smokers based on the severity of house damage (P for trend = 0.002 in mothers and < 0.0001 in fathers), whereas no such trend was observed in grandparents. Continuous monitoring and support for those who need are essential. Moreover, utilizing existing cohort studies to investigate health status when we face a new disaster is desirable.

  44. コロナ禍とうつ傾向との関連及びその地域差の探索 東北メディカル・メガバンク計画三世代コホート調査

    大瀬戸 恒志, 石黒 真美, 村上 慶子, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 上野 史彦, 小原 拓, 栗山 進一

    Journal of Epidemiology 32 (Suppl.1) 130-130 2022/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  45. 妊婦の朝食欠食と妊娠高血圧症候群との関連 東北メディカル・メガバンク計画三世代コホート調査

    相澤 美里, 村上 慶子, 高橋 一平, 大沼 ともみ, 野田 あおい, 上野 史彦, 松崎 芙実子, 石黒 真美, 小原 拓, 栗山 進一

    Journal of Epidemiology 32 (Suppl.1) 133-133 2022/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  46. 不妊治療により出生した児における精神運動発達の推移 東北メディカル・メガバンク計画三世代コホート調査

    野田 あおい, 石黒 真美, 村上 慶子, 上野 史彦, 大沼 ともみ, 松崎 芙実子, 小原 拓, 栗山 進一

    Journal of Epidemiology 32 (Suppl.1) 141-141 2022/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  47. 乳幼児期から思春期までの経時的な体格に関する検討解析 東北メディカル・メガバンク計画三世代コホート調査

    上野 史彦, 長岡 勇大, 黒川 修行, 高橋 一平, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 村上 慶子, 石黒 真美, 小原 拓, 栗山 進一

    Journal of Epidemiology 32 (Suppl.1) 143-143 2022/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  48. 東北メディカル・メガバンク計画三世代コホート調査の進捗

    小原 拓, 石黒 真美, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 中谷 直樹, 寳澤 篤, 栗山 進一

    Journal of Epidemiology 32 (Suppl.1) 155-155 2022/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  49. 乳児期の体重変化と幼児期過体重・肥満との関連 東北メディカル・メガバンク計画三世代コホート調査

    小林 雅幸, 石黒 真美, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 上野 史彦, 村上 慶子, 小原 拓, 栗山 進一

    Journal of Epidemiology 32 (Suppl.1) 100-100 2022/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  50. 日本人妊婦の食事パターンとSGAとの関連 三世代コホート調査

    山下 貴宏, 小原 拓, 米沢 祐大, 高橋 一平, 石黒 真美, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 岩間 憲之, 菅原 準一, 鈴木 重徳, 菅沼 大行, 栗山 進一

    Journal of Epidemiology 32 (Suppl.1) 132-132 2022/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  51. 母親の妊娠中と産後の心理的ストレス反応と児の問題行動との関連 三世代コホート調査

    高橋 一平, 村上 慶子, 五十嵐 彩華, 小林 美佳, 菊地 紗耶, 大柳 元, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 上野 史彦, 石黒 真美, 小原 拓, 菅原 準一, 富田 博秋, 栗山 進一

    Journal of Epidemiology 32 (Suppl.1) 143-143 2022/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  52. 妊娠高血圧症候群と産後約3年の血圧値との関連 東北メディカル・メガバンク計画三世代コホート調査

    石黒 真美, 長谷川 茉柚, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 菊谷 昌浩, 目時 弘仁, 小原 拓, 栗山 進一

    Journal of Epidemiology 32 (Suppl.1) 100-100 2022/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  53. 日本人妊婦の食事パターンとSGAとの関連 三世代コホート調査

    山下 貴宏, 小原 拓, 米沢 祐大, 高橋 一平, 石黒 真美, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 岩間 憲之, 菅原 準一, 鈴木 重徳, 菅沼 大行, 栗山 進一

    Journal of Epidemiology 32 (Suppl.1) 132-132 2022/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  54. 母親の妊娠中と産後の心理的ストレス反応と児の問題行動との関連 三世代コホート調査

    高橋 一平, 村上 慶子, 五十嵐 彩華, 小林 美佳, 菊地 紗耶, 大柳 元, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 上野 史彦, 石黒 真美, 小原 拓, 菅原 準一, 富田 博秋, 栗山 進一

    Journal of Epidemiology 32 (Suppl.1) 143-143 2022/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  55. dbTMM: an integrated database of large-scale cohort, genome and clinical data for the Tohoku Medical Megabank Project. International-journal

    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 2021/12/10

    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.

  56. Living environments long-term after the Great East Japan Earthquake and nutritional intake among recent mothers. International-journal

    Takahiro Yamashita, Keiko Murakami, Taku Obara, Yudai Yonezawa, Mami Ishikuro, Aoi Noda, Fumihiko Ueno, Tomomi Onuma, Junichi Sugawara, Shigenori Suzuki, Hiroyuki Suganuma, Shinichi Kuriyama

    Asia Pacific journal of clinical nutrition 30 (4) 651-661 2021/12

    DOI: 10.6133/apjcn.202112_30(4).0012  

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    BACKGROUND AND OBJECTIVES: Although large-scale natural disasters and the resultant changes in living environments worsen dietary habits among adults immediately after the disasters, whether this association remains for a long period is unclear. This is particularly important for recent mothers because lactating women require additional nutrition for milk production. Thus, we investigated the association of living environments with dietary habits and nutritional intake of recent mothers between four and seven years after the Great East Japan Earthquake (11th March, 2011). METHODS AND STUDY DESIGN: We analyzed 8,551 mothers who participated to the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. Living environments were characterized into four categories: "same home before the earthquake", "rental housing", "reconstructed home", and "acquaintance's home". Dietary habits and nutritional intake were evaluated using a food frequency questionnaire answered 12 months after their deliveries (the questionnaire was answered between March 2015 and July 2018). RESULTS: Multiple linear regression analyses demonstrated that mothers in 'rental housing' or 'reconstructed home' had a significantly lower intake of almost all nutrients or certain nutrients, respectively, compared with those residing in 'same home before the earthquake'. However, fewer significant differences were detected between the nutritional intake of the mothers lodging in an 'acquaintance's home' and that of those living in 'same home before the earthquake'. CONCLUSIONS: Our findings indicate that living environments long-term after largescale disasters are associated with dietary habits and nutritional intake among recent mothers.

