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Statistical Genetics for Genome Cohort Study

Research Project

Project/Area Number 25460403
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Human genetics
Research InstitutionTohoku University

Principal Investigator

TAMIYA Gen  東北大学, 東北メディカル・メガバンク機構, 教授 (10317745)

Co-Investigator(Kenkyū-buntansha) UEKI Masao  久留米大学, バイオ統計センター, 講師 (10515860)
NAKAMURA Tomohiro  東北大学, 東北メディカル・メガバンク機構, 助教 (30537923)
Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Keywords遺伝統計学 / 人類遺伝学 / コホート研究 / 高次元変数選択法 / 遺伝子×環境相互作用
Outline of Final Research Achievements

For rapid and flexibility extraction of genetic and environmental frisk actors from large-scale prospective genomic cohort data, we propose a new genetic statistical method utilizing a framework of the high-dimensional variable selection under p >> n condition of the high-dimensional and small-sample size data from such genomic cohort study; at first we extended Sure Independence Screening, which combines ranking (marginal regression) and variable selection (penalized regression), to gene × environment interaction data. Finally, we improved our software program by reflecting these findings.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (52 results)

All 2016 2015 2014 2013 Other

All Journal Article (24 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 24 results,  Open Access: 7 results,  Acknowledgement Compliant: 3 results) Presentation (25 results) (of which Int'l Joint Research: 1 results,  Invited: 8 results) Book (1 results) Remarks (2 results)

  • [Journal Article] Prospect of the future housing and the risk of psychological distress at one year after an earthquake disaster.2016

    • Author(s)
      Nakaya N, Nakamura T, Tsuchiya N, Narita A, Tsuji I, Hozawa A, Tomita H.
    • Journal Title

      Psychiatry Clin Neurosci.

      Volume: 70 Issue: 4 Pages: 182-189

    • DOI

      10.1111/pcn.12377

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Analysis of the genes responsible for steroid-resistant nephrotic syndrome and/or focal segmental glomerulosclerosis in Japanese patients by whole exome sequencing analysis2015

    • Author(s)
      Ogino D, Hashimoto T,Hattori M, Sugawara N, Akioka Y, Tamiya G, Makino S, Toyota K, Mitsui T, Hayasaka K
    • Journal Title

      J Hum Genet

      Volume: 61 Issue: 2 Pages: 137-141

    • DOI

      10.1038/jhg.2015.122

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Waardenburg syndrome type IIE in a Japanese patient caused by a novel missense mutation in the SOX10 gene2015

    • Author(s)
      Okamura K, Oiso N, Tamiya G, Makino S, Tsujioka D, Abe Y, Kawaguchi M, Hozumi Y, Shimomura Y, Suzuki T
    • Journal Title

      J Dermatol

      Volume: 42 Issue: 12 Pages: 1211-1212

    • DOI

      10.1111/1346-8138.13095

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Immunohistopathological analysis of frizzled-4-positive immature2015

    • Author(s)
      Okamura K, Ohe R, Abe Y, Ueki M, Hozumi Y, Tamiya G, Matsunaga K,
    • Journal Title

      Journal of Dermatological Science

      Volume: 80 Issue: 2 Pages: 156-158

    • DOI

      10.1016/j.jdermsci.2015.07.015

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The Association Between Medical Treatment of Physical Diseases and Psychological Distress After the Great East Japan Earthquake: The Shichigahama Health Promotion Project.2015

    • Author(s)
      Nakaya N, Nakamura T, Tsuchiya N, Tsuji I, Hozawa A, Tomita H.
    • Journal Title

      Disaster Med Public Health Prep.

      Volume: 9(4) Issue: 4 Pages: 374-381

    • DOI

      10.1017/dmp.2015.52

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] A Sequential Multiple Comparison Procedure for Detecting a Lowest Dose Having Interaction in Dose Response Test , Journal of the Japanese Society of Computational Statistics.2015

    • Author(s)
      Tomohiro Nakamura and Hideyuki Douke
    • Journal Title

      Journal of the Japanese Society of Computational Statistics

      Volume: 28 Issue: 1 Pages: 1-14

    • DOI

      10.5183/jjscs.1406001_212

    • NAID

      130005434005

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Unemployment risk among individuals undergoing medical treatment for chronic diseases.2015

    • Author(s)
      Nakaya N, Nakamura T, Tsuchiya N, Tsuji I, Hozawa A, Tomita H.
    • Journal Title

