A method for predicting
disease free status or
overall survival in an individual diagnosed with
cancer, the method comprising a step of assaying a biological sample from the individual for expression levels of at least one
gene, or a
protein encoded by said
gene, selected from ATP5B, GPX4, SLC7A11, IREB2, SLC3A2, GCLM, ACSL3, NQO1, AIFM2, HMOX1, POR, CysLT1, CysLT2 and CTH; wherein when the expression levels of at least one
gene, or a
protein encoded by said gene, selected from ATP5B, GPX4, SLC7A11, IREB2, SLC3A2, GCLM, ACSL3, NQO1, AIFM2, HMOX1, POR, CysLT1, CysLT2, and CTH is dysregulated relative to a reference value for at least one gene, or a
protein encoded by said gene, selected from ATP5B, GPX4, SLC7A11, IREB2, SLC3A2, GCLM, ACSL3, NQO1, AIFM2, HMOX1, POR, CysLT1, CysLT2, and CTH assayed from a biological sample from the subject with no
cancer, the individual is predicted to have an increased probability of having
disease free status and having an increased chance of
overall survival.