  57. Maternal personality and alcohol use during pregnancy in Japan: The Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Keiko Murakami, Mami Ishikuro, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Fumiko Matsuzaki, Hirohito Metoki, Taku Obara, Shinichi Kuriyama

    Addictive behaviors 122 107020-107020 2021/11

    DOI: 10.1016/j.addbeh.2021.107020  

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    BACKGROUND: Studies on associations between maternal personality and alcohol use have examined only one time point during pregnancy in Western countries. We aimed to examine the association between maternal personality and alcohol use in early and middle pregnancy in Japan. METHODS: We analyzed data from 17,144 pregnant women in Japan who participated in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study from 2013 to 2017. Personality was assessed using the short-form Eysenck Personality Questionnaire-Revised. Women were dichotomized as current drinkers or non-drinkers in both early and middle pregnancy. Odds ratios (ORs) and 95% confidence intervals (CIs) for alcohol use in early and middle pregnancy and continued alcohol use between early and middle pregnancy were calculated for 1 standard deviation increase in each personality scale, adjusted for age, as well as education, work status, fertility treatment, and parity. RESULTS: Higher extraversion scores were associated with alcohol use in early (OR, 1.16; 95% CI, 1.12-1.20) and middle pregnancy (OR, 1.17; 95% CI, 1.10-1.25). Higher psychoticism scores were associated with continued alcohol use into middle pregnancy (OR, 1.07; 95% CI, 1.01-1.14) and alcohol use in middle pregnancy (OR, 1.07; 95% CI, 1.02-1.13). Neuroticism was not associated with alcohol use in early or middle pregnancy. Lower lie was associated with alcohol use in early (OR, 0.95; 95% CI, 0.91-0.98), but not in middle pregnancy. CONCLUSIONS: Different personality scales are associated with alcohol use at different points during pregnancy.

  58. Preeclampsia prediction model using the dipstick test for proteinuria during early gestation

    Hisashi Ohseto, Mami Ishikuro, Taku Obara, Keiko Murakami, Tomomi Onuma, Aoi Noda, Fumihiko Ueno, Noriyuki Iwama, Masahiro Kikuya, Hirohito Metoki, Junichi Sugawara, Shinichi Kuriyama

    2021/09/15

    Publisher: Research Square Platform LLC

    DOI: 10.21203/rs.3.rs-887730/v1  

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    <title>Abstract</title> ObjectiveThe aim of our study was to develop prediction model for preeclampsia (PE) using routinely examined items in early pregnancy especially dipstick test for proteinuria.MethodThe Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study recruited pregnant women and we included 9,086 of them in analysis. Maternal basic characteristics were obtained by self-report, and blood pressure and dipstick test of proteinuria were obtained by medical record at regular antenatal care. The outcome was defined as PE including superimposed preeclampsia. We developed prediction model without dipstick test of proteinuria (model 1) and model with it (model 2), and we compared them by the mean of area under the receiver operating characteristic curve (mAUROC) using five-fold cross validation.ResultsmAUROC of model 1 was 0.769 (95% CI; 0.741 to 0.797) and that of model 2 was 0.785 (95% CI; 0.758 to 0.812). The difference of two mAUROCs was 0.016 (95% CI; 0.004 to 0.028). In model 2, detection rates at false-positive rate of 5%, 10% and 20% were 40%, 49% and 64%, respectively.ConclusionsWe could develop prediction model for PE using routine antenatal care items and it was improved by including dipstick test for proteinuria.

  59. One-year trajectories of postpartum depressive symptoms and associated psychosocial factors: findings from the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Saya Kikuchi, Keiko Murakami, Taku Obara, Mami Ishikuro, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Natsuko Kobayashi, Junichi Sugawara, Masayuki Yamamoto, Nobuo Yaegashi, Shinichi Kuriyama, Hiroaki Tomita

    Journal of affective disorders 295 632-638 2021/09/04

    DOI: 10.1016/j.jad.2021.08.118  

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    BACKGROUND: Trajectories of postpartum depressive symptoms up to 1 year after childbirth and the related risk factors remain unclear. Accordingly, this study aimed to examine the 1-year trajectories of postpartum depressive symptoms and their associated risk factors. METHODS: A total of 22,493 pregnant women were recruited between July 2013 and September 2016 in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study in Japan. Among them, 11,668 women with no missing data were included in the analyses. Depressive symptoms were assessed at 1 month and 1 year postpartum using the Edinburgh Postnatal Depression Scale. Multinominal logistic regression analysis was conducted after adjusting for covariates. RESULTS: The prevalence of depression was 13.9% at 1 month and 12.9% at 1 year postpartum. We identified four depression trajectories, i.e., "persistent (depressed throughout the 1 year postpartum)" (6.0%), "recovered (depressed at 1 month postpartum and recovered within a year)" (7.9%), "late-onset (became depressed after 1 month postpartum)" (6.8%), and "resilient (not depressed throughout 1 year postpartum)" (79.2%). Psychological distress during pregnancy was significantly associated with all trajectories (persistent: odds ratio [OR]=10.24, 95% confidence interval (CI)=8.40-12.48; recovered: OR=3.78, 95%CI=3.28-4.36; and late-onset: OR=3.96, 95%CI=3.40-4.62). LIMITATIONS: Postpartum depression was evaluated only by a self-administered questionnaire and the dropout rate was not neglectable. CONCLUSIONS: This study highlighted the high prevalence of depressive symptoms at 1 year postpartum and found that half of the depressive symptoms at 1 year were late-onset. The findings suggest the necessity of long-term follow-up (up to 1 year) for perinatal mental health.

