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Comprehensive analysis to study genetic diversity data

Research Project

Project/Area Number 21700317
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Statistical science
Research InstitutionTokyo Medical and Dental University

Principal Investigator

MAKOTO Tomita  東京医科歯科大学, 医学部附属病院, 特任准教授 (20399025)

Project Period (FY) 2009 – 2012
Project Status Completed (Fiscal Year 2012)
Budget Amount *help
¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2011: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2010: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2009: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsゲノム統計解析 / ハプロタイプ解析 / 連鎖不平衡解析 / ハプロタイプ / 空間統計手法 / 尤度比検定 / 多変量解析 / 遺伝発現モデル / LDブロック / タグSNP / 空間統計学 / 遺伝統計学 / ゲノムワイド関連解析 / 連鎖不平衡 / 集積性 / 空間疫学 / 大規模データ解析 / 時空間解析
Research Abstract

We proposed and compared some methods of identifing LD block, selection of tagging SNPs and multivariate association analysis. It is an extension of QTLhaplo to the case of multivariate analysis, where we can analyze the cases where the diplotype configuration is not determined uniquely from the genotype and we can assume any dominant, recessive and additive models. To study the effectiveness of our method for the recessive and additive models, we carried out a numerical study to analyze two data sets with real genotype data (Hapmap project) and simulated QTL data, and for the dominant model we performed a small size simulation study to compare the powers with QTLmarc. The results showed that our method was more effective for detecting the genotype-to-phenotype relationship than QTLmarc of Kamitsuji and Kamatani (2006) in all the dominant, recessive and additive models.

Report

(4 results)
  • 2012 Final Research Report ( PDF )
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (23 results)

All 2013 2012 2011 2010 2009

All Journal Article (13 results) (of which Peer Reviewed: 13 results) Presentation (10 results)

  • [Journal Article] ハプロタイプ解析における推定・ブロック同定および関連解析2012

    • Author(s)
      冨田誠
    • Journal Title

      計算機統計学

      Volume: 25(1) Pages: 53-68

    • NAID

      110009562765

    • URL

      http://ci.nii.ac.jp/vol_issue/nels/AN10195854_ja.html

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Koji KURIHARA and Sungho MOON, An Application to Select Tag Loci by Using Hierarchical Structures of DNA Markers2011

    • Author(s)
      Makoto TOMITA
    • Journal Title

      Journal ofthe Korean Data Analysis Society

      Volume: 13(6)

    • URL

      http://www.kdas.or.kr/zeroboard/view.php?id=journal&no=2064

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] Polymyxin B-immobilized Fiber Column Hemoperfusion Therapy for Septic Shock2011

    • Author(s)
      Chieko MITAKA and Makoto TOMITA
    • Journal Title

      Shock

      Volume: 36(4) Issue: 4 Pages: 332-338

    • DOI

      10.1097/shk.0b013e318225f839

    • Related Report
      2012 Final Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] NoboruHASHIMOTO and Yutaka TANAKA, Association Study for the RelationshipBetween a Haplotype or Haplotype Set and Multiple Quantitative Responses2011

    • Author(s)
      Makoto TOMITA
    • Journal Title

      Computational Statistics and Data Analysis

      Volume: 55(6) Issue: 6 Pages: 2104-2113

    • DOI

      10.1016/j.csda.2011.01.002

    • Related Report
      2012 Final Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Cardiovascular and renal effects of carperitide and nesiritide in cardiovascular surgery patients2011

    • Author(s)
      Mitaka C., Kudo T., Haraguchi G., Tomita M.
    • Journal Title

      Critical Care

      Volume: 15 Issue: 5

    • DOI

      10.1186/cc10519

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Application to Select Tag Loci by Using Hierarchical Structures of DNA Markers2011

    • Author(s)
      Tomita M., Kurihara K., Moon S.H.
    • Journal Title

      Journal of the Korean Data Analysis Society

      Volume: 13 Pages: 2749-2762

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 大規模なゲ ノムデータにおける関連解析の手法とソフトウェア2010

    • Author(s)
      冨田誠, 藤田利治, 神出計, 花田裕典, 宮田敏行, 河野雄平
    • Journal Title

      計算機統計学

      Volume: 22(2) Pages: 131-142

    • NAID

      110007619733

    • URL

      http://ci.nii.ac.jp/naid/110007619733

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Journal Article] 大規模なゲノムデータにおける関連解析の手法とソフトウェア2010

    • Author(s)
      冨田誠, 藤田利治, 神出計, 花田裕典, 宮田敏行, 河野雄平
    • Journal Title

      計算機統計学

      Volume: 22(2) Pages: 131-142

    • NAID

      110007619733

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 日本の自殺データにおける時空間解析2010

    • Author(s)
      冨田誠, 石岡文生, 藤田利治
    • Journal Title

      計算機統計学

      Volume: 23(1) Pages: 25-43

    • NAID

      110008007169

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Comprehensive Assessment on Hierarchical Structures of DNA markers Using Echelon Analygis2010

