affy technical vs biological replicates analysis
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jane janes ▴ 20
@jane-janes-2049
Last seen 10.2 years ago
Dear list, I have 24 chicken affymetrix arrays. Half of them are technical replicates (2 different conditions, 3 time points per condition (2X3=6 RNA samples) each RNA sample was analysed twice (6X2=12 microarrays). The other 12 samples come from 6 different conditions, two biological replicates (different RNA samples) per condition. Up to now I have been analyzing the results only from the first 12 samples using webbioc (RMA processing, t - test (equal variance) for pairwise comparison and F - statistics for different time points) considering each different microarray as a different experiment. (the results for top differentially expressed genes were quite good and in agreement with already published data) Now I would like to look for differentially expressed genes among the first 12 samples (2 different conditions, 3 time points per condition) as well to compare some of them with samples coming from the biological replicates. Here come and my questions. 1. How shell I treat my technical duplicates in term to compare them with biological duplicates. Any example code or link to such will be greatly appreciated. 2. Having only duplicates (technical or biological) am I allowed to use t-statistics (equal variance) with webbioc/multtest or I can use only limma's linear models and eBayes. Thank you in advance for your answers, Best regards, Vassil Vassilev CDB, Japan
Microarray webbioc Microarray webbioc • 1.1k views
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