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Merging different datasets requires prior checking that the information they contain is compatible, and hence that detected differences between gene expressions under different conditions are not artifacts, due to experimental or data processing methods. An obvious obstacle to simultaneous treatment is that expression data collected under different experimental conditions and/or platforms usually have incompatible distributions, which differ sometimes by several orders of magnitude.