“…Research efforts have been made to advance knowledge in this field, namely through the identification of homogeneous subgroups of patients with COPD [ 3 , 4 ], the so-called clinical phenotypes or profiles, grouped by different type of personal characteristics (e.g., genetic, clinical, biochemical, radiological) for prognostic and therapeutic purposes [ 3 – 12 ]. More recently, a new approach, “treatable traits”, i.e., pulmonary, extra-pulmonary and behaviour/lifestyle characteristics of each person that are clinically relevant, identifiable and treatable, emerged [ 13 – 15 ]. Although studies on clinical profiles and treatable traits have been conducted, their cross-sectional nature, narrow eligibility criteria, main focus on physiological/pulmonary measures often not available across settings [ 5 , 6 ], absence of decision trees and lack of validation with independent samples [ 3 ], limits our understanding of the heterogeneous manifestations of COPD and hinders their applicability in daily clinical practice.…”