Table 1 Patient characteristics
Characteristic | Training cohort (n = 798) | Validation cohort | P-value | |
|---|---|---|---|---|
Internal validation cohort (n = 470) | External validation cohort (n = 279) | |||
A. Clinical characteristics | ||||
Age(year)a | 60.4 ± 9.5 | 60.9 ± 9.6 | 61.1 ± 9.6 | 0.596 |
Gender | 0.535 | |||
Men | 421(52.8%) | 252(53.6%) | 158(56.6%) | |
Women | 377(47.2%) | 218(46.4%) | 121(46.3%) | |
Smoking history | 0.606 | |||
Never smoked | 489(61.4%) | 276(58.7%) | 165(59.1%) | |
Ex- or current smoker | 308(38.6%) | 194(41.3%) | 114(40.9%) | |
CEA(ng/mL) | 0.097 | |||
<5 | 574(71.9%) | 350(74.5%) | 193(69.2%) | |
5–20 | 144(18.0%) | 84(74.5%) | 47(16.8%) | |
>20 | 80(10.0%) | 36(7.7%) | 39(14.0%) | |
CYFRA21-1(ng/mL) | 4.2 ± 11.1 | 4.1 ± 6.3 | 4.6 ± 7.6 | <0.001 |
Pathologic type | 0.101 | |||
Adenocarcinoma | 606(75.9%) | 331(70.4%) | 217(77.8%) | |
Squamous cell carcinoma | 169(21.2%) | 120(25.5%) | 51(18.3%) | |
Other | 23(2.9%) | 19(4.0%) | 11(3. 9%) | |
Clinical T category | 0.010 | |||
cT1 | 484(60.7%) | 297(63.2%) | 140(50.2%) | |
cT2 | 206(25.8%) | 108(23.0%) | 85(30.5%) | |
cT3 | 70(8.8%) | 49(10.4%) | 40(14.3%) | |
cT4 | 38(4.8%) | 16(3.4%) | 14(5.0%) | |
Clinical N category | 0.150 | |||
cN0 | 558(69.9%) | 340(72.3%) | 183(65.6%) | |
cN1 | 240(30.1%) | 130(27.7%) | 96(34.4%) | |
Postoperative treatment | 0.305 | |||
None | 540(67.7%) | 322(68.5%) | 173(62.0%) | |
Adjuvant chemoradiotherapy | 181(22.7%) | 109(23.2%) | 75(26.9%) | |
Targeted therapy | 28(3.5%) | 28(6.0%) | 8(2.9%) | |
Combination therapy | 49(6.1%) | 11(2.3%) | 23(8.2%) | |
Bone metastasis (+) | 147(18.4%) | 94(20.0%) | 55(19.7%) | 0.759 |
B. Semantic features | ||||
Nodule type | 0.054 | |||
Nonsolid | 131(16.4%) | 87(18.5%) | 52(18.6%) | |
Part solid | 103(12.9%) | 43(9.1%) | 20(7.2%) | |
Solid | 564(70.7%) | 340(72.3%) | 207(74.2%) | |
Location | 0.053 | |||
Central | 177(22.2%) | 94(20.0%) | 43(15.4%) | |
Peripheral | 621(77.8%) | 376(80.0%) | 236(84.6%) | |
Margin | 0.246 | |||
Clear | 458(57.4%) | 284(60.4%) | 175(62.7%) | |
Unclear | 340(42.6%) | 186(39.6%) | 104(37.3%) | |
Presence of spiculation | 245(30.7%) | 139(29.6%) | 103(36.9%) | 0.089 |
Presence of lobulation | 414(51.9%) | 158(33.6%) | 184(65.9%) | <0.001 |
Presence of air bronchogram | 153(19.2%) | 79(16.8%) | 64(22.9%) | 0.119 |
Presence of pleural attachment | 288(36.1%) | 156(33.2%) | 74(26.5%) | 0.014 |