LADES: A Software for Constructing and Analyzing Longitudinal Designs in Biomedical Research

被引:0
作者
Vazquez-Alcocer, Alan [1 ]
Ladislao Garzon-Cortes, Daniel [2 ,3 ]
Maria Sanchez-Casas, Rosa [2 ,3 ]
机构
[1] Ctr Invest Matemat, Guanajuato, Mexico
[2] Univ Autonoma Nuevo Leon, Fac Med Vet & Zootecn, Escobedo, Nuevo Leon, Mexico
[3] Univ Autonoma Nuevo Leon, Ctr Invest & Desarrollo Ciencias Salud, Monterrey, Nuevo Leon, Mexico
关键词
POWER ANALYSIS; MODELS;
D O I
10.1371/journal.pone.0100570
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
One of the most important steps in biomedical longitudinal studies is choosing a good experimental design that can provide high accuracy in the analysis of results with a minimum sample size. Several methods for constructing efficient longitudinal designs have been developed based on power analysis and the statistical model used for analyzing the final results. However, development of this technology is not available to practitioners through user-friendly software. In this paper we introduce LADES (Longitudinal Analysis and Design of Experiments Software) as an alternative and easy-to-use tool for conducting longitudinal analysis and constructing efficient longitudinal designs. LADES incorporates methods for creating cost-efficient longitudinal designs, unequal longitudinal designs, and simple longitudinal designs. In addition, LADES includes different methods for analyzing longitudinal data such as linear mixed models, generalized estimating equations, among others. A study of European eels is reanalyzed in order to show LADES capabilities. Three treatments contained in three aquariums with five eels each were analyzed. Data were collected from 0 up to the 12th week post treatment for all the eels (complete design). The response under evaluation is sperm volume. A linear mixed model was fitted to the results using LADES. The complete design had a power of 88.7% using 15 eels. With LADES we propose the use of an unequal design with only 14 eels and 89.5% efficiency. LADES was developed as a powerful and simple tool to promote the use of statistical methods for analyzing and creating longitudinal experiments in biomedical research.
引用
收藏
页数:6
相关论文
共 33 条
[1]   GENERAL LINEAR MIXED MODEL FOR ANALYSING LONGITUDINAL DATA IN DEVELOPMENTAL RESEARCH [J].
Arnau, Jaume ;
Balluerka, Nekane ;
Bono, Roser ;
Gorostiaga, Arantxa .
PERCEPTUAL AND MOTOR SKILLS, 2010, 110 (02) :547-566
[2]   Effects of hCG as spermiation inducer on European eel semen quality [J].
Asturiano, J. F. ;
Marco-Jimenez, F. ;
Perez, L. ;
Balasch, S. ;
Garzon, D. L. ;
Penaranda, D. S. ;
Vicente, J. S. ;
Viudes-de-Castro, M. P. ;
Jover, M. .
THERIOGENOLOGY, 2006, 66 (04) :1012-1020
[3]  
Atkinson A. C., 1992, OXFORD STAT SCI SERI
[4]  
Cohen J., 1988, Statistical power analysis for the behavioral sciences, VSecond
[5]   A priori power analysis in longitudinal three-level multilevel models: An example with therapist effects [J].
De Jong, Kim ;
Moerbeek, Mirjam ;
Van der Leeden, Rien .
PSYCHOTHERAPY RESEARCH, 2010, 20 (03) :273-284
[6]  
Dell Ralph B, 2002, ILAR J, V43, P207
[7]  
Diggle P.J., 1994, Oxford Statistical Science Series
[8]  
Festing Michael F W, 2002, ILAR J, V43, P244
[9]  
Grömping U, 2014, J STAT SOFTW, V56, P1
[10]   The R Package geepack for Generalized Estimating Equations [J].
Halekoh, U ;
Hojsgaard, S ;
Yan, J .
JOURNAL OF STATISTICAL SOFTWARE, 2006, 15 (02) :1-11