Designs for two-colour microarray experiments

被引:31
作者
Bailey, R. A. [1 ]
机构
[1] Univ London, Sch Math Sci, London, England
基金
英国工程与自然科学研究理事会;
关键词
block design; design of experiments; graph theory; microarray experiment; optimal design; robustness; row-column design;
D O I
10.1111/j.1467-9876.2007.00582.x
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
Designs for two-colour microarray experiments can be viewed as block designs with two treatments per block. Explicit formulae for the A- and D-criteria are given for the case that the number of blocks is equal to the number of treatments. These show that the A- and D-optimality criteria conflict badly if there are 10 or more treatments. A similar analysis shows that designs with one or two extra blocks perform very much better, but again there is a conflict between the two optimality criteria for moderately large numbers of treatments. It is shown that this problem can be avoided by slightly increasing the number of blocks. The two colours that are used in each block effectively turn the block design into a row-column design. There is no need to use a design in which every treatment has each colour equally often: rather, an efficient row-column design should be used. For odd replication, it is recommended that the row-column design should be based on a bipartite graph, and it is proved that the optimal such design corresponds to an optimal block design for half the number of treatments. Efficient row-column designs are given for replications 3-6. It is shown how to adapt them for experiments in which some treatments have replication only 2.
引用
收藏
页码:365 / 394
页数:30
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