Likewise, with the exception of the pair pulmonary hypertension-COPD, “Apoptosis” pathways and related signaling events, such as “TNF signaling” or “Death receptor signaling” were also involved in most multimorbidity pairs (Additional file 5: Figure S4 in the online data supplement). Here, TNF is linked to chronic obstructive pulmonary disease.