The OR values <1 observed for CD117 and DOG1 in the multivariable model do not reflect a true protective effect; rather, they result from the strong collinearity between these markers and GIST histology, combined with the extremely small number of benign cases. The gene discussed is KIT; the disease is gastrointestinal stromal tumor.