We obtained two diagnostic markers by the machine learning algorithm, including S100A11 and NKD2. qRT-PCR illustrated that compared with normal samples, the expression of S100A11 in TAO was significantly downregulated, and the expressions of NKD2 in TAO were significantly upregulated. This evidence concerns the gene NKD2 and thromboangiitis obliterans.