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Estimation of idealized aging curve of clinical measurements based on semi-longitudinal data

Research Project

Project/Area Number 05680252
Research Category

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

Allocation TypeSingle-year Grants
Research Field Statistical science
Research InstitutionHIROSHIMA UNIVERSITY

Principal Investigator

OHTAKI Megu  Research Institute for Radiation Biology and Medicine, Hiroshima University Professor, 原爆放射能医学研究所, 教授 (20110463)

Co-Investigator(Kenkyū-buntansha) SHIMOKATA Hiroshi  Research Institute for Radiation Biology and Medicine, Hiroshima University Asoc, 原爆放射能医学研究所, 助教授 (10226269)
Project Period (FY) 1993 – 1994
Project Status Completed (Fiscal Year 1994)
Budget Amount *help
¥1,400,000 (Direct Cost: ¥1,400,000)
Fiscal Year 1994: ¥300,000 (Direct Cost: ¥300,000)
Fiscal Year 1993: ¥1,100,000 (Direct Cost: ¥1,100,000)
KeywordsGrowth cuve model / Repeated measurements / Semi-longitudinal study / Smoothing / Aging curve / 成長曲線モデル / 繰り返し測定 / 混合効果モデル / 臨床検査値 / 縦断的データ / コホート効果 / 線形構造 / 加齢曲線 / 繰り返し観測値 / 多変量解析 / 臨床検査 / 疫学データ / 分散分析 / 加齢
Research Abstract

As for theoretical results, we developed a growth curve model, which is an extension of the model due to Vonesh and Carter (1987, Biometrics), to achieve effective analyzes to unblanced repeated measurements (Ohtaki, 1994, J.J.Biometrics). In the extended growth curve models, we reduced the number of unknown parameters by introducing a family of linear structire into the fixed location and the variance-covariance parameters so that the resultant models can provide higher efficiency and easier interpretation in analysis. It was shown that the family of the extended models contains not only the ordinal growth curve model with non-specified structure for parameters but also many useful growth curve models such as "parallel profile model". We have also developed a computer algorithm and a software on PC for estimating idealized aging curve with repeated observations from semi-longitudinal study. The algorithm consists of four steps : the first step is fitting a regression line for each individual observations to obtain annual changing rate of repeated measurements, the second one is non-parametric smoothing the annual changing rates, the third one is numerical integration of the smoothed annual changing rate for estimating mean struture of aging trend, the last step is analyzing the residuals through growth curve models for estimating the variance-covariance of the random components of repeated measurements. The softare is coded in Fortran 77, and the compiled program is available on PC with MS-DOS ver.5/ver.6. As a pratical application of our method for estimating idealized aging curve, we have studied on the age-related change of clinical measurements such as height, the level of Plasma Choresterol and Urinary Acid in Japanese populations (Kuzuya and Shimokata, 1995, Atherosclerosis ; Ohtaki, Shimokata et al., 1996, Proc.of RIRBM).

Report

(3 results)
  • 1994 Annual Research Report   Final Research Report Summary
  • 1993 Annual Research Report
  • Research Products

    (14 results)

All Other

All Publications (14 results)

  • [Publications] Ohtaki,M.: "Growth curve models with linear structure for location and variance parameters" Japanese J.Biomet.15. 59-66 (1994)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Kuzuya,F.and Shimokata,H.: "Longitudinal changes in plasma Cholesterol and Triglyceride lebels in Japanese male workers,1977-1992" Antherosclerosis III : Recent Advances in Atherosclerosis Research. 748. 510-513 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Shimokata,H.and Kuzuya,F.: "Two-point discrimination test of the skin as an index of sensory aging" Gerontology. 41. 267-272 (1995)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 大瀧慈,下方浩史,渡辺昌: "短期間縦断的観察に基づく検査値の仮想敵加齢曲線の推定" 広島大学原爆放射能医学研究所年報. 37(印刷中). (1996)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Ohtaki, M.: "Growth curve models with linear sturcture for location and variance parameters" Japanese J.Biomet.15. 59-66 (1994)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Kuzuya, F.and Shimokata, H.: "Longitudianl changes in plasma Cholesterol and Triglyceride lebels in Japanese male workers, 1977-1992" Antherosclerosis III : Recent Advances in Atherosclerosis Research. 748. 510-513 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Shimokata, H.and Kuzuya, F.: "Two-point discrimination test of the skin as an index of sensory aging" Gerontology. 41. 267-272 (1995)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] Ohtaki, M., Shimokata, H.and Watanabe, S.: "Estimation of idealized aging curve of clinical measurements based on semi-longitudinal observation" Proc.of Research Institute for Radiation Biology and Medicine. 37 (in press). (1996)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1994 Final Research Report Summary
  • [Publications] 大瀧 慈: "Growth curve models with linear structure for location and variance parameters" Japanese Journal of Biometrics. 15(2)(発表予定). (1994)

    • Related Report
      1994 Annual Research Report
  • [Publications] Ohtaki,M.: "A stochastic model for proliferation of cancer cells and growth of tumor--A Monte Carlo simulation study--" Japanese Journal of Biometrics. 14. 47-54 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 久島公夫: "勤労中年男性の日常身体活動性が体力ならびに血清コレステロールプロフィールに及ぼす影響" 日本公衛誌. (印刷中). (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] Takauchi,K.: "Telomere reduction of specific chromosome translocation in acute Myelocytic Leukemia" Japanese Journal of Cancer Research. 85. 127-130 (1994)

    • Related Report
      1993 Annual Research Report
  • [Publications] 下方浩史: "老化の進行と基礎代謝並びに栄養" 日本老年学会誌. 30. 572-576 (1993)

    • Related Report
      1993 Annual Research Report
  • [Publications] 葛谷文男: "Advances in Aging Study 1992" (財)長寿科学振興財団, PP.256 (1993)

    • Related Report
      1993 Annual Research Report

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Published: 1993-04-01   Modified: 2016-04-21  

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