      Occup Med (Lond)

      Volume: 66 Issue: 2 Pages: 143-149

    • DOI

      10.1093/occmed/kqv159

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Public Attitudes toward an Epidemiological Study with Genomic Analysis in the Great East Japan Earthquake Disaster Area2015

    • Author(s)
      Ishikuro M, Nakaya N, Obara T, Sato Y, Metoki H, Kikuya M, Tsuchiya N, Nakamura T, Nagami F, Kuriyama S, Hozawa A, the ToMMo Study Group.
    • Journal Title

      Prehosp Disaster Med

      Volume: 31 Issue: 3 Pages: 330

    • DOI

      10.1017/s1049023x16000182

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Sparse predictive modeling for bank telemarketing success using smooth-threshold estimating equations2015

    • Author(s)
      Kawasaki Y, Ueki M
    • Journal Title

      Journal of the Japanese Society of Computational Statistics

      Volume: 28 Pages: 53-56

    • NAID

      130005434011

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Positive selection with diversity in oculocutaneous albinisms type 2 gene (OCA2) among Japanese.2015

    • Author(s)
      Shimanuki M, Abe Y, Tamiya G, Ueki M, Hozumi Y, Suzuki T.
    • Journal Title

      Pigment Cell Melanoma Res

      Volume: 28 Issue: 2 Pages: 233-5

    • DOI

      10.1111/pcmr.12337

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] Association of neonatal hyperbilirubinemia in breast-fed infants with UGT1A1 or SLCOs polymorphisms.2015

    • Author(s)
      Sato H, Uchida T, Toyota K, Nakamura T, Tamiya G, Kanno M, Hashimoto T, Watanabe M, Aoki K, Hayasaka K.
    • Journal Title

      J Hum Genet

      Volume: 60 Issue: 1 Pages: 35-40

    • DOI

      10.1038/jhg.2014.98

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Whole-exome sequencing confirmation of a novel heterozygous mutation in RUNX1 in a pregnant woman with platelet disorder.2015

    • Author(s)
      Obata M, Tsutsumi S, Makino S, Takahashi K, Watanabe N, Yoshida T, Tamiya G, Kurachi H.
    • Journal Title

      Platelets

      Volume: 26 Issue: 4 Pages: 364-369

    • DOI

      10.3109/09537104.2014.912750

    • Related Report
      2014 Research-status Report
    • Peer Reviewed
  • [Journal Article] A mutation of COX6A1 causes a recessive axonal or mixed form of Charcot-Marie-Tooth disease.2014

    • Author(s)
      Tamiya G, Makino S, Hayashi M, Abe A, Numakura C, Ueki M, Tanaka A, Ito C, Toshimori K, Ogawa N, Terashima T, Maegawa H, Yanagisawa D, Tooyama I, Tada M, Onodera O, Hayasaka K.
    • Journal Title

      Am J Hum Genet.

      Volume: 95 Issue: 3 Pages: 294-300

    • DOI

      10.1016/j.ajhg.2014.07.013

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Likelihood ratio-based integrated personal risk assessment of type 2 diabetes2014

    • Author(s)
      Sato N, Htun NC, Daimon M, Tamiya G, Kato T, Kubota I, Ueno Y, Yamashita H, Fukao A, Kayama T, Muramatsu M.
    • Journal Title

      Endocrine Journal

      Volume: 61 Issue: 10 Pages: 967-988

    • DOI

      10.1507/endocrj.EJ14-0271

    • NAID

      130004704360

    • ISSN
      0918-8959, 1348-4540
    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] On the choice of degrees of freedom for testing gene-gene interactions2014

    • Author(s)
      Ueki, M.
    • Journal Title

      Statistics in Medicine

      Volume: 33 Issue: 28 Pages: 4934-4948

    • DOI

      10.1002/sim.6264

    • Related Report
      2014 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Divergence of East Asians and Europeans estimated using maleand female-specific genetic markers2014

    • Author(s)
      Tateno Y, Komiyama T, Katoh T, Munkhbat B, Oka A, Haida Y, Kobayashi H, Tamiya G, Inoko H
    • Journal Title

      Genome Biol Evol

      Volume: 6(3) Issue: 3 Pages: 466-73

    • DOI

      10.1093/gbe/evu027

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] A pollen coat-inducible autoinhibited Ca^<2+>-ATPase expressed in stigmatic papilla cells is required for compatible pollination in the Brassicaceae2014