  60. 東北メディカル・メガバンク計画 三世代コホート調査の進捗報告

    石黒 真美, 小原 拓, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 菊谷 昌浩, 目時 弘仁, 菅原 準一, 栗山 進一

    DOHaD研究 9 (1) 28-28 2021/09

    Publisher: (一社)日本DOHaD学会

    ISSN: 2187-2562

    eISSN: 2187-2597

  61. Hypertension in pregnancy as a possible factor for child autistic behavior at two years old. International-journal

    Mami Ishikuro, Keiko Murakami, Fumiya Yokozeki, Tomomi Onuma, Aoi Noda, Fumihiko Ueno, Taku Obara, Shinichi Kuriyama

    Pregnancy hypertension 25 88-90 2021/08

    DOI: 10.1016/j.preghy.2021.05.020  

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    We investigated the association between hypertensive disorders of pregnancy (HDP) subtypes and child autistic behavior to accumulate the evidence. We found the association between superimposed preeclampsia and autistic behavior in children aged two years old by investigating 6794 mother-child pairs in the birth cohort study. Since early intervention for autism-spectrum disorder might be effective, it suggests that early prediction is necessary for children born of mothers who developed particularly superimposed preeclampsia to support their development. Not only for introducing early prediction, but also research for establishing effective intervention is necessary.

  62. Associations of education and income with hazardous drinking among postpartum women in Japan: results from the TMM BirThree Cohort Study. International-journal

    Keiko Murakami, Mami Ishikuro, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Fumiko Matsuzaki, Hirohito Metoki, Taku Obara, Shinichi Kuriyama

    Environmental health and preventive medicine 26 (1) 70-70 2021/07/03

    DOI: 10.1186/s12199-021-00991-9  

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    BACKGROUND: Although the postpartum period is suggested to provide an ideal opportunity for interventions to prevent hazardous drinking, evidence on the associations of education and income with hazardous drinking during this period is limited, including in Japan. METHODS: We analyzed data from 11,031 women who participated in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study in Japan. Hazardous drinking was defined as ethanol intake of ≥20 g/day 1 year after delivery. We conducted multiple logistic regression analyses to examine whether educational attainment or equivalent household income was associated with hazardous drinking, adjusting for age, parity, drinking status during pregnancy, work status, postpartum depression, breastfeeding, and income/education. We also conducted stratified analyses by income and education groups. RESULTS: The prevalence of hazardous drinking 1 year after delivery was 3.6%. Lower education was associated with hazardous drinking; the odds ratio (95% confidence interval) of high school education or lower compared with university education or higher was 2.17 (1.59-2.98). Lower income was also associated with hazardous drinking, but this association disappeared after further adjustments for education; the odds ratios (95% confidence intervals) of the lowest compared with highest level of income were 1.42 (1.04-1.94) and 1.12 (0.81-1.54), respectively. A significant interaction was detected; lower education and lower income were associated with increased risks of hazardous drinking only in a lower income group and lower education group, respectively. CONCLUSIONS: Postpartum women with lower education and lower income had higher risks of hazardous drinking in Japan.

  63. Grain consumption before and during pregnancy and birth weight in Japan: the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Yudai Yonezawa, Taku Obara, Takahiro Yamashita, Mami Ishikuro, Keiko Murakami, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Junichi Sugawara, Shigenori Suzuki, Hiroyuki Suganuma, Shinichi Kuriyama

    European journal of clinical nutrition 76 (2) 261-269 2021/06/15

    DOI: 10.1038/s41430-021-00939-w  

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    BACKGROUND/OBJECTIVES: Studies have reported the effects of grain consumption on human health, but the association between maternal grain consumption before and during pregnancy and birth weight remains unclear. We evaluated the association between maternal grain consumption before and during pregnancy and birth weight/low birth weight (LBW). SUBJECTS/METHODS: Grain consumption was calculated using two semi-quantitative food frequency questionnaires (FFQs). The two FFQs evaluated consumption from pre- to early pregnancy and then from early to mid-pregnancy, respectively. Information concerning birth weight was obtained from birth records, and multivariable analyses for birth weight and LBW risk were conducted after adjusting for potential confounders. RESULTS: In total, 17,610 pregnant women (age, 31.8 ± 4.9 years; smoked during pregnancy, 16.1%; gestation period, 38.5 ± 2.5 weeks; first childbirth, 45.5%) and their singleton and term new-borns (birth weight, 3061.8 ± 354.1 g; LBW, 5.4%) were included in the analysis. Women in the highest quartile of grain consumption from pre- to early pregnancy had heavier new-borns (β = 22.3; 95% confidence interval (CI): 5.8-38.9) but did not have a significantly lower LBW risk (odds ratio [OR]: 0.87; 95% CI: 0.71-1.07) than women in the lowest quartile. Women in the highest quartile of grain consumption from early to mid-pregnancy also had heavier new-borns (β = 24.1; 95% CI: 7.1-41.1) but did not have a significantly lower LBW risk (OR: 0.85; 95% CI: 0.69-1.05) than women in the lowest quartile. CONCLUSIONS: Grain consumption before and during pregnancy was positively associated with birth weight.

