Background: Neutrophil to lymphocyte ratio (NLR) has emerged as a new inflammation marker, which plays a major role in plaque instability, rupture, and erosion, and facilitates its progression, leading to acute myocardial infarction. The study aims to explore the role of NLR in predicting spontaneous reperfusion (SR) and prognosis in patients with ST-segment elevation myocardial infarction (STEMI). Methods: This was a retrospective analysis including 506 STEMI patients undergoing primary percutaneous coronary intervention treatment, who were divided into two groups according to the thrombolysis in myocardial infarction (TIMI) flow: SR group (69 patients, initial TIMI flow 3) and No-SR group (437 patients, initial TIMI flow 0-2). Results: The incidence of SR was 13.6%. SR group was associated with a remarkably lower level of NLR [5.14 (2.97, 7.02) vs. 8.03 (4.54, 10.92), P<0.001], more proportions of final TIMI 3 flow (98.6% vs. 91.5%, P < 0.05), lower incidence of congestive heart failure (8.7% vs. 18.5%, P < 0.05), and significantly better outcomes. Using multivariate logistic regression analysis, NLR (OR: 0.799, 95% CI: 0.730-0.874, P < 0.001) and fasting blood glucose were the independent predictors of SR. On multivariate Cox regression analysis, NLR (HR: 1.035, 95% CI: 1.001-1.071, P < 0.05) was the independent predictor of MACEs during follow-up. Conclusions: NLR had the ability in predicting SR in STEMI patients and SR flow was associated with a favorable outcome. We also revealed an association between NLR and increased risk of MACEs during follow-up.