    • Author(s)
      Iwano, M., Igarashi, M., Tarutani, Y., Kaothien-Nakayama, P., Nakayama, H., Moriyama, H., Yakabe, R., Entani, T., Shimosato-Asano, H., Ueki, M., Tamiya, G., and Takayama, S
    • Journal Title

      Plant Cell

      Volume: 26 (2) Issue: 2 Pages: 636-649

    • DOI

      10.1105/tpc.113.121350

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Pleiotropic effect of common variants at ABO glycosyltranferase locus in 9q32 on plasma levels of pancreatic lipase and angiotensin converting enzyme2014

    • Author(s)
      Yamagata University Genomic Cohort Consortium (YUGCC)
    • Journal Title

      PLOS ONE

      Volume: 9 Issue: 2 Pages: e55903-e55903

    • DOI

      10.1371/journal.pone.0055903

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Variants in melanogenesis-related genes associate with skin cancer risk among Japanese populations.2014

    • Author(s)
      Yoshizawa J, Abe Y, Oiso N, Fukai K, Hozumi Y, Nakamura T, Narita T, Motokawa T, Wakamatsu K, Ito S, Kawada A, Tamiya G, Suzuki T
    • Journal Title

      J Dermatol

      Volume: 41 Issue: 4 Pages: 296-302

    • DOI

      10.1111/1346-8138.12432

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Glutamate receptors and the regulation of steroidogenesis in the human adrenal gland: the metabotropic pathway.2014

    • Author(s)
      Felizola SJ, Nakamura Y, Satoh F, Morimoto R, Kikuchi K, Nakamura T, Hozawa A, Wang L, Onodera Y, Ise K, McNamara KM, Midorikawa S, Suzuki S, Sasano H.
    • Journal Title

      Mol Cell Endocrinol

      Volume: 382 Issue: 1 Pages: 170-177

    • DOI

      10.1016/j.mce.2013.09.025

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Case of a Mongolian child with extensive Mongolian spots in Mucopolysaccharidosis type VI: Identification of a novel mutation in the arylsulfatase B gene.2013

    • Author(s)
      Okamura K, Munkhbat B, Bachimeg B, Tamiya G, Hozumi Y, Suzuki T.
    • Journal Title

      J Dermatol

      Volume: 40 Issue: 9 Pages: 758-759

    • DOI

      10.1111/1346-8138.12237

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] Comparison of caregiver strain in Parkinson's disease between Yamagata, Japan, and Maryland, The United States.2013

    • Author(s)
      Tanji H, Koyama S, Wada M, Kawanami T, Kurita K, Tamiya G, Saito N, Suzuki K, Kato T, Anderson KE, Gruber-Baldini AL, Fishman PS, Reich SG, Weiner WJ, Shulman LM.
    • Journal Title

      Parkinsonism Relat Disord

      Volume: 19 Issue: 6 Pages: 628-633

    • DOI

      10.1016/j.parkreldis.2013.02.014

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] The confounding effect of cryptic relatedness for environmental risks of systolic blood pressure on cohort studies.2013

    • Author(s)
      Shibata K, Hozawa A, Tamiya G, Ueki M, Nakamura T, et al.
    • Journal Title

      Mol Genet Genomic Med

      Volume: 1 Issue: 1 Pages: 45-53

    • DOI

      10.1002/mgg3.4

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] A founder haplotype of APOE-Sendai mutation associated with lipoprotein glomerulopathy.2013

    • Author(s)
      Toyota K, Hashimoto T, Ogino D, Matsunaga A, Ito M, Masakane I, Degawa N, Sato H, Shirai S, Umetsu K, Tamiya G, Saito T, Hayasaka K.
    • Journal Title

      J Hum Genet

      Volume: 58 Pages: 254-258

    • NAID

      10031177219

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 回帰直線モデルでの変化点を検出するための逐次検定法の開発について2016

    • Author(s)
      中村智洋
    • Organizer
      第15回西東京統計研究会
    • Place of Presentation
      駐健保会館(東京都港区)
    • Year and Date
      2016-03-09
    • Related Report
      2015 Annual Research Report
  • [Presentation] 超高次元スパース回帰法によるゲノムデータ解析2016

