| Model building set (n = 246) | Model testing set (n = 30) | Model validation set (n = 155) | |||||||
---|---|---|---|---|---|---|---|---|---|---|
Normala | Benign | Malignant | p | Benign | Malignant | p | Benign | Malignant | p | |
(n = 21) | (n = 51) | (n = 174) | (n = 9) | (n = 21) | (n = 38) | (n = 117) | ||||
Age |  |  |  | < 0.001 |  |  | 0.700 |  |  | 0.001 |
 Median | 52 | 57 | 62 |  | 62 | 62 |  | 61 | 64 |  |
 IQR | 45–57 | 49–63 | 53–67 |  | 49–77 | 56–66 |  | 52–63 | 58–71 |  |
Sex (%) | Â | Â | Â | 0.467 | Â | Â | 0.640 | Â | Â | 0.692 |
 Male | 14 (66.7%) | 28 (54.9%) | 111 (63.8%) |  | 6 (66.7%) | 17 (81.0%) |  | 25 (65.8%) | 81 (69.2%) |  |
 Female | 7 (33.3%) | 23 (45.1%) | 63 (36.2%) |  | 3 (33.3%) | 4 (19.0%) |  | 13 (34.2%) | 36 (30.8%) |  |
Sample type | ||||||||||
 Surgically resected tissue specimen | 21 | 51 | 174 |  |  |  |  |  |  |  |
 Small biopsy specimen |  |  |  |  | 9 | 21 |  | 38 | 36 |  |
 Cytology specimen |  |  |  |  |  |  |  |  | 81 |  |
Histologic characteristics no | ||||||||||
 Normal | 21 |  |  |  |  |  |  |  |  |  |
 PC |  | 10 |  |  |  |  |  |  |  |  |
 PSP |  | 13 |  |  |  |  |  |  |  |  |
 TB |  | 10 |  |  | 2 |  |  | 7 |  |  |
 COP |  | 10 |  |  |  |  |  | 2 |  |  |
 PIP |  | 3 |  |  |  |  |  |  |  |  |
 Non-TB infections |  |  |  |  | 3 |  |  | 8 |  |  |
 Inflammation |  | 3 |  |  | 4 |  |  | 19 |  |  |
 Granuloma |  | 2 |  |  |  |  |  | 1 |  |  |
 Hamartoma |  |  |  |  |  |  |  | 1 |  |  |
 AdC |  |  | 94 |  |  | 9 |  |  | 61 |  |
 SqCC |  |  | 76 |  |  | 6 |  |  | 28 |  |
 AdSqLC |  |  | 2 |  |  |  |  |  | 2 |  |
 LCC |  |  | 1 |  |  |  |  |  |  |  |
 SCLC |  |  |  |  |  | 5 |  |  | 23 |  |
 Carcinoma of unknown primary |  |  | 1 |  |  | 1 |  |  | 3 |  |
Nodule size | Â | Â | Â | e | Â | Â | e | Â | Â | e |
 < 0.8 cm |  |  | 7 |  | 2 |  |  | 10 | 1 |  |
 ≥ 0.8–2.0 cm |  | 3 | 35 |  | 1 | 1 |  | 2 | 20 |  |
 > 2.0–3.0 cm |  |  | 48 |  |  | 9 |  | 3 | 32 |  |
 > 3.0–5.0 cm |  | 1 | 52 |  |  | 4 |  | 4 | 42 |  |
 > 5.0 cm |  |  | 28 |  |  | 6 |  |  | 18 |  |
 Unclear LDCT featuresb | 21 | 44 |  |  | 5 |  |  | 12 | 1 |  |
 Not specifiedc |  | 3 | 4 |  | 1 | 1 |  | 7 | 3 |  |
Smoking statusd (%) | Â | Â | Â | 0.001 | Â | Â | e | Â | Â | 0.006 |
 Current smoker | 3 (14.3%) | 3 (5.9%) | 56 (32.2%) |  | 1 (11.1%) | 6 (28.6%) |  | 7 (18.4%) | 48 (41.0%) |  |
 Former smoker | 1 (4.8%) | 1 (2.0%) | 11 (6.3%) |  | 0 (0.0%) | 3 (14.3%) |  | 2 (5.3%) | 11 (9.4%) |  |
 Non-smoker | 15 (71.4%) | 40 (78.4%) | 90 (51.7%) |  | 1 (11.1%) | 8 (38.1%) |  | 16 (42.1%) | 40 (34.2%) |  |
 Not specified | 2 (9.5%) | 7 (13.7%) | 17 (9.8%) |  | 7 (77.8%) | 4 (19.0%) |  | 13 (34.2%) | 18 (15.4%) |  |