TNF and chronic obstructive pulmonary disease: Finally, we also analyzed the predictive value of the cytokines at entry as categorical variables (low, medium, high), and this also produced the same result (data not shown): TNF-α was the only cytokine associated with change in FFMI, and in already cachectic COPD patients only.