Jooseung Lee

Abstract Postmenopausal osteoporosis (PMOP) arises from a bone remodeling imbalance in which osteoclast-mediated resorption exceeds osteoblast-driven formation. However, current therapies primarily target osteoclasts without restoring osteoblast function, underscoring the need for mechanism-driven dual-action approaches. Here, we identify neddylation as a post-translational modification that reciprocally regulates osteoclast and osteoblast differentiation.

The detailed experimental results for each metric are shown in Table 4. For the sake of brevity, the average of the results for the three types of solar panels is presented. To observe the performance deviations according to the input and output length conditions, detailed results are provided for different historical input lengths and target output horizons within an hour.

4.2. Performance Comparison In this subsection, the performance of the proposed model is provided. In Figure 9, the number of LSTM time steps (m) is varied from 3 min to 150 min. This experiment aims to determine the length of past generation data that significantly affect prediction accuracy. As observed in Figure 9, the error decreases as the number of time steps increases.