On the utility of pooling biological samples in microarray experiments

被引:393
作者
Kendziorski, C [1 ]
Irizarry, RA
Chen, KS
Haag, JD
Gould, MN
机构
[1] Univ Wisconsin, Dept Biostat & Med Informat, Madison, WI 53703 USA
[2] Univ Wisconsin, McArdle Lab Canc Res, Madison, WI 53703 USA
[3] Johns Hopkins Univ, Dept Biostat, Baltimore, MD 21205 USA
关键词
D O I
10.1073/pnas.0500607102
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
Over 15% of the data sets catalogued in the Gene Expression Omnibus Database involve RNA samples that have been pooled before hybridization. Pooling affects data quality and inference, but the exact effects are not yet known because pooling has not been systematically studied in the context of microarray experiments. Here we report on the results of an experiment designed to evaluate the utility of pooling and the impact on identifying differentially expressed genes. We find that inference for most genes is not adversely affected by pooling, and we recommend that pooling be done when fewer than three arrays are used in each condition. For larger designs, pooling does not significantly improve inferences if few subjects are pooled. The realized benefits in this case do not outweigh the price paid for loss of individual specific information. Pooling is beneficial when many subjects are pooled, provided that independent samples contribute to multiple pools.
引用
收藏
页码:4252 / 4257
页数:6
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