This disclosure relates to the surprising and unexpected finding that the well-known cancer protein, Myeloid Cell Leukemia-1 (MCL-1), binds to and modulates the enzymatic activity of Very Long Chain Acyl CoA Dehydrogenase (VLCAD), thereby regulating fatty acid ß-oxidation. This finding is employed in compositions and methods of treating cancer, metabolic diseases, or other conditions characterized by excessive fatty acid ß-oxidation by blocking or reducing the energy production of cells (e.g., cancer) through inhibiting the MCL-1/VLCAD interaction and/or directly inhibiting VLCAD enzymatic activity. In addition, the disclosure features methods for identifying such agents that inhibit the interaction between MCL-1 and VLCAD or that inhibit VLCAD enzymatic activity.