Graphics processing unit (GPU) has been actively adopted on the developments of various applications in radiation treatment planning process. Recent progress in the GPU-based applications promise the ability to ideally deliver an optimal treatment in response to daily patient anatomic variation. In this talk we will show some of the applications developed for the research in radiation treatment planning process. We will introduce the applications with their thread parallelism scheme and computational performance improvements.