Our comprehensive analysis revealed that four common genes, B4GALNT2, MTX1, POLR2J, and TUBB4B are differentially expressed in patients with both COVID-19 and diabetic peripheral neuropathy. The gene discussed is MTX1; the disease is COVID-19.