Genetic engineering is one of the strategies for developing nitrogen (N)-use-efficient rice (Oryza sativa) varieties. One gene that plays an indirect role in N metabolism is alanine aminotransferase (AlaAT). It can efficiently increase N content and crop yield. In a previous study, the tomato AlaAT gene (LeAlaAT) was successfully isolated and introduced into ‘Mekongga’ rice. The present research was conducted during 2018 and 2019 at the Indonesian Center for Agricultural Biotechnology and Genetic Resources Research and Development (ICABIOGRAD), Bogor, Indonesia. The objectives of the present study were to perform the molecular characterization of LeAlaAT ‘Mekongga’ rice lines on the basis of the hpt marker gene, the direct PCR of the LeAlaAT fragment, and the phenotypic evaluation of the selected LeAlaAT T1 ‘Mekongga’ rice lines in response to different N fertilizer rates (0 kg ha−1 [control] and 60, 90, and 120 kg ha−1). This research involved three activities, namely (1) Southern blot analysis, (2) direct PCR, and (3) N use efficiency (NUE) test of ‘Mekongga’ transgenic lines. Southern blot analysis revealed that in T0 transgenic lines, the copy number of the hpt marker gene varied from 1 to 3. Direct PCR confirmed the presence of the AlaAT fragment in the T1 generation of five ‘Mekongga’ transgenic lines. The five transgenic lines showed high panicle number, biomass weight, shoot dry weight, and total grain weight under 120 kg ha−1 nitrogen. The high agronomical NUE of transgenic lines under 120 kg ha−1 N implied that the transgenic rice lines have the potential for efficient N use at a certain minimum level of N (120 kg ha−1 of nitrogen) and should be further evaluated at high N levels.