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 (%) | 0.467 | 0.640 | 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 | e | e | 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 (%) | 0.001 | e | 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%) |