Characteristics | Training set (n = 156) | Validation set 1 (n = 93) | Validation set 2 (n = 139) | Validation set 3 (n = 117) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
ALK (-) (n = 121) | ALK (+) (n = 35) | P-value | ALK (-) (n = 70) | ALK (+) (n = 23) | P-value | ALK (-) (n = 114) | ALK (+) (n = 25) | P-value | ALK (-) (n = 93) | ALK (+) (n = 24) | P-value | |
Age, years* | 59.44 ± 9.20 | 57.97 ± 11.93 | 0.440 | 61.34 ± 10.03 | 59.61 ± 10.83 | 0.482 | 58.11 ± 13.96 | 56.12 ± 15.34 | 0.528 | 60.26 ± 11.61 | 56.88 ± 11.72 | 0.207 |
Sex (%) | Â | Â | 0.445 | Â | Â | 0.358 | Â | Â | 0.872 | Â | Â | 0.838 |
 Male | 50 (41.32) | 17 (48.57) |  | 32 (45.71) | 8 (34.78) |  | 43 (37.72) | 9 (36.00) |  | 37 (37.72) | 9 (36.00) |  |
 Female | 71 (58.68) | 18 (51.43) |  | 38 (54.29) | 15 (65.22) |  | 71 (62.28) | 16 (64.00) |  | 56 (62.28) | 15 (64.00) |  |
Smoking history (%) | Â | Â | 0.254 | Â | Â | 0.643 | Â | Â | 0.239 | Â | Â | 0.221 |
 Yes | 24 (19.83) | 4 (11.43) |  | 15 (21.43) | 6 (26.09) |  | 24 (21.05) | 8 (32.00) |  | 27 (29.03) | 4 (16.67) |  |
 No | 97 (80.17) | 31 (88.57) |  | 55 (78.57) | 17 (73.91) |  | 90 (78.95) | 17 (68.00) |  | 66 (70.97) | 20 (83.33) |  |
Clinical TNM stage (%) | Â | Â | 0.001 | Â | Â | 0.004 | Â | Â | 0.053 | Â | Â | 0.181 |
 I-III | 101 (83.47) | 20 (57.14) |  | 63 (90.00) | 14 (60.87) |  | 93 (81.58) | 16 (64.00) |  | 74 (79.57) | 16 (66.67) |  |
 IV | 20 (16.53) | 15 (42.86) |  | 7 (10.00) | 9 (39.13) |  | 21 (18.42) | 9 (36.00) |  | 19 (20.43) | 8 (33.33) |  |
Margin (%) | Â | Â | 0.208 | Â | Â | 0.348 | Â | Â | 0.762 | Â | Â | 0.171 |
 Unclear | 38 (31.40) | 15 (42.86) |  | 29 (41.43) | 7 (30.43) |  | 33 (28.95) | 8 (32.00) |  | 22 (23.66) | 9 (37.50) |  |
 Clear | 83 (68.60) | 20 (57.14) |  | 41 (58.57) | 16 (69.57) |  | 81 (79.82) | 17 (68.00) |  | 71 (76.34) | 15 (62.50) |  |
Density (%) | Â | Â | 0.049 | Â | Â | 0.002 | Â | Â | 0.159 | Â | Â | 0.086 |
 Solid | 36 (29.75) | 18 (51.43) |  | 13 (18.57) | 13 (56.52) |  | 23 (17.54) | 9 (44.00) |  | 23 (24.73) | 10 (41.67) |  |
 Part-solid | 43 (35.54) | 7 (20.00) |  | 32 (45.71) | 5 (21.74) |  | 57 (40.35) | 8 (28.00) |  | 46 (49.46) | 6 (25.00) |  |
 Pure GGO | 42 (34.71) | 10 (28.57) |  | 25 (35.72) | 5 (21.74) |  | 34 (42.11) | 8 (28.00) |  | 24 (25.81) | 8 (33.33) |  |
Lobulation sign (%) | Â | Â | 0.902 | Â | Â | 0.207 | Â | Â | 0.767 | Â | Â | 0.539 |
 Yes | 47 (38.84) | 14 (40.00) |  | 29 (41.43) | 13 (56.52) |  | 51 (44.74) | 12 (48.00) |  | 53 (56.99) | 12 (50.00) |  |
 No | 74 (61.16) | 21 (60.00) |  | 41 (58.57) | 10 (43.48) |  | 63 (55.26) | 13 (52.00) |  | 40 (43.01) | 12 (50.00) |  |
Spicule sign (%) | Â | Â | 0.590 | Â | Â | 0.752 | Â | Â | 0.925 | Â | Â | 0.349 |
 Yes | 44 (36.36) | 11 (31.43) |  | 16 (22.86) | 6 (26.09) |  | 33 (28.95) | 7 (28.00) |  | 24 (25.81) | 4 (16.67) |  |
 No | 77 (63.64) | 24 (68.57) |  | 54 (77.14) | 17 (73.91) |  | 81 (71.05) | 18 (72.00) |  | 69 (74.19) | 20 (83.33) |  |
Pleural indentation (%) |  |  | < 0.001 |  |  | 0.002 |  |  | 0.064 |  |  | 0.036 |
 Yes | 38 (31.40) | 23 (65.71) |  | 18 (25.71) | 14 (60.87) |  | 41 (16.67) | 14 (56.00) |  | 29 (31.18) | 13 (54.17) |  |
 No | 83 (68.60) | 12 (34.29) |  | 52 (74.29) | 9 (39.13) |  | 73 (83.33) | 11 (44.00) |  | 64 (68.82) | 11 (45.83) |  |
Air bronchogram sign (%) | Â | Â | 0.136 | Â | Â | 0.977 | Â | Â | 0.100 | Â | Â | 0.965 |
 Yes | 32 (26.45) | 5 (14.29) |  | 13 (18.57) | 5 (21.74) |  | 23 (20.18) | 1 (4.00) |  | 19 (20.43) | 5 (20.83) |  |
 No | 89 (73.55) | 30 (85.71) |  | 57 (81.43) | 18 (78.26) |  | 91 (79.82) | 24 (96.00) |  | 74 (79.57) | 19 (79.17) |  |
Vacuole sign (%) | Â | Â | 0.521 | Â | Â | 0.095 | Â | Â | 0.973 | Â | Â | 0.395 |
 Yes | 23 (19.01) | 5 (14.29) |  | 11 (15.71) | 8 (34.78) |  | 27 (23.68) | 6 (24.00) |  | 14 (15.05) | 6 (25.00) |  |
 No | 98 (80.99) | 30 (85.71) |  | 59 (84.29) | 15 (65.22) |  | 87 (76.32) | 19 (76.00) |  | 79 (84.95) | 18 (75.00) |  |