In one study that included 110 patients with gastrinoma, including 48 individuals with MEN1 and 62 without MEN1, the presence angiofibromas or collagenomas (single or multiple), had a sensitivity of 50–65% for MEN1 and a specificity of 92–100%. This evidence concerns the gene MEN1 and gastrin-producing neuroendocrine tumor.