  64. Fruit and vegetable consumption before and during pregnancy and developmental delays in offspring aged 2 years in Japan. International-journal

    Yudai Yonezawa, Fumihiko Ueno, Taku Obara, Takahiro Yamashita, Mami Ishikuro, Keiko Murakami, Aoi Noda, Tomomi Onuma, Junichi Sugawara, Shigenori Suzuki, Hiroyuki Suganuma, Shinichi Kuriyama

    The British journal of nutrition 127 (8) 1-9 2021/06/14

    DOI: 10.1017/S0007114521002154  

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    The association between fruit and vegetable consumption before and during pregnancy and offspring's physical growth has been well reported, but no study has focused on offspring's neurological development. We aimed to explore the association between maternal fruit and vegetable consumption before and during pregnancy and developmental delays in their offspring aged 2 years. Between July 2013 and March 2017, 23 406 women were recruited for the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. Fruit and vegetable consumption was calculated using FFQ, and offspring's developmental delays were evaluated by the Ages & Stages Questionnaires, Third Edition (ASQ-3) for infants aged 2 years. Finally, 10 420 women and 10 543 infants were included in the analysis. Totally, 14·9 % of children had developmental delay when screened using the ASQ-3. Women in the highest quartile of vegetable consumption from pre-pregnancy to early pregnancy and from early to mid-pregnancy had lower odds of offspring's developmental delays (OR 0·74; 95 % CI 0·63, 0·89 and OR 0·70; 95 % CI 0·59, 0·84, respectively) than women in the lowest quartile. Women in the highest quartile of fruit consumption from early to mid-pregnancy had lower odds of offspring's developmental delays (OR 0·78; 95 % CI 0·66, 0·92) than women in the lowest quartile. In conclusion, high fruit and vegetable consumption before and during pregnancy was associated with a lower risk of developmental delays in offspring aged 2 years.

  65. Factors associated with postpartum smoking relapse among women who quit in early pregnancy: the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study.

    Keiko Murakami, Mami Ishikuro, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Taku Obara, Shinichi Kuriyama

    Journal of epidemiology 33 (1) 8-14 2021/04/28

    DOI: 10.2188/jea.JE20200609  

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    BACKGROUND: While a wide range of predictors of postpartum smoking relapse have been suggested, population-based studies have rarely examined these factors exclusively among women who quit in early pregnancy. Furthermore, workplace secondhand smoke (SHS) exposure has never been examined. METHODS: We analyzed data from 10,466 pregnant women who participated in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. Age, education, parity, breastfeeding, postpartum depression, SHS exposure at home, and SHS exposure at work (not working, working without SHS exposure, working with SHS exposure) were evaluated as possible predictors. Multiple logistic regression analyses were conducted to examine the associations between these factors and smoking relapse by 1 year postpartum among women who quit in early pregnancy. Analyses stratified by SHS exposure at home were also conducted. RESULTS: About one-fourth of early-pregnancy quitters had relapsed into smoking by 1 year postpartum. Lower education, multiparity, not breastfeeding, postpartum depression, and SHS exposure at home were associated with increased risks of smoking relapse. Working with SHS exposure was associated with an increased risk of smoking relapse; the multivariate-adjusted odds ratios (95% confidence intervals) of working without SHS exposure and working with SHS exposure compared with not working were 1.14 (0.82-1.59) and 2.18 (1.37-3.46), respectively. The significant association of workplace SHS exposure was observed only among women without SHS exposure at home. CONCLUSIONS: SHS exposure at work, as well as education, multiparity, breastfeeding, postpartum depression, and SHS exposure at home were associated with postpartum smoking relapse among early-pregnancy quitters.

  66. Maternal personality and postnatal bonding disorder in Japan: the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. International-journal

    Keiko Murakami, Fumihiko Ueno, Ibuki Nakamura, Mami Ishikuro, Aoi Noda, Tomomi Onuma, Taku Obara, Shinichi Kuriyama

    Journal of affective disorders 282 580-586 2021/03/01

    DOI: 10.1016/j.jad.2020.12.187  

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    BACKGROUND: Despite much knowledge of the effects of maternal psychopathology on bonding, the effects of personality have received less attention. We aimed to examine the association between maternal personality and postnatal bonding disorder. METHODS: We analyzed data from 15,654 women who participated in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. Personality was assessed in middle pregnancy using the short-form Eysenck Personality Questionnaire-Revised, with the score for each subscale categorized into four levels. Bonding disorder was defined as the Mother-to-Infant Bonding Scale score of ≥5 one month after delivery. Multiple logistic regression analyses were conducted to examine the association between personality and bonding disorder after adjusting for age, education, parity, feelings towards pregnancy, social isolation, as well as the Edinburgh Postpartum Depression Scale (EPDS) score. RESULTS: Higher extraversion was associated with a decreased risk of bonding disorder (p for trend <0.001). Higher neuroticism was associated with an increased risk of bonding disorder (p for trend <0.001), and this association disappeared after further adjustment for EPDS score (p for trend 0.39). No association between psychoticism and bonding disorder was observed (p for trend 0.83), and the association appeared after further adjustment for EPDS score (p for trend 0.0017). Higher lie was associated with a decreased risk of bonding disorder (p for trend <0.001). LIMITATIONS: Maternal personality and bonding were self-reported. CONCLUSIONS: Lower extraversion, higher psychoticism, and lower lie were associated with bonding disorder. The association between higher neuroticism and bonding disorder was explained by postnatal depressive symptoms.

