TNF and hyperinsulinemic hypoglycemia, familial, 4: The causal relationship is not entirely certain, although there is evidence from in vitro studies showing that Mg deficiency leads to increased production of interleukin (IL)-β and tumor necrosis factor (TNF)-α.