Here the authors show that the mitochondrial supercomplex assembly factor COX7RP is abundantly expressed in breast and endometrial cancer cells and promotes tumor growth and hypoxia tolerance partially by altering levels of the tricarboxylic acid cycle intermediates. Here, COX7A2L is linked to endometrial cancer.