Clinical features | Training cohort (n = 500) | Test cohort 1 (n = 176) | Test cohort 2 (n = 170) | ||||||
---|---|---|---|---|---|---|---|---|---|
MP/S < 5% | MP/S ≥ 5% | p value | MP/S < 5% | MP/S ≥ 5% | p value | MP/S < 5% | MP/S ≥ 5% | p value | |
Gender |  |  |  < 0.001 |  |  |  < 0.001 |  |  | 0.158 |
 Male | 76 (34.2%) | 178 (64.0%) |  | 24 (33.8%) | 70 (66.7%) |  | 31 (45.6%) | 59 (57.8%) |  |
 Female | 146 (65.8%) | 100 (36.0%) |  | 47 (66.2%) | 35 (33.3%) |  | 37 (54.4%) | 43 (42.2%) |  |
Age (years) | 59.1 (8.70) | 59.6 (9.50) | 0.526 | 62.2 (9.08) | 58.8 (9.64) | 0.018 | 62.5 (9.52) | 61.1 (9.33) | 0.348 |
Smoking |  |  |  < 0.001 |  |  |  < 0.001 |  |  | 0.034 |
 Current or ever | 67 (30.2%) | 142 (51.1%) |  | 18 (25.4%) | 56 (53.3%) |  | 22 (32.4%) | 51 (50.0%) |  |
 Never | 155 (69.8%) | 136 (48.9%) |  | 53 (74.6%) | 49 (46.7%) |  | 46 (67.6%) | 51 (50.0%) |  |
T stage |  |  |  < 0.001 |  |  |  < 0.001 |  |  |  < 0.001 |
 T1 | 163 (73.4%) | 121 (43.5%) |  | 52 (73.2%) | 39 (37.1%) |  | 49 (72.1%) | 32 (31.4%) |  |
 T2 | 53 (23.9%) | 115 (41.4%) |  | 17 (23.9%) | 53 (50.5%) |  | 15 (22.1%) | 47 (46.1%) |  |
 T3 | 4 (1.80%) | 24 (8.63%) |  | 1 (1.41%) | 10 (9.52%) |  | 4 (5.88%) | 15 (14.7%) |  |
 T4 | 2 (0.90%) | 18 (6.47%) |  | 1 (1.41%) | 3 (2.86%) |  | 0 (0.00%) | 8 (7.84%) |  |
N stage |  |  |  < 0.001 |  |  |  < 0.001 |  |  |  < 0.001 |
 N0 | 200 (90.1%) | 154 (55.4%) |  | 65 (91.5%) | 63 (60.0%) |  | 60 (88.2%) | 56 (54.9%) |  |
 N1 | 10 (4.50%) | 47 (16.9%) |  | 3 (4.23%) | 13 (12.4%) |  | 4 (5.88%) | 14 (13.7%) |  |
 N2 | 10 (4.50%) | 72 (25.9%) |  | 3 (4.23%) | 27 (25.7%) |  | 3 (4.41%) | 31 (30.4%) |  |
 N3 | 2 (0.90%) | 5 (1.80%) |  | 0 (0.00%) | 2 (1.90%) |  | 1 (1.47%) | 1 (0.98%) |  |
Nodule type |  |  |  < 0.001 |  |  |  < 0.001 |  |  |  < 0.001 |
 pGGN | 20 (9.01%) | 1 (0.36%) |  | 9 (12.7%) | 0 (0.00%) |  | 7 (10.3%) | 1 (0.98%) |  |
 mGGN | 78 (35.1%) | 13 (4.68%) |  | 21 (29.6%) | 2 (1.90%) |  | 22 (32.4%) | 4 (3.92%) |  |
 Solid | 124 (55.9%) | 264 (95.0%) |  | 41 (57.7%) | 103 (98.1%) |  | 39 (57.4%) | 97 (95.1%) |  |
Air bronchogram | Â | Â | 0.587 | Â | Â | 0.322 | Â | Â | 0.421 |
 ( +) | 55 (24.8%) | 62 (22.3%) |  | 24 (33.8%) | 27 (25.7%) |  | 17 (25.0%) | 19 (18.6%) |  |
 ( −) | 167 (75.2%) | 216 (77.7%) |  | 47 (66.2%) | 78 (74.3%) |  | 51 (75.0%) | 83 (81.4%) |  |
Vacuole sign | Â | Â | 0.707 | Â | Â | 0.806 | Â | Â | 0.325 |
 ( +) | 30 (13.5%) | 42 (15.1%) |  | 11 (15.5%) | 19 (18.1%) |  | 8 (11.8%) | 19 (18.6%) |  |
 ( −) | 192 (86.5%) | 236 (84.9%) |  | 60 (84.5%) | 86 (81.9%) |  | 60 (88.2%) | 83 (81.4%) |  |
Pleural adhesion | Â | Â | 0.014 | Â | Â | 0.423 | Â | Â | 0.276 |
 ( +) | 129 (58.1%) | 192 (69.1%) |  | 43 (60.6%) | 71 (67.6%) |  | 41 (60.3%) | 71 (69.6%) |  |
 ( −) | 93 (41.9%) | 86 (30.9%) |  | 28 (39.4%) | 34 (32.4%) |  | 27 (39.7%) | 31 (30.4%) |  |
Shape | Â | Â | 0.079 | Â | Â | 0.027 | Â | Â | 1 |
 Regular | 47 (21.2%) | 41 (14.7%) |  | 18 (25.4%) | 12 (11.4%) |  | 19 (27.9%) | 28 (27.5%) |  |
 Irregular | 175 (78.8%) | 237 (85.3%) |  | 53 (74.6%) | 93 (88.6%) |  | 49 (72.1%) | 74 (72.5%) |  |
 Maximum length | 2.00 [1.50; 2.60] | 2.80 [2.10; 3.80] |  < 0.001 | 2.00 [1.60; 2.55] | 2.80 [2.20; 3.60] |  < 0.001 | 2.05 [1.60; 2.70] | 3.00 [2.30; 4.10] |  < 0.001 |
Interface | Â | Â | 0.001 | Â | Â | 0.327 | Â | Â | 0.096 |
 Clear | 75 (33.8%) | 136 (48.9%) |  | 27 (38.0%) | 49 (46.7%) |  | 25 (36.8%) | 52 (51.0%) |  |
 Unclear | 147 (66.2%) | 142 (51.1%) |  | 44 (62.0%) | 56 (53.3%) |  | 43 (63.2%) | 50 (49.0%) |  |
SUVmax | 2.56 [1.23; 5.69] | 9.39 [5.85; 14.3] |  < 0.001 | 3.35 [1.65; 6.73] | 9.30 [5.45; 15.3] |  < 0.001 | 3.06 [1.30; 5.36] | 10.2 [5.94; 14.0] |  < 0.001 |
SUVavg | 1.48 [0.76; 3.30] | 5.48 [3.42; 8.55] |  < 0.001 | 2.00 [0.98; 4.08] | 5.55 [3.24; 8.39] |  < 0.001 | 1.81 [0.87; 3.31] | 6.20 [3.68; 8.38] |  < 0.001 |
MTV | 1.67 [1.07; 3.48] | 4.61 [2.12; 10.8] |  < 0.001 | 1.82 [1.17; 3.22] | 4.33 [2.05; 8.85] |  < 0.001 | 2.09 [0.89; 3.57] | 4.63 [2.42; 14.4] |  < 0.001 |