  67. 後期早産児の乳幼児期における精神運動発達の縦断的推移

    小林 美佳, 石黒 真美, 大沼 ともみ, 村上 慶子, 上野 史彦, 野田 あおい, 小林 朋子, 小原 拓, 呉 繁夫, 栗山 進一

    Journal of Epidemiology 31 (Suppl.1) 89-89 2021/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  68. 親子間の心電図波形の関連 東北メディカル・バンク計画三世代コホート調査

    中嶋 伸吾, 石黒 真美, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 小原 拓, 栗山 進一

    Journal of Epidemiology 31 (Suppl.1) 96-96 2021/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  69. 両親と児の血圧値の関連についての横断的検討 三世代コホート調査

    石黒 真美, 小原 拓, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 目時 弘仁, 菊谷 昌浩, 栗山 進一

    Journal of Epidemiology 31 (Suppl.) 101-101 2021/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  70. 東北メディカル・メガバンク計画三世代コホート調査の進捗

    小原 拓, 石黒 真美, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 菊谷 昌浩, 目時 弘仁, 栗山 進一

    Journal of Epidemiology 31 (Suppl.) 105-105 2021/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  71. 妊娠前および妊娠中の穀物摂取量と出生時体重・低出生体重 三世代コホート調査

    米沢 祐大, 小原 拓, 山下 貴宏, 石黒 真美, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 菅原 準一, 鈴木 重徳, 菅沼 大行, 栗山 進一

    Journal of Epidemiology 31 (Suppl.) 95-95 2021/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  72. Small for gestational age児を予測するリスクスコアの検討 三世代コホート調査

    岩間 憲之, 小原 拓, 石黒 真美, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 星合 哲郎, 齋藤 昌利, 目時 弘仁, 菅原 準一, 八重樫 伸生, 栗山 進一

    Journal of Epidemiology 31 (Suppl.) 130-130 2021/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  73. 東北メディカル・メガバンク計画三世代コホート調査 母子のベースライン調査プロファイル

    菅原 準一, 石黒 真美, 大沼 ともみ, 村上 慶子, 上野 史彦, 野田 あおい, 菊谷 昌浩, 目時 弘仁, 小原 拓, 栗山 進一

    Journal of Epidemiology 31 (Suppl.) 131-131 2021/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  74. 妊娠前および妊娠中の穀物摂取量と出生時体重・低出生体重 三世代コホート調査

    米沢 祐大, 小原 拓, 山下 貴宏, 石黒 真美, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 菅原 準一, 鈴木 重徳, 菅沼 大行, 栗山 進一

    Journal of Epidemiology 31 (Suppl.) 95-95 2021/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  75. Small for gestational age児を予測するリスクスコアの検討 三世代コホート調査

    岩間 憲之, 小原 拓, 石黒 真美, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 星合 哲郎, 齋藤 昌利, 目時 弘仁, 菅原 準一, 八重樫 伸生, 栗山 進一

    Journal of Epidemiology 31 (Suppl.) 130-130 2021/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  76. 東北メディカル・メガバンク計画三世代コホート調査 母子のベースライン調査プロファイル

    菅原 準一, 石黒 真美, 大沼 ともみ, 村上 慶子, 上野 史彦, 野田 あおい, 菊谷 昌浩, 目時 弘仁, 小原 拓, 栗山 進一

    Journal of Epidemiology 31 (Suppl.) 131-131 2021/01

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  77. Maternal Baseline Characteristics and Perinatal Outcomes: the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. Peer-reviewed

    Junichi Sugawara, Mami Ishikuro, Taku Obara, Tomomi Onuma, Keiko Murakami, Masahiro Kikuya, Fumihiko Ueno, Aoi Noda, Satoshi Mizuno, Tomoko Kobayashi, Yohei Hamanaka, Kichiya Suzuki, Eiichi Kodama, Naho Tsuchiya, Akira Uruno, Yoichi Suzuki, Osamu Tanabe, Hideyasu Kiyomoto, Akito Tsuboi, Atsushi Shimizu, Seizo Koshiba, Naoko Minegishi, Soichi Ogishima, Gen Tamiya, Hirohito Metoki, Atsushi Hozawa, Nobuo Fuse, Kengo Kinoshita, Shigeo Kure, Nobuo Yaegashi, Shinichi Kuriyama, Masayuki Yamamoto

    Journal of epidemiology 32 (2) 69-79 2020/10/10

    DOI: 10.2188/jea.JE20200338  

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    BACKGROUND: The Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study was launched in 2013 to evaluate the complex interactions of genetic and environmental factors in multifactorial diseases. The present study describes the maternal baseline profile and perinatal data of participating mothers and infants. METHODS: Expectant mothers living in Miyagi prefecture were recruited from obstetric facilities or affiliated centers between 2013 and 2017. Three sets of self-administered questionnaires were collected, and the medical records were reviewed to obtain precise information about each antenatal visit and each delivery. Biospecimens, including blood, urine, umbilical cord blood, and breast milk, were collected for the study biobank. The baseline maternal sociodemographic characteristics, results of screening tests, and obstetric outcomes were analyzed according to the maternal age group. RESULTS: A total of 23 406 pregnancies involving 23 730 fetuses resulted in 23 143 live births. Younger maternal participants had a tendency toward a higher incidence of threatened abortion and threatened premature labor, while older age groups exhibited a significantly higher rate of low lying placenta, placenta previa, gestational diabetes and hypertensive disorders of pregnancy. CONCLUSIONS: The present study clearly shows the distribution of maternal baseline characteristics and the range of perinatal outcomes according to maternal age group. This cohort study can provide strategic information for creating breakthroughs in the pathophysiology of perinatal, developmental, and noncommunicable diseases by collaborative data visiting or sharing.