    • Author(s)
      植木優夫, 嶋村海人, 川野秀一, 小西貞則, 田宮元
    • Organizer
      岡山大学IPSR × 九州大学IMI × 理研CSRS シンポジウム
    • Place of Presentation
      理化学研究所 横浜キャンパス (神奈川県横浜市)
    • Year and Date
      2016-02-23
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] ヒトゲノムデータから見た統計科学2016

    • Author(s)
      植木優夫
    • Organizer
      遺伝学と統計学における数理とモデリング
    • Place of Presentation
      政策研究大学院大学 (東京都港区)
    • Year and Date
      2016-01-25
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 東日本大震災後の宮城県におけるメタボリック症候群の規定要因:地域住民コホート調査2016

    • Author(s)
      中村智洋
    • Organizer
      第26回日本疫学会学術総会
    • Place of Presentation
      米子コンベンションセンター(鳥取県米子市)
    • Year and Date
      2016-01-21
    • Related Report
      2015 Annual Research Report
  • [Presentation] Multivariate smooth-threshold genetic prediction with unbiased model selection2015

    • Author(s)
      Ueki M, Tamiya G
    • Organizer
      East Asia Regional Biometric Conference 2015
    • Place of Presentation
      Conference Hall, Kyushu University Station-I for Collaborative Research (福岡県福岡市)
    • Year and Date
      2015-12-20
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Smooth-threshold multivariate genetic prediction with unbiased model selection2015

    • Author(s)
      Ueki M, Tamiya G
    • Organizer
      広島統計談話会
    • Place of Presentation
      放射線影響研究所 (広島県広島市)
    • Year and Date
      2015-12-04
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 回帰直線モデルでの変化点を検出するための逐次検定法の開発2015

    • Author(s)
      中村智洋
    • Organizer
      日本計算機統計学会第29回シンポジウム
    • Place of Presentation
      まなぼっと幣舞(北海道釧路市)
    • Year and Date
      2015-11-27
    • Related Report
      2015 Annual Research Report
  • [Presentation] 東日本大震災後の睡眠薬服用開始に関連する規定要因の検討2015

    • Author(s)
      中村智洋
    • Organizer
      第74回日本公衆衛生学会総会
    • Place of Presentation
      長崎新聞文化ホール(長崎県長崎市)
    • Year and Date
      2015-11-04
    • Related Report
      2015 Annual Research Report
  • [Presentation] 円滑閾値型推定方程式による遺伝的予測2015

    • Author(s)
      植木優夫, 田宮元
    • Organizer
      科研費シンポジウム: 生命科学データ解析の方法論と健康科学への応用
    • Place of Presentation
      東京大学 医科学研究所(東京都港区)
    • Year and Date
      2015-10-16
    • Related Report
      2015 Annual Research Report
  • [Presentation] 円滑閾値型推定方程式による遺伝的予測2015

    • Author(s)
      植木優夫, 田宮元
    • Organizer
      2015年度 統計関連学会連合大会
    • Place of Presentation
      岡山大学 津島キャンパス(岡山県岡山市)
    • Year and Date
      2015-09-06
    • Related Report
      2015 Annual Research Report
  • [Presentation] Comoarison of renal function in coastal and inland area: The Tohoku Medical Megabank Community-based Cohort Study2015

    • Author(s)
      中村智洋
    • Organizer
      第25回日本疫学会学術総会
    • Place of Presentation
      ウインクあいち(愛知県名古屋市)
    • Year and Date
      2015-01-21 – 2015-01-23
    • Related Report
      2014 Research-status Report
  • [Presentation] Choosing multiple good regression models under multicollinearity2014

    • Author(s)
      Ueki M.
    • Organizer
      CSA-KSS-JSS joint International Session
    • Place of Presentation
      国立交通大学光復キャンパス(台湾・新竹市)
    • Year and Date
      2014-12-05 – 2014-12-07
    • Related Report
      2014 Research-status Report
  • [Presentation] 東日本大震災での笑いの規定要因と精神的健康度の推測:七ヶ浜健康増進プロジェクト2014

    • Author(s)
      中村智洋
    • Organizer
      第73回日本公衆衛生学会総会
    • Place of Presentation
      栃木県総合文化センター(栃木県宇都宮市)
    • Year and Date
      2014-11-05 – 2014-11-07
    • Related Report
      2014 Research-status Report
  • [Presentation] Ultrahigh-dimensional variable selection for genome-wide SNP-SNP interaction analysis2014

