One of the primary challenges in HDS is the removal of refractory sulfur compounds, such as dibenzothiophene (DBT) and its alkylated derivatives, which are more resistant to desulfurization. Additionally, the presence of nitrogen-containing compounds can poison the catalyst and reduce its effectiveness. To address these challenges, research is ongoing to develop more active and selective catalysts, as well as process modifications to enhance sulfur removal efficiency.