Characteristics | Training Cohort(n = 395) | Validation cohort(n = 168) | ||||
---|---|---|---|---|---|---|
Non-IACs(n = 273) | IACs(n = 122) | P | Non-IACs(n = 116) | IACs(n = 52) | P | |
Gender, n (%) | 0.009 | 0.779 | ||||
Female | 187 (68.5) | 67 (54.9) | 74 (63.8) | 32 (61.5) | ||
Male | 86 (31.5) | 55 (45.1) | 42 (36.2) | 20 (38.5) | ||
Hypertension, n (%) | 0.075 | 0.643 | ||||
No | 215 (78.8) | 86 (70.5) | 83 (71.6) | 39 (75.0) | ||
Yes | 58 (21.2) | 36 (29.5) | 33 (28.4) | 13 (25.0) | ||
Diabetes, n (%) | 0.786 | 0.114 | ||||
No | 246 (90.1) | 111 (91.0) | 104 (89.7) | 42 (80.8) | ||
Yes | 27 (9.9) | 11 (9.0) | 12 (10.3) | 10 (19.2) | ||
COPD, n (%) | 0.406 | 0.134 | ||||
No | 271 (99.3) | 120 (98.4) | 116 (100.0) | 51 (98.1) | ||
Yes | 2 (0.7) | 2 (1.6) | 0 (0.0) | 1 (1.9) | ||
Smoking history, n (%) | 0.013 | 0.798 | ||||
Non-smoker | 234 (85.7) | 92 (75.4) | 94 (81.0) | 43 (82.7) | ||
Smoker | 39 (14.3) | 30 (24.6) | 22 (19.0) | 9 (17.3) | ||
Blood type, n (%) | 0.032 | 0.92 | ||||
A | 88 (32.2) | 31 (25.4) | 31 (26.7) | 16 (30.8) | ||
B | 74 (27.1) | 45 (36.9) | 41 (35.3) | 19 (36.5) | ||
AB | 35 (12.8) | 23 (18.9) | 13 (11.2) | 5 (9.6) | ||
O | 76 (27.8) | 23 (18.9) | 31 (26.7) | 12 (23.1) | ||
ASA, n (%) | 0.541 | 0.262 | ||||
1 | 44 (16.1) | 16 (13.1) | 13 (11.2) | 4 (7.7) | ||
2 | 227 (83.2) | 104 (85.2) | 103 (88.8) | 47 (90.4) | ||
3 | 2 (0.7) | 2 (1.6) | 0 (0.0) | 1 (1.9) | ||
Location, n (%) | < 0.001 | 0.853 | ||||
Centrality | 15 (5.5) | 20 (16.4) | 8 (6.9) | 4 (7.7) | ||
Peripherality | 258 (94.5) | 102 (83.6) | 108 (93.1) | 48 (92.3) | ||
Shape, n (%) | < 0.001 | 0.007 | ||||
Regularity | 189 (69.2) | 46 (37.7) | 77 (66.4) | 23 (44.2) | ||
Irregularity | 84 (30.8) | 76 (62.3) | 39 (33.6) | 29 (55.8) | ||
Spiculation, n (%) | < 0.001 | 0.03 | ||||
No | 171 (62.6) | 48 (39.3) | 70 (60.3) | 22 (42.3) | ||
Yes | 102 (37.4) | 74 (60.7) | 46 (39.7) | 30 (57.7) | ||
Cavitation sign, n (%) | 0.543 | 0.336 | ||||
No | 243 (89.0) | 106 (86.9) | 106 (91.4) | 45 (86.5) | ||
Yes | 30 (11.0) | 16 (13.1) | 10 (8.6) | 7 (13.5) | ||
Calcification, n (%) | 0.034 | NA | ||||
No | 273 (100.0) | 120 (98.4) | 116 (100.0) | 52 (100.0) | ||
Yes | 0 (0.0) | 2 (1.6) | 0(0) | 0(0) | ||
Vascular penetration sign, n (%) | < 0.001 | 0.04 | ||||
No | 112 (41.0) | 27 (22.1) | 53 (45.7) | 15 (28.8) | ||
Yes | 161 (59.0) | 95 (77.9) | 63 (54.3) | 37 (71.2) | ||
Pleural adhesions, n (%) | < 0.001 | 0.059 | ||||
No | 195 (71.4) | 59 (48.4) | 82 (70.7) | 29 (55.8) | ||
Yes | 78 (28.6) | 63 (51.6) | 34 (29.3) | 23 (44.2) | ||
Bronchus sign, n (%) | < 0.001 | 0.005 | ||||
No | 245 (89.7) | 81 (66.4) | 98 (84.5) | 34 (65.4) | ||
Yes | 28 (10.3) | 41 (33.6) | 18 (15.5) | 18 (34.6) | ||
Lobulation, n (%) | < 0.001 | 0.001 | ||||
No | 236 (86.4) | 80 (65.6) | 99 (85.3) | 33 (63.5) | ||
Yes | 37 (13.6) | 42 (34.4) | 17 (14.7) | 19 (36.5) | ||
Lymph node enlargement sign, n (%) | 0.142 | 0.555 | ||||
No | 252 (92.3) | 107 (87.7) | 104 (89.7) | 45 (86.5) | ||
Yes | 21 (7.7) | 15 (12.3) | 12 (10.3) | 7 (13.5) | ||
Pleural effusion sign, n (%) | 0.558 | NA | ||||
No | 272 (99.6) | 121 (99.2) | 116 (100.0) | 52 (100.0) | ||
Yes | 1 (0.4) | 1 (0.8) | 0(0) | 0(0) | ||
