Statistical analysis of longitudinal studies

被引:4
|
作者
Laird, Nan M. [1 ]
机构
[1] Harvard TH Chan Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
关键词
EM algorithm; linear mixed model; random effects; studies of growth and change; MAXIMUM-LIKELIHOOD; CRITICAL PERIODS; GROWTH; MODELS;
D O I
10.1111/insr.12523
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Longitudinal studies play a prominent role in research on growth, change and/or decline in individuals, and in characterising the environmental and social factors which influence change. The essential feature of a longitudinal study is taking repeated measures of an outcome on the same set of individuals at multiple timepoints, thereby allowing investigators to characterise within subject changes during the measurement period. This paper provides an overview of how the basic design features and analysis of longitudinal studies are related to other study designs, including longitudinal clinical trials as well as repeated measures studies. I summarise the use of the linear mixed model as described in Laird and Ware for the analysis of a broad class of designs and present some applications in health and medicine.
引用
收藏
页码:S2 / S16
页数:15
相关论文
共 50 条
  • [41] Statistical models and the analysis of observational studies
    Koch, A
    Windeler, J
    MEDIZINISCHE KLINIK, 1999, 94 (10) : 587 - 593
  • [42] STATISTICAL DESIGN AND ANALYSIS OF SHAPE STUDIES
    SNEE, RD
    ANDREWS, HP
    JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES C-APPLIED STATISTICS, 1971, 20 (03) : 250 - +
  • [43] STATISTICAL-ANALYSIS OF INTERLABORATORY STUDIES
    SNEE, RD
    SMITH, PE
    AMERICAN INDUSTRIAL HYGIENE ASSOCIATION JOURNAL, 1972, 33 (12): : 784 - 790
  • [44] Statistical analysis of avian reproduction studies
    John W. Green
    Manousos Foudoulakis
    Timothy Fredricks
    Thomas Bean
    Jonathan Maul
    Stephanie Plautz
    Pablo Valverde
    Adam Schapaugh
    Xiaoyi Sopko
    Zhenglei Gao
    Environmental Sciences Europe, 2022, 34
  • [45] In Situ Statistical Analysis for Parametric Studies
    Terraz, Theophile
    Raffin, Bruno
    Ribes, Alejandro
    Fournier, Yvan
    PROCEEDINGS OF ISAV 2016: 2ND WORKSHOP ON IN SITU INFRASTRUCTURES FOR ENABLING EXTREME-SCALE ANALYSIS AND VISUALIZATION, 2016, : 35 - 39
  • [46] LONGITUDINAL-STUDIES - DESIGN AND ANALYSIS
    CHINN, S
    REVUE D EPIDEMIOLOGIE ET DE SANTE PUBLIQUE, 1989, 37 (5-6): : 431 - 441
  • [47] GROWTH STUDIES AND ANALYSIS OF LONGITUDINAL DATA
    KOWALSKI, CJ
    JOURNAL OF DENTAL RESEARCH, 1977, 56 : A176 - A176
  • [48] Meta-analysis of longitudinal studies
    Ishak, K. Jack
    Platt, Robert W.
    Joseph, Lawrence
    Hanley, James A.
    Caro, J. Jaime
    CLINICAL TRIALS, 2007, 4 (05) : 525 - 539
  • [49] ANALYSIS OF LONGITUDINAL DATA IN EPIDEMIOLOGIC STUDIES
    ROSNER, B
    JOURNAL OF CHRONIC DISEASES, 1979, 32 (1-2): : 163 - 173
  • [50] Short implants - An analysis of longitudinal studies
    das Neves, FD
    Fones, D
    Bernardes, SR
    do Prado, CJ
    Neto, AJF
    INTERNATIONAL JOURNAL OF ORAL & MAXILLOFACIAL IMPLANTS, 2006, 21 (01) : 86 - 93