Nucleic Acids Research, 1994, Vol. 22, No. 5 799-806
© 1994
COMPUTATIONAL BIOLOGY |
Evaluation of quantitative variation in gene expression
Institut d'Oncologie Cellulaire et Moléculaire Humaine 129 rue de Stalingrad, F-93000 Bobigny, France
*To whom correspondence should be addressed
Received November 18, 1993. Revised January 28, 1994. Accepted January 28, 1994.
We investigate the behaviour of the gene-expression rate as a statistical variable using autoradlographlc data for 39 transcripts from a heterogeneous set of 80 breast-tissue cultures. Despite standardization, the data distributions of all transcripts showed intervals of normality and intervals of systematic departure from normality which most frequently resulted in a significant skewness and/or kurtosis. Non-normal shapes are attributed to modulation of gene expression. This statistical particularity creates difficulties in the evaluation of differences among specimens. Using classical parametric and non-parametric procedures for normal and non-normal variation, respectively, we demonstrate that large differences in optical density are neither necessary nor sufficient for associating expression rates with biological factors. The transcripts coding for the metalloprotease stromelysln-3 (ST3) and for the receptor to Insulin-like growth factors (IGFR) are used as examples and their variation is presented in detail. ST3 expression appeared to be specifically associated with mammary stroma fibroblasts derived from postradiation flbrosls lesions. IGFR was expressed at higher rates in mammary gland and skin fibroblasts than in mammary epithelial cells and was subject to frequent and strong modulation.
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