Variance-modeled posterior inference of microarray data: detecting gene-expression changes in 3T3-L1 adipocytes.

MOTIVATION: Microarrays are becoming an increasingly common tool for observing changes in gene expression over a large cross section of the genome. This experimental tool is particularly valuable for understanding the genome-wide changes in gene transcription in response to thiazolidinedione (TZD) treatment. The TZD class of drugs is known to improve insulin-sensitivity in diabetic patients, and is clinically used in treatment regimens. In cells, TZDs bind to and activate the transcriptional activity of peroxisome proliferator-activated receptor gamma (PPAR-gamma). Large-scale array analyses will provide some insight into the mechanisms of TZD-mediated insulin sensitization. Unfortunately, a theoretical basis for analyzing array data has not kept pace with the rapid adoption of this tool. The methods that are commonly used, particularly the fold-change approach and the standard t-test, either lack statistical rigor or resort to generalized statistical models that do not accurately estimate variability at low replicate numbers. RESULTS: We introduce a statistical framework that models the dependence of measurement variance on the level of gene expression in the context of a Bayesian hierarchical model. We compare several methods of parameter estimation and subsequently apply these to determine a set of genes in 3T3-L1 adipocytes that are differentially regulated in response to TZD treatment. When the number of experimental replicates is low (n = 2-3), this approach appears to qualitatively preserve an equivalent degree of specificity, while vastly improving sensitivity over other comparable methods. In addition, the statistical framework developed here can be readily applied to understand the implicit assumptions made in traditional fold-change approaches to array analysis.

Synthesis of an organoinsulin molecule that can be activated by antibody catalysis.

We have developed a methodology of prodrug delivery by using a modified insulin species whose biological activity potentially can be regulated in vivo. Native insulin was derivatized with aldol-terminated chemical modifications that can be selectively removed by the catalytic aldolase antibody 38C2 under physiologic conditions. The derivatized organoinsulin (insulin(D)) was defective with respect to receptor binding and stimulation of glucose transport. The affinity of insulin(D) for the insulin receptor was reduced by 90% in binding studies using intact cells. The ability of insulin(D) to stimulate glucose transport was reduced by 96% in 3T3-L1 adipocytes and by 55% in conscious rats. Incubation of insulin(D) with the catalytic aldolase antibody 38C2 cleaved all of the aldol-terminated modifications, restoring native insulin. Treatment of insulin(D) with 38C2 also restored insulin(D)'s receptor binding and glucose transport-stimulating activities in vitro, as well as its ability to lower glucose levels in animals in vivo. We propose that these results are the foundation for an in vivo regulated system of insulin activation using the prohormone insulin(D) and catalytic antibody 38C2 with potential therapeutic application.

The osmotic shock-induced glucose transport pathway in 3T3-L1 adipocytes is mediated by gab-1 and requires Gab-1-associated phosphatidylinositol 3-kinase activity for full activation.

Osmotic shock treatment of 3T3-L1 adipocytes causes an increase in glucose transport activity and translocation of GLUT4 protein similar to that elicited by insulin treatment. Insulin stimulation of GLUT4 translocation and glucose transport activity was completely inhibited by wortmannin, however, activation by osmotic shock was only partially blocked. Additionally, we have found that the newly identified insulin receptor substrate Gab-1 (Grb2-associated binder-1) is tyrosine-phosphorylated following sorbitol stimulation. Treatment of cells with the tyrosine kinase inhibitor genistein inhibited osmotic shock-stimulated Gab-1 phosphorylation as well as shock-induced glucose transport. Furthermore, pretreatment with the selective Src family kinase inhibitor PP2 completely inhibited the ability of sorbitol treatment to cause tyrosine phosphorylation of Gab-1. We have also shown that microinjection of anti-Gab-1 antibody inhibits osmotic shock-induced GLUT4 translocation. Furthermore, phosphorylated Gab-1 binds and activates phosphatidylinositol 3-kinase (PI3K) in response to osmotic shock. The PI3K activity associated with Gab-1 was 82% of that associated with anti-phosphotyrosine antibodies, indicating that Gab-1 is the major site for PI3K recruitment following osmotic shock stimulation. Although wortmannin only causes a partial block of osmotic shock-stimulated glucose uptake, wortmannin completely abolishes Gab-1 associated PI3K activity. This suggests that other tyrosine kinase-dependent pathways, in addition to the Gab-1-PI3K pathway, contribute to osmotic shock-mediated glucose transport. To date, Gab-1 is the first protein identified as a member of the osmotic shock signal transduction pathway.

Insulin-mediated cellular insulin resistance decreases osmotic shock-induced glucose transport in 3T3-L1 adipocytes.

Similar to insulin, osmotic shock treatment of 3T3-L1 adipocytes causes translocation of GLUT4 protein to the plasma membrane and an increase in glucose transport activity. In our study, we evaluated the effect of chronic insulin treatment on the osmotic shock signaling pathway leading to GLUT4 translocation and glucose uptake. We found that chronic administration of insulin to the adipocytes induced cellular resistance to osmotic shock-stimulated GLUT4 translocation and glucose transport. We found that chronic insulin treatment attenuated shock-induced Gab-1 tyrosine phosphorylation. Furthermore, chronic insulin exposure led to a marked impairment in the ability of Gab-1 to associate with p85 subunit of PI 3-kinase in response to acute shock and insulin stimulation. Cells that were chronically treated with insulin showed a 70% and a 61% decrease in Gab-1 associated PI 3-kinase activity in shock- vs. insulin-treated cells, respectively. In addition, we found that chronic insulin treatment inhibited both insulin- and osmotic shock-induced membrane ruffling, indicating that two PI 3-kinase dependent effects, GLUT4 translocation and membrane ruffling are decreased in chronically insulin-treated cells. The results described above clearly demonstrate that chronic insulin treatment induces a state of cellular resistance to osmotic shock signal transduction.