    • Author(s)
      Makoto TOMITA, Koji KURIHARA
    • Journal Title

      Proceedings in Computational Statistics

      Volume: 1 Pages: 1645-1653

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Detection of Spatial Cluster for Suicide Data using Echelon Analysis2010

    • Author(s)
      Fumio ISHIOKA, Makoto TOMITA, Toshiharu FUJITA
    • Journal Title

      Proceedings in Computational Statistics

      Volume: 1 Pages: 1159-1166

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Heritability of Cerebral Palsy Using Structual Equation Modeling2009

    • Author(s)
      Makoto TOMITA, Hitomi TANIAI, Sungho MOON, Takeshi NISHIYAMA and Satoshi SUMI
    • Journal Title

      Journal of the Korean Data Analysis Society

      Volume: 11(4) Pages: 1711-1717

    • URL

      http://www.kdas.or.kr/zeroboard/view.php?id=journal&no=1434

    • Related Report
      2012 Final Research Report 2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Genetic Investigation of Some Behaviors and Impairments with Autism Spectrum Disorders Using Structual Equation Modeling2009

    • Author(s)
      Makoto TOMITA, TakeshiNISHIYAMA, Hitomi TANIAI, Sungho MOON, Miyachi TAISHI and Satoshi SUMI
    • Journal Title

      Journal of the Korean Data Analysis Society

      Volume: 11(3) Pages: 1127-1134

    • URL

      http://www.kdas.or.kr/zeroboard/view.php?id=journal&no=1389

    • Related Report
      2012 Final Research Report
    • Peer Reviewed
  • [Presentation] DNAデータにおける関連解析国内外の別:での遺伝発現モデルの選択と拡張2013

    • Author(s)
      冨田誠
    • Organizer
      第12回 西東京統計研究会予稿集
    • Place of Presentation
      東海大学高輪キャンパス
    • Related Report
      2012 Final Research Report
  • [Presentation] DNAデータにおける関連解析ホームページ等とその周辺の問題2012

    • Author(s)
      冨田誠
    • Organizer
      2012年度統計関連学会連合大会講演報告集
    • Place of Presentation
      北海道大学
    • Related Report
      2012 Final Research Report
  • [Presentation] Association Study and Comprehended Hierarchical Structures on DNA Markers, Book of Abstracts2012

    • Author(s)
      Makoto TOMITA and Koji Kurihara
    • Organizer
      Analysis and Modeling of Complex Data in Behavioural and Social Sciences (JCS-CLADAG2012)
    • Place of Presentation
      Anacapri, Italy
    • Related Report
      2012 Final Research Report
  • [Presentation] Comparison among spatial clustering methods on hierarchical structures for DNA markers, Programme and Abstracts2012

    • Author(s)
      Makoto TOMITA
    • Organizer
      20th International Conference onComputational Statistics(COMPSTAT2012), p. 28
    • Place of Presentation
      Limassol, Cyprus
    • Related Report
      2012 Final Research Report
  • [Presentation] Spatial Autocorrelation Statistics and Spatial Clustering in the Areas in Japan with Low Suicide Rates2011

    • Author(s)
      Kubota T., Tomita M., Ishioka F., Fujita T.
    • Organizer
      Joint Meeting of The 2011 Taipei International St atistical Symposium and 7th Conference of the Asian Regional Section of the IASC
    • Place of Presentation
      Taipei, Taiwan
    • Year and Date
      2011-12-17
    • Related Report
      2011 Annual Research Report
  • [Presentation] Spatio-Temporal Analysis for Small Area Data of Suicide in Japan2011

    • Author(s)
      Kubota T., Ishioka F., Tomita M., Fujita T.
    • Organizer
      58^<th> Session of International Statistical Institute
    • Place of Presentation
      Dublin, Ireland
    • Year and Date
      2011-08-27
    • Related Report
      2011 Annual Research Report
  • [Presentation] DNAデータにおけるLD集積性と代表SNPの選択2011

    • Author(s)
      冨田誠, 栗原考次, 文勝浩
    • Organizer
      日本計算機統計学会第25回大会論文集
    • Place of Presentation
      函館市亀田福祉センター
    • Related Report
      2012 Final Research Report
  • [Presentation] 大規模・大量データにおける遺伝統計解析と時空間解析2010

    • Author(s)
      冨田誠
    • Organizer
      藤田保健衛生大学医学部精神医学講座「統計解析における研究会」
    • Place of Presentation
      藤田保健衛生大学医学部精神医学講座
    • Year and Date
      2010-09-27
    • Related Report
      2010 Annual Research Report
  • [Presentation] Comprehensive Assessment on Hierarchical Structures of DNA markers Using Echelon Analysis2010

    • Author(s)
      Makoto TOMITA and Koji KURIHARA
    • Organizer
      Proceedings in Computational Statistics
    • Related Report
      2012 Final Research Report
  • [Presentation] 遺伝統計解析におけるDNAマーカーのLD集積性2009

    • Author(s)
      冨田誠, 栗原考次
    • Organizer
      大規模医学データの統計分析第1回シンポジウム
    • Place of Presentation
      北海道大学情報基盤センター
    • Year and Date
      2009-09-18
    • Related Report
      2009 Annual Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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