  78. Social predictors of continued and indoor smoking among partners of non-smoking pregnant women: the TMM BirThree Cohort Study. Peer-reviewed

    Keiko Murakami, Mami Ishikuro, Fumihiko Ueno, Aoi Noda, Tomomi Onuma, Taku Obara, Shinichi Kuriyama

    Journal of epidemiology 31 (12) 635-641 2020/09/19

    DOI: 10.2188/jea.JE20200313  

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    BACKGROUND: Secondhand smoke (SHS) from partners is a major source of exposure for non-smoking women. However, epidemiological studies have rarely examined social factors associated with continued and indoor smoking among pregnant women's partners. METHODS: We analyzed data on 6091 partners of non-smoking pregnant women in the Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study. Partners' age, education, income, workplace SHS exposure (almost never or sometimes, almost every day), and pregnant women's smoking history (never, quit before pregnancy awareness, quit after pregnancy awareness) were used as social factors. Multivariate logistic regression analyses were conducted to examine the associations of social factors with partners' continued smoking and indoor smoking. RESULTS: Among 2432 smoking partners, 2237 continued to smoke after pregnancy awareness. Workplace SHS exposure was associated with increased risk of partners' continued smoking: the odds ratio of workplace SHS exposure almost every day compared with almost never or sometimes was 2.08 (95% confidence interval, 1.52-2.83). Women's quitting smoking after-but not before-pregnancy awareness was associated with decreased risk of partners' continued smoking: the odds ratio of women's quitting after pregnancy awareness compared with never smoking was 0.57 (95% confidence interval, 0.40-0.80). About one-third of partners who continued to smoke did so indoors. Older age, lower education, workplace SHS exposure, and women's quitting smoking after pregnancy awareness were associated with increased risk of partners' indoor smoking. CONCLUSIONS: Workplace SHS exposure and pregnant women's smoking history were associated with continued smoking and indoor smoking among partners of non-smoking pregnant women.

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Misc. 25

  1. 日本人を対象としたつわりのゲノムワイド関連解析:三世代コホート調査

    米沢祐大, 米沢祐大, 高橋一平, 大瀬戸恒志, 上野史彦, 大沼ともみ, 野田あおい, 野田あおい, 野田あおい, 村上慶子, 石黒真美, 石黒真美, 小原拓, 小原拓, 小原拓, 栗山進一, 栗山進一, 栗山進一

    日本疫学会学術総会講演集(Web) 34th 2024

  2. 東北メディカル・メガバンク計画三世代コホート調査の進捗と今後の計画

    石黒 真美, 小原 拓, 村上 慶子, 上野 史彦, 野田 あおい, 大沼 ともみ, 松崎 芙実子, 目時 弘仁, 菊谷 昌浩, 菅原 準一, 中谷 直樹, 寳澤 篤, 栗山 進一

    Journal of Epidemiology 33 (Suppl.1) 117-117 2023/02

    Publisher: (一社)日本疫学会

    ISSN: 0917-5040

    eISSN: 1349-9092

  3. 母親の妊娠中と産後の心理的苦痛と4歳時点における児の発達との関連 三世代コホート調査

    高橋一平, 小原拓, 小原拓, 小原拓, 菊地紗耶, 菊地紗耶, 小林美佳, 小林美佳, 石黒真美, 石黒真美, 村上慶子, 村上慶子, 上野史彦, 上野史彦, 野田あおい, 野田あおい, 野田あおい, 大沼ともみ, 松崎芙実子, 松崎芙実子, 小林奈津子, 小林奈津子, 濱田裕貴, 濱田裕貴, 岩間憲之, 岩間憲之, 齋藤昌利, 齋藤昌利, 菅原準一, 菅原準一, 富田博秋, 富田博秋, 富田博秋, 富田博秋, 呉繋夫, 呉繋夫, 八重樫伸生, 八重樫伸生, 八重樫伸生, 栗山進一, 栗山進一, 栗山進一

    DOHad研究(Web) 11 (3) 2023

    ISSN: 2187-2597

  4. 妊娠前から妊娠中の降圧薬使用状況:三世代コホート調査

    石黒真美, 石黒真美, 野田あおい, 野田あおい, 野田あおい, 上野史彦, 上野史彦, 松崎芙実子, 松崎芙実子, 大沼ともみ, 村上慶子, 村上慶子, 栗山進一, 栗山進一, 栗山進一, 小原拓, 小原拓, 小原拓

    日本医薬品情報学会総会・学術大会講演要旨集 24th 2022

  5. 出生三世代ゲノムコホート研究における妊婦の妊娠前および妊娠中の医薬品使用状況

    野田あおい, 野田あおい, 野田あおい, 上野史彦, 上野史彦, 松崎芙実子, 松崎芙実子, 小原竜, 森下啓, 森下啓, 大沼ともみ, 大沼ともみ, 村上慶子, 村上慶子, 石黒真美, 石黒真美, 栗山進一, 栗山進一, 栗山進一, 小原拓, 小原拓, 小原拓

    日本医薬品情報学会総会・学術大会講演要旨集 24th 2022

  6. 妊娠初期に禁煙した女性における産後の喫煙再開要因の検討:三世代コホート調査

    村上慶子, 村上慶子, 石黒真美, 石黒真美, 上野史彦, 上野史彦, 野田あおい, 野田あおい, 野田あおい, 大沼ともみ, 松崎芙実子, 松崎芙実子, 小原拓, 小原拓, 小原拓, 栗山進一, 栗山進一, 栗山進一

    日本疫学会学術総会講演集(Web) 32nd 2022

  7. 新型コロナウイルス感染症(COVID-19)による生活の変化と健康面への影響

    松崎芙実子, 松崎芙実子, 上野史彦, 上野史彦, 村上慶子, 村上慶子, 石黒真美, 石黒真美, 野田あおい, 野田あおい, 野田あおい, 大沼ともみ, 小原拓, 小原拓, 小原拓, 栗山進一, 栗山進一, 栗山進一

