Long non-coding RNA small ubiquitin-like modifier 1 pseudogene 3 (SUMO1P3) is located on chromosome 1q23.2, and has been suggested to serve as oncogenic lncRNA in many kinds of human malignancy. The role of SUMO1P3 in non-small cell lung cancer (NSCLC) was still unknown. In our study, we analyzed The Cancer Genome Atlas (TCGA) database, and observed SUMO1P3 expression was increased in both lung squamous cell carcinoma and lung adenocarcinoma. Then, we confirmed that SUMO1P3 expression was significantly increased in NSCLC cancer tissues and cell lines. Meanwhile, the expression levels of SUMO1P3 expression in metastatic lymph node specimens were strikingly elevated in comparison to primary NSCLC tissue specimens. Then, we found high SUMO1P3 expression was correlated with late clinical stage, lymph node metastasis, distant metastasis and poor differentiated degree. In the survival analysis of TCGA, we observed that SUMO1P3 expression had no association with overall survival and disease free survival in NSCLC patients. There was a statistically negative correlation between SUMO1P3 expression and miR-136 expression in NSCLC tissues. Moreover, miR-136 directly bound to SUMO1P3, and SUMO1P3 negatively regulated miR-136 expression in NSCLC cells. Furthermore, SUMO1P3 promoted NSCLC cell migration and invasion via regulating miR-136. In conclusion, SUMO1P3 functions as metastasis-associated lncRNA in NSCLC.