Cluster characteristics in training and validation data for core feature set cluster solution, k=4
Training sample | Validation sample | |||||||
---|---|---|---|---|---|---|---|---|
C1: mean | C2: mean | C3: mean | C4: mean | C1: mean | C2: mean | C3: mean | C4: mean | |
N | 1598 | 623 | 1122 | 844 | 1595 | 620 | 1060 | 826 |
Age | 58.9 | 58.0* | 56.8 | 65.4 | 58.7 | 58.9* | 57.3 | 65.4 |
Gender, % female | 0.44 | 0.53 | 0.52 | 0.40 | 0.43 | 0.51 | 0.53 | 0.40 |
Race, % African-American | 0.30 | 0.46 | 0.37 | 0.19 | 0.29 | 0.45 | 0.37 | 0.17 |
FEV1, per cent of predicted | 95.3 | 81.9 | 74.9 | 41.2 | 95.7 | 81.6 | 73.8 | 42.0 |
FEV1/FVC | 0.76 | 0.70 | 0.71 | 0.42 | 0.76 | 0.69 | 0.71 | 0.42 |
BMI | 28.7 | 27.9 | 31.4* | 26.7 | 28.3 | 27.6 | 32.0* | 26.8 |
Pack years | 38.0 | 45.8 | 42.8 | 56.8 | 38.3 | 46.9 | 43.1 | 55.9 |
Emphysema at −950HU | 2.6 | 3.3 | 1.3 | 20.5 | 2.7 | 3.6 | 1.4 | 20.7 |
Segmental airway wall thickness | 58.8 | 61.5 | 64.1 | 62.7 | 58.8 | 61.4 | 64.2 | 63.0 |
Upper/lower emphysema ratio | 0.7 | 6.7 | 0.6 | 2.2 | 0.7 | 8.3 | 0.6 | 2.3 |
Upper/lower emphysema difference | −0.3 | 1.4 | −0.3 | 2.6 | −0.3 | 1.7 | −0.3 | 2.9 |
Gas trapping† | 12.9 | 16.5 | 13.4 | 52.1 | 13.1 | 17.3 | 13.3 | 52.7 |
Values represent the mean of each variable for each cluster unless otherwise specified.
Only the variables shown in bold were used as input variables for the primary clustering solution (CF4).
*p Value comparing mean in training to validation <0.05 for t test.
†%LAA using −856 Hounsfield unit threshold on expiratory CT scan.
C1, relatively resistant smokers; C2, mild upper zone-predominant emphysema; C3, airway-predominant; C4, severe emphysema.