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Development of a New Method for Time Series Analysis of Clinical Laboratory Data Utilizing Multivariate Autoregressive Modeling

Research Project

Project/Area Number 63571111
Research Category

Grant-in-Aid for General Scientific Research (C)

Allocation TypeSingle-year Grants
Research Field Laboratory medicine
Research InstitutionKeio University

Principal Investigator

WADA Takao  Keio Univ. Sch.of Med.Dept of Internal Med.Associate Prof., 医学部(内科学), 専任講師 (10090036)

Co-Investigator(Kenkyū-buntansha) DEGUCHI Nobuhiro  Keio Univ. Sch.of Med.Dept of Urology, Assistant Prof., 医学部(泌尿器科学), 講師 (90118977)
MATSUO Nobutake  Keio Univ. Sch.of Med.Dept of Pediatrics, Associate Prof., 医学部(小児科学), 助教授 (50173802)
中島 淳  慶應義塾大学, 医学部(泌尿器科学), 助手 (10167546)
Project Period (FY) 1988 – 1989
Project Status Completed (Fiscal Year 1989)
Budget Amount *help
¥1,500,000 (Direct Cost: ¥1,500,000)
Fiscal Year 1989: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 1988: ¥800,000 (Direct Cost: ¥800,000)
Keywordsclinical laboratory data / time series analysis / autoregressive modeling / immunologic network / endocrinologic network / feedback-network / relative power contribution / impulse response / 臨床検査 / 赤池法 / パワー寄与率 / 免疫ネットワーク / フィードバック解析
Research Abstract

This study was undertaken to develop a new technique of data analysis into the field of clinical laboratory tests. Several years years ago, we noticed a possibility of analyzing feedback-network in the body utilizing Akaike's method of autoregressive modeling analysis. Encouraged by a series of favorable results obtained thus far, in the present study we tried to introduce this approach into the field of clinical laboratory data analysis. The principle is that one computes autoregressive coefficients using a series of clinical laboratory data derived from a certain patient or a healthy subject. Using the obtained autoregressive coefficients, which are proper to the subject under study, one computes Akaike's relative power contribution and builds a state equation specific to the subject. We confirmed that the relative power contribution is useful for estimating the degree of contribution of multiple variables to the fluctuation of a certain particular variable. Also, by using the state … More equation mentioned above, we simulated impulse response function, which enabled us to predict the mode of a certain variable when other variables fluctuate. Applying these two ways, relative power contribution and impulse response function, on endocrinologic, immunologic, and metabolic data, we proved that the present approach correctly identify the network structure of the corresponding system under study. Based on these results, we tried to establish a standard statistical method for analyzing time series of clinical laboratory data. We modified the original computer soft ware, TIMSAC, possessed by the Institute of Statistical Mathematics, so that it can be easily handled by general clinicians and laboratory technicians. Recently, we successfully transplanted the software into the personal computer system, although there remains some works for us to make man-machine interfaces smoother. If this work is completed, we will be able to distribute the software, charge free, to the laboratories which want to use it for academic purposes. Less

Report

(3 results)
  • 1989 Annual Research Report   Final Research Report Summary
  • 1988 Annual Research Report
  • Research Products

    (17 results)

All Other

All Publications (17 results)

  • [Publications] 和田孝雄,他: "フィ-ドバック解析から見たT細胞サブセット変動の意義" 日本免疫学会総会学術集会記録. 18. 615 (1988)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 和田孝雄,他: "多変量自己回帰モデルを用いたTリンパ球サブセット変動の解析" 医用電子と生体工学(第28回日本ME学会大会論文集). 27. 496 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] T.Wada: "Multivariate Autoregressive Modeling for Analyzing Feedback-Network in the Body:Uniformity and Variety of the Dynamics in Individuals" Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society. 11. 298 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 陣内眞,和田孝雄,他: "透析患者の貧血に対する蛋白代謝の影響:多変量自己回帰モデルによる検討" 日本透析療法学会誌. 22. 525-530 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] 和田孝雄: "多変量自己回帰モデルによる臨床検査デ-タの解析" 医療情報学会誌. 9. 263-272 (1989)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] T.Wada et al.: "Clinical usefulness of multivariate autoregressive modeling as a tool for analyzing T-lymphocyte subset fluctuations" Proceedings of International Conference of Computer and Mathematical Modeling.

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] T.Wada: "Multivariate Autoregressive Modeling for Analyzing Feedback-Network in the Body ; Uniformity and Variety of the Dynamics in Individuals" Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society Vol 11, p. 298, 1989.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] T. Wada: "Clinical Usefulness of Multivariate Autoregressive as a Tool for Analyzing T-lymphocytes Subset Fluctuations" Proceedings of International Conference of Computer and Mathematical Modeling.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1989 Final Research Report Summary
  • [Publications] T.Wada: "Multivariate Autoregressive Modeling for Analyzing Feedback-Network in the Body;Uniformity and Variety of the Dynamics in Individuals." Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society. 11. 298 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 陣内眞,和田孝雄,他: "透析患者の貧血に対する蛋白代謝の影響:多変量自己回帰モデルによる検討" 日本透析療法学会誌. 22. 525-530 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 和田孝雄: "多変量自己回帰モデルによる臨床検査デ-タの解析" 医療情報学会誌. 9. 263-272 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] Wada et al.: "Clinical usefulness of multivariate autoregressive modeling as a tool for analyzing T-lympiocyte subset fluctuations" Proceedings of International Conference of Computer and Mathematical Modeling.

    • Related Report
      1989 Annual Research Report
  • [Publications] 和田孝雄: "多変量自己回帰モデルを用いた生体内フィ-ドバック解析とシミュレ-ション" 医用電子と生体工学. 26. 208 (1989)

    • Related Report
      1989 Annual Research Report
  • [Publications] 和田孝雄,松岡瑛: "自己回帰モデルを用いた血糖対血漿インスリン値のフィ-ドバック解析" 医用電子と生体工学. 27. (1990)

    • Related Report
      1989 Annual Research Report
  • [Publications] 陣内眞,和田孝雄 他: 透析療法学会誌. (1989)

    • Related Report
      1988 Annual Research Report
  • [Publications] 和田孝雄 他: 日本免疫学会総会・学術集会記録. 18. 615 (1988)

    • Related Report
      1988 Annual Research Report
  • [Publications] 和田孝雄 他: 第28回日本ME学会大会論文集. (1989)

    • Related Report
      1988 Annual Research Report

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Published: 1988-04-01   Modified: 2016-04-21  

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