    • Author(s)
      Ueki M.
    • Organizer
      The 3rd Institute of Mathematical Statistics Asia Pacific Rim Meeting
    • Place of Presentation
      ハワード インターナショナル ハウス(台湾・台北市)
    • Year and Date
      2014-07-03
    • Related Report
      2014 Research-status Report
    • Invited
  • [Presentation] 用量反応試験における交互作用検出のための逐次型多重比較法について2014

    • Author(s)
      中村智洋、道家暎幸
    • Organizer
      日本計算機統計学会 第28回大会
    • Place of Presentation
      中央大学後楽園キャンパス(東京都文京区)
    • Year and Date
      2014-05-17 – 2014-05-18
    • Related Report
      2014 Research-status Report
  • [Presentation] 慢性疾患既往歴と心理的苦痛の関連2014

    • Author(s)
      中谷 直樹, 中村 智洋, 辻 一郎, 寶澤 篤, 富田 博秋
    • Organizer
      第24回日本疫学会学術総会
    • Place of Presentation
      仙台市
    • Related Report
      2013 Research-status Report
  • [Presentation] 東日本大震災による喫煙・飲酒の行動変化と規定要因の検討2014

    • Author(s)
      中村 智洋, 中谷 直樹, 辻 一郎, 寶澤 篤, 富田 博秋
    • Organizer
      第24回日本疫学会学術総会
    • Place of Presentation
      仙台市
    • Related Report
      2013 Research-status Report
  • [Presentation] ゲノム疫学研究のビッグデータ解析におけるp>>n問題とその対応2014

    • Author(s)
      田宮 元
    • Organizer
      第24回日本疫学会学術総会
    • Place of Presentation
      仙台市
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] 慢性疾患治療患者における心理的苦痛に関する研究2013

    • Author(s)
      中谷 直樹, 中村 智洋, 辻 一郎, 寶澤 篤, 富田 博秋
    • Organizer
      第72回日本公衆衛生学会総会
    • Place of Presentation
      津市
    • Related Report
      2013 Research-status Report
  • [Presentation] 東日本大震災における喫煙・飲酒の行動変化と規定要因2013

    • Author(s)
      中村 智洋, 中谷 直樹, 辻 一郎, 寶澤 篤, 富田 博秋
    • Organizer
      第72回日本公衆衛生学会総会
    • Place of Presentation
      津市
    • Related Report
      2013 Research-status Report
  • [Presentation] 順序仮説に関する逐次型多重比較法の研究2013

    • Author(s)
      中村 智洋, 山本 義郎, 道家 暎幸
    • Organizer
      日本計算機統計学会第27回シンポジウム
    • Place of Presentation
      熊本市
    • Related Report
      2013 Research-status Report
  • [Presentation] Multiple choice from competing regression models under multicollinearity based on standardized update2013

    • Author(s)
      Kawasaki Y, Ueki M
    • Organizer
      Joint Statistical Meeting 2013
    • Place of Presentation
      カナダ、モントリオール
    • Related Report
      2013 Research-status Report
  • [Presentation] Variable selection method for genome-wide SNP-SNP interaction analysis2013

    • Author(s)
      Ueki M
    • Organizer
      2nd International Symposium on Statistical Genetics (ISSG)
    • Place of Presentation
      韓国、ソウル
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] Variable selection method for whole-genome gene-gene interaction analysis2013

    • Author(s)
      Ueki M, Tamiya G
    • Organizer
      Joint Meeting of the IASC Satellite Conference for the 59th ISI WSC and the 8th Conference of the Asian Regional Section(ARS) of the IASC
    • Place of Presentation
      韓国、ソウル
    • Related Report
      2013 Research-status Report
    • Invited
  • [Presentation] ゲノムワイドSNP-SNP相互作用解析2013

    • Author(s)
      植木優夫
    • Organizer
      2013年度統計関連学会連合大会
    • Place of Presentation
      豊中市
    • Related Report
      2013 Research-status Report
  • [Book] ゲノム医学のための遺伝統計学2015

    • Author(s)
      田宮 元、植木 優夫、小森 理
    • Total Pages
      250
    • Publisher
      共立出版
    • Related Report
      2014 Research-status Report
  • [Remarks] ゲノム情報解析ユニット

    • URL

      http://www.genetix-h.com/~AMERI/index.html

    • Related Report
      2015 Annual Research Report
  • [Remarks] ゲノム情報解析ユニット

    • URL

      http://www.genetix-h.com/~AMERI/

    • Related Report
      2014 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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