Mitochondrial dynamics is crucial for cellular homeostasis. However, not all proteins involved are known. Using a protein-protein interaction (PPI) approach, we identified ITPRIPL2 for involvement in mitochondrial dynamics. ITPRIPL2 co-localizes with intermediate filament protein vimentin, supported by protein simulations. ITPRIPL2 knockdown reveals mitochondrial elongation, disrupts vimentin processing, intermediate filament formation, and alters vimentin-related pathways. Interestingly, vimentin knockdown also leads to mitochondrial elongation. These findings highlight ITPRIPL2 as vimentin-associated protein essential for intermediate filament structure and suggest a role for intermediate filaments in mitochondrial morphology. Our study demonstrates that PPI analysis is a powerful approach for identifying novel mitochondrial dynamics proteins.