    日本疫学会学術総会講演集(Web) 32nd 2022

  8. 深層学習を用いたクラスタリングによる低出生体重児の原因遺伝子の探索

    大沼ともみ, 上野史彦, 上野史彦, 村上慶子, 村上慶子, 石黒真美, 石黒真美, 野田あおい, 野田あおい, 野田あおい, 松崎芙実子, 松崎芙実子, 小原拓, 小原拓, 小原拓, 栗山進一, 栗山進一, 栗山進一

    日本疫学会学術総会講演集(Web) 32nd 2022

  9. 母子保健情報と学校保健情報を連係した情報の活用に向けた研究 学童期の疾患の発症と予後に関する検討・解析

    黒川修行, 松崎芙実子, 大沼ともみ, 野田あおい, 上野史彦, 村上慶子, 石黒真美, 高橋一平, 長岡勇大

    母子保健情報と学校保健情報を連係した情報の活用に向けた研究 令和3年度 総括・分担研究年度終了報告書(Web) 2022

  10. 妊婦における社会的孤立と不眠との関連:三世代コホート調査

    村上慶子, 村上慶子, 石黒真美, 石黒真美, 上野史彦, 上野史彦, 野田あおい, 野田あおい, 野田あおい, 大沼ともみ, 松崎芙実子, 松崎芙実子, 小原拓, 小原拓, 小原拓, 栗山進一, 栗山進一, 栗山進一

    日本衛生学雑誌(Web) 77 (Supplement) 2022

    ISSN: 1882-6482

  11. 東北メディカル・メガバンク計画三世代コホート調査 概要と進捗

    小原拓, 小原拓, 小原拓, 石黒真美, 石黒真美, 村上慶子, 村上慶子, 上野史彦, 上野史彦, 野田あおい, 野田あおい, 野田あおい, 大沼ともみ, 大沼ともみ, 松崎芙実子, 松崎芙実子, 中谷直樹, 中谷直樹, 寳澤篤, 寳澤篤, 菅原準一, 菅原準一, 菅原準一, 栗山進一, 栗山進一, 栗山進一

    DOHad研究(Web) 10 (2) 2022

    ISSN: 2187-2597

  12. 妊娠中の降圧薬使用による血圧管理状況と児のSGAとの関連

    石黒真美, 石黒真美, 小原拓, 小原拓, 小原拓, 野田あおい, 野田あおい, 野田あおい, 上野史彦, 上野史彦, 松崎芙実子, 松崎芙実子, 大沼ともみ, 大沼ともみ, 村上慶子, 村上慶子, 菊谷昌浩, 菊谷昌浩, 目時弘仁, 目時弘仁, 菅原準一, 栗山進一, 栗山進一, 栗山進一

    DOHad研究(Web) 10 (2) 2022

    ISSN: 2187-2597

  13. 肥満関連要因を用いた肥満のクラスタリングとゲノムワイド関連解析による肥満の遺伝的構造の解明

    高橋一平, 上野史彦, 上野史彦, 大沼ともみ, 大沼ともみ, 大瀬戸恒志, 成田暁, 成田暁, 野田あおい, 野田あおい, 野田あおい, 松崎芙実子, 松崎芙実子, 村上慶子, 村上慶子, 石黒真美, 石黒真美, 小原拓, 小原拓, 小原拓, 寳澤篤, 寳澤篤, 田宮元, 田宮元, 田宮元, 菅原準一, 菅原準一, 栗山進一, 栗山進一, 栗山進一

    日本人類遺伝学会大会(CD-ROM) 67th 2022

  14. 母子保健情報と学校保健情報を連係した情報の活用に向けた研究 三世代コホートにおける情報収集の推進

    栗山進一, 小原拓, 松崎芙実子, 大沼ともみ, 野田あおい, 上野史彦, 村上慶子, 石黒真美, 小林雅幸

    母子保健情報と学校保健情報を連係した情報の活用に向けた研究 令和3年度 総括・分担研究年度終了報告書(Web) 2022

  15. 母子保健情報と学校保健情報を連係した情報の活用に向けた研究 学童期の疾患の発症と予後に関する検討・解析(幼児期の肥満における関連要因の検討)

    菅原準一, 菅原準一, 小原拓, 松崎芙実子, 大沼ともみ, 野田あおい, 上野史彦, 村上慶子, 石黒真美, 小林雅幸

    母子保健情報と学校保健情報を連係した情報の活用に向けた研究 令和3年度 総括・分担研究年度終了報告書(Web) 2022

  16. 後期早産児の乳幼児期における精神運動発達の縦断的推移

    小林美佳, 小林美佳, 石黒真美, 大沼ともみ, 村上慶子, 上野史彦, 野田あおい, 小林朋子, 小原拓, 呉繁夫, 呉繁夫, 栗山進一, 栗山進一

    日本疫学会学術総会講演集(Web) 31st 2021

  17. 東日本大震災後の被災地における小児のアトピー性皮膚炎の有病率:三世代コホート調査

    上野史彦, 小澤麻紀, 日高高徳, 小原拓, 石黒真美, 村上慶子, 野田あおい, 大沼ともみ, 松崎芙実子, 栗山進一, 栗山進一, 相場節也

    日本疫学会学術総会講演集(Web) 31st 2021

  18. 妊娠前・妊娠中の多価不飽和脂肪酸摂取状況と妊娠中・産後のうつとの関連

    高橋一平, 小原拓, 小原拓, 小原拓, 相澤美里, 米沢祐大, 米沢祐大, 上野史彦, 上野史彦, 野田あおい, 野田あおい, 野田あおい, 大沼ともみ, 大沼ともみ, 松崎芙実子, 松崎芙実子, 松崎芙実子, 村上慶子, 村上慶子, 石黒真美, 石黒真美, 栗山進一, 栗山進一, 栗山進一

