A simple method for assessing sample sizes in microarray experiments

被引:66
|
作者
Tibshirani, R [1 ]
机构
[1] Stanford Univ, Hlth Res & Policy, Stanford, CA 94305 USA
关键词
False Discovery Rate; False Negative Rate; Pilot Data; Gene Score; Permutation Distribution;
D O I
10.1186/1471-2105-7-106
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: In this short article, we discuss a simple method for assessing sample size requirements in microarray experiments. Results: Our method starts with the output from a permutation-based analysis for a set of pilot data, e. g. from the SAM package. Then for a given hypothesized mean difference and various samples sizes, we estimate the false discovery rate and false negative rate of a list of genes; these are also interpretable as per gene power and type I error. We also discuss application of our method to other kinds of response variables, for example survival outcomes. Conclusion: Our method seems to be useful for sample size assessment in microarray experiments.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] A simple method for assessing sample sizes in microarray experiments
    Robert Tibshirani
    BMC Bioinformatics, 7
  • [2] Sample sizes for a robust ranking and selection of genes in microarray experiments
    Matsui, Shigeyuki
    Oura, Tomonori
    STATISTICS IN MEDICINE, 2009, 28 (22) : 2801 - 2816
  • [3] ON THE DETERMINATION OF SAMPLE SIZES IN DESIGNING EXPERIMENTS
    HARRIS, M
    HORVITZ, DG
    MOOD, AM
    JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1948, 43 (243) : 391 - 402
  • [4] Estimating Effect Sizes of Differentially Expressed Genes for Power and Sample-Size Assessments in Microarray Experiments
    Matsui, Shigeyuki
    Noma, Hisashi
    BIOMETRICS, 2011, 67 (04) : 1225 - 1235
  • [5] Practical guidelines for assessing power and false discovery rate for a fixed sample size in microarray experiments
    Tong, Tiejun
    Zhao, Hongyu
    STATISTICS IN MEDICINE, 2008, 27 (11) : 1960 - 1972
  • [6] A simple parametric method for reducing sample sizes in gut passage time trials
    Rawsthorne, John
    Roshier, David A.
    Murphy, Sean R.
    ECOLOGY, 2009, 90 (08) : 2328 - 2331
  • [7] Sample size for gene expression microarray experiments
    Tsai, CA
    Wang, SJ
    Chen, DT
    Chen, JJ
    BIOINFORMATICS, 2005, 21 (08) : 1502 - 1508
  • [8] Gene selection for sample classifications in microarray experiments
    Tsai, CA
    Chen, CH
    Lee, TC
    Ho, IC
    Yang, UC
    Chen, JJ
    DNA AND CELL BIOLOGY, 2004, 23 (10) : 607 - 614
  • [9] A simple method for estimating genetic diversity in large populations from finite sample sizes
    Bashalkhanov, Stanislav
    Pandey, Madhav
    Rajora, Om P.
    BMC GENETICS, 2009, 10
  • [10] A simple method for estimating genetic diversity in large populations from finite sample sizes
    Stanislav Bashalkhanov
    Madhav Pandey
    Om P Rajora
    BMC Genetics, 10