Finally, we performed a logistic regression analysis, initially comprising all 6 variables; previous GDM, maternal age, family history of diabetes, afamin, SAMP and vitronectin, with stepwise removal of the variable of least significant contribution until all remaining variables contributed significantly. The gene discussed is XPNPEP1; the disease is diabetes mellitus.