    日本疫学会学術総会講演集(Web) 31st 2021

  19. 母親のパーソナリティと産後ボンディング障害との関連:三世代コホート調査

    村上慶子, 村上慶子, 上野史彦, 上野史彦, 中村伊吹, 石黒真美, 石黒真美, 野田あおい, 野田あおい, 野田あおい, 大沼ともみ, 大沼ともみ, 小原拓, 小原拓, 小原拓, 栗山進一, 栗山進一, 栗山進一

    日本疫学会学術総会講演集(Web) 31st 2021

  20. 出生三世代ゲノムコホート研究における妊婦の妊娠前および妊娠中の医薬品の使用状況:三世代コホート調査

    野田あおい, 野田あおい, 野田あおい, 城田松之, 城田松之, 上野史彦, 上野史彦, 松崎芙実子, 石黒真美, 石黒真美, 村上慶子, 村上慶子, 大沼ともみ, 大沼ともみ, 栗山進一, 栗山進一, 栗山進一, 小原拓, 小原拓, 小原拓

    日本疫学会学術総会講演集(Web) 31st 2021

  21. 妊婦の清涼飲料水摂取量と1歳児の過体重・肥満の関連:東北メディカル・メガバンク計画三世代コホート調査

    相澤美里, 村上慶子, 村上慶子, 米沢祐大, 米沢祐大, 高橋一平, 大沼ともみ, 大沼ともみ, 野田あおい, 野田あおい, 野田あおい, 上野史彦, 上野史彦, 松崎芙実子, 松崎芙実子, 石黒真美, 石黒真美, 小原拓, 小原拓, 小原拓, 栗山進一, 栗山進一, 栗山進一

    栄養学雑誌 79 (5 Supplement) 2021

    ISSN: 0021-5147

  22. 母子保健情報と学校保健情報を連係した情報の活用に向けた研究 自治体・学校・教育委員会・医療機関等における情報連係の必要性・効果・期待に関する調査

    小原拓, 大沼ともみ, 野田あおい, 上野史彦, 村上慶子, 石黒真美

    母子保健情報と学校保健情報を連係した情報の活用に向けた研究 令和2年度 総括・分担研究報告書(Web) 2021

  23. 母子保健情報と学校保健情報を連係した情報の活用に向けた研究 学童期の疾患の発症と予後に関する検討・解析

    黒川修行, 大沼ともみ, 野田あおい, 上野史彦, 村上慶子, 石黒真美, 高橋一平

    母子保健情報と学校保健情報を連係した情報の活用に向けた研究 令和2年度 総括・分担研究報告書(Web) 2021

  24. 母子保健情報と学校保健情報を連係した情報の活用に向けた研究 関係省庁との連携強化と三世代コホートにおける情報収集の推進

    栗山進一, 大沼ともみ, 野田あおい, 上野史彦, 村上慶子, 石黒真美

    母子保健情報と学校保健情報を連係した情報の活用に向けた研究 令和2年度 総括・分担研究報告書(Web) 2021

  25. Tohoku Medical Megabank Project Birth and Three-Generation Cohort Study

    小原拓, 石黒真美, 野田あおい, 大沼ともみ, 上野史彦, 村上慶子, 栗山進一

    日本社会精神医学会雑誌 30 (1) 2021

    ISSN: 0919-1372

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Research Projects 1

  1. 深層学習を用いたクラスタリングとGWAS解析による低出生体重の病態解明

    大沼 ともみ, 栗山 進一

    Offer Organization: 日本学術振興会

    System: 科学研究費助成事業

    Category: 基盤研究(C)

    Institution: 東北大学

    2021/04/01 - 2024/03/31

    More details Close

    低出生体重の遺伝的原因を探索するべく、今年度は以下①~③を行った。①解析パイプラインの開発②深層学習を用いたクラスタリングアルゴリズムの開発③低出生体重児の病型のクラスタリング ①解析パイプラインの開発では、パイプライン処理とは複数のプログラムにまたがり実行される解析処理を一連のプログラムにしておく処理のことで、事前にパイプライン処理の開発を行っておくことで、再現性と実行効率化を図ることができる。パイプライン処理の内容は前処理とメイン処理に分けて設計した。前処理はさらに、対象者の選定・対応する表現型データの抽出・対応する遺伝型データの抽出・使用変数のダミー化に分かれる。メイン処理は、深層学習によるクラスタリング・クラスタに分けたGWAS処理に分かれる。パイプライン処理の設計と開発には、東北大学東北メディカル・メガバンク機構内に設置してあるスーパーコンピュータを利用した。また、クラウド環境もテスト的にプログラム作成のために利用した。前処理の対象者の選定は、東北大学東北メディカル・メガバンク機構のコホート調査で収集された対象者を母集団としている。その後の、対応する表現型データの抽出には同じく東北メディカル・メガバンク機構で収集した遺伝型を使用している。 ②深層学習を用いたクラスタリングアルゴリズムの開発では、最新の深層学習手法としてDeep Embedded ClusteringやAutoEncoderなどのクラスタリング手法の文献調査を行った。妥当性の指標や適用するべき最適なデータ形態について調査した。その調査結果をもとにして、pythonを用いてアルゴリズム開発を行った。 ③低出生体重児の病型のクラスタリングでは、深層学習手法で使用されるハイパーパラメータ群を調整しクラスタリングを行っている。