Background: Nitrogen (N) is a major nutrient element for crop yield improvement, but it also causes environmental problems. Therefore, N use efficiency (NUE) enhancement is an important strategy to solve this problem. In plants, the members of the peptide transporter (PTR) gene family are involved in nitrate uptake and transport. In this study, we performed a genome-wide analysis on PTR genes in Nipponbare, R498, and Oryza glaberrima, and identified 96, 85, and 78 PTR genes respectively. Results: Phylogenetic tree showed that the 96 PTR genes could be classified into 8 groups, and the distributions of PTR genes in Asian cultivated riceand African cultivated rice were consistent. The number of PTR gene was higher in peanuts and soybeans, which were 125 and 127, respectively. The 521 PTR genes in rice, maize, sorghum, peanut, soybean and Arabidopsis could be classified into 4 groups, and the PTR gene distribution was different between monocots and dicots. In Nipponbare genome, the 25 PTR genes were distributed in 5 segmental duplication regions on chromosome 1, 2, 3, 4, 5, 7, 8, 9, and 10. Rice PTR genes have 0-11 introns and 1-12 exons , and 16 PTR genes have the NPF (NRT1/PTR family ) domain. The results of RNA-Seq showed that the number of differentially expressed genes (DEGs) between NIL15 and NIL19 were 928, 1467, and 1586 at three stages, respectively. Under low N conditions, the number of differentially expressed PTR genes increased significantly. The RNA-Seq data was analyzed using WGCNA to predict the potential interaction between genes. We classified the genes with similar expression pattern into one group, and obtained 25 target modules. Among these modules, three modules may be involved in rice nitrogen uptake and utilization, especially the brown module, in which hub genes were annotated as protein kinase that may regulate rice N metabolism. Conclusions: In this study, we comprehensively analyzed the PTR gene family in rice. Ninety-six PTR genes were identified in Nippobare genome and twenty-five genes locates on five large segmental duplication regions. The Ka/Ks ratio indicated that many PTR genes had nudergone positive selection. The RNA-seq results showed that many PTR genes were involved in rice UNE. Protein kinases may play an important role in regulating NUE in rice. These results will provide a fundamental basis for molecular breeding of NUE in rice.