GDF-15 elevation reflects systemic stress and directly promotes cachexia through appetite suppression via the GFRAL receptor and muscle atrophy induction, as demonstrated by Verhamme et al. In our cohort, GDF-15 showed inverse correlations with cellular integrity markers while correlating positively with cachexia across all definitions. The gene discussed is GDF15; the disease is Cachexia.