Albumin (g/L), median (IQR) | 60.00 (57.90, 61.90) | 60.45 (58.42, 61.98) | 0.188 | 59.85 (57.58, 61.92) | 60.60 (58.58, 63.02) | 0.032 |
Lymphocyte (×109/L), median (IQR) | 1.86 (1.53, 2.19) | 1.86 (1.45, 2.29) | 0.932 | 1.81 (1.47, 2.19) | 1.83 (1.49, 2.19) | 0.986 |
PNI (%), median (IQR) | 69.20 (66.90, 71.90) | 69.68 (66.46, 72.35) | 0.278 | 69.47 (66.58, 71.18) | 69.40 (67.79, 72.03) | 0.21 |
Neutrophil (×109/L), median (IQR) | 2.96 (2.42, 3.46) | 3.00 (2.48, 3.80) | 0.323 | 3.03 (2.55, 3.91) | 2.87 (2.38, 3.86) | 0.595 |
Eosinophil (×109/L), median (IQR) | 0.09 (0.06, 0.15) | 0.12 (0.06, 0.21) | 0.033 | 0.10 (0.07, 0.16) | 0.09 (0.06, 0.16) | 0.603 |
Basophil (×109/L), median (IQR) | 0.03 (0.02, 0.04) | 0.03 (0.02, 0.04) | 0.284 | 0.03 (0.02, 0.04) | 0.03 (0.02, 0.03) | 0.184 |
Monocyte (×109/L), median (IQR) | 0.39 (0.32, 0.48) | 0.42 (0.33, 0.49) | 0.117 | 0.42 (0.35, 0.51) | 0.42 (0.33, 0.54) | 0.739 |
Erythrocyte (×1012/L), median (IQR) | 4.46 (4.18, 4.75) | 4.54 (4.29, 4.93) | 0.059 | 4.44 (4.16, 4.78) | 4.55 (4.17, 4.86) | 0.291 |
Hemoglobin (g/L), median (IQR) | 135.00 (128.00, 144.00) | 139.50 (130.00, 149.00) | 0.041 | 134.00 (127.00, 143.25) | 139.00 (126.75, 148.50) | 0.33 |
Platelet (×109/L), median (IQR) | 232.00 (207.00, 272.00) | 239.00 (209.50, 276.00) | 0.622 | 237.50 (201.25, 281.50) | 234.50 (205.25, 257.25) | 0.616 |
NLR (%), median (IQR) | 1.60 (1.28, 2.03) | 1.67 (1.27, 2.23) | 0.363 | 1.71 (1.35, 2.11) | 1.67 (1.22, 2.19) | 0.826 |
PLR (%), median (IQR) | 128.66 (107.41, 153.85) | 131.50 (104.25, 166.56) | 0.587 | 137.07 (106.19, 162.07) | 130.97 (99.35, 159.77) | 0.746 |
MLR (%), median (IQR) | 0.21 (0.17, 0.27) | 0.22 (0.18, 0.28) | 0.161 | 0.22 (0.18, 0.27) | 0.22 (0.19, 0.28) | 0.918 |
dNLR (%), median (IQR) | 1.25 (1.00, 1.50) | 1.26 (1.01, 1.63) | 0.536 | 1.26 (1.00, 1.54) | 1.26 (0.91, 1.60) | 0.802 |
NLPR (%), median (IQR) | 0.01 (0.01, 0.01) | 0.01 (0.00, 0.01) | 0.496 | 0.01 (0.01, 0.01) | 0.01 (0.01, 0.01) | 0.862 |
SIRI (%), median (IQR) | 0.59 (0.46, 0.89) | 0.66 (0.48, 0.92) | 0.132 | 0.65 (0.49, 0.95) | 0.63 (0.45, 1.14) | 0.809 |
AISI (%), median (IQR) | 143.50 (96.94, 213.11) | 161.29 (112.10, 227.89) | 0.119 | 161.00 (109.14, 259.27) | 152.14 (95.38, 228.30) | 0.869 |
SII (%), median (IQR) | 362.80 (284.64, 487.08) | 392.56 (307.21, 513.13) | 0.208 | 393.73 (282.70, 541.46) | 369.95 (277.57, 516.84) | 0.588 |
PIV (%), median (IQR) | 143.50 (96.94, 213.11) | 161.29 (112.10, 227.89) | 0.119 | 161.00 (109.14, 259.27) | 152.14 (95.38, 228.30) | 0.869 |
Blood sugar(mmol/L), median (IQR) | 5.04 (4.69, 5.52) | 5.10 (4.71, 5.67) | 0.455 | 5.04 (4.69, 5.61) | 5.22 (4.89, 5.71) | 0.092 |
Complement C1q(mg/L), median (IQR) | 171.60 (153.90, 190.10) | 171.80 (153.98, 192.02) | 0.811 | 169.50 (149.85, 190.50) | 166.70 (154.23, 188.52) | 0.76 |
LDH (U/L), median (IQR) | 191.00 (172.00, 212.00) | 188.50 (167.25, 218.75) | 0.845 | 195.00 (167.50, 214.50) | 193.50 (161.50, 219.25) | 0.825 |
SA (mg/dL), median (IQR) | 52.80 (48.80, 56.50) | 53.40 (49.02, 58.27) | 0.207 | 52.50 (48.77, 57.28) | 53.45 (49.53, 59.20) | 0.434 |
5’-NT (U/L), median (IQR) | 4.00 (3.00, 5.00) | 4.00 (3.00, 5.00) | 0.653 | 4.00 (3.00, 5.00) | 4.00 (3.00, 5.00) | 0.251 |
Pro-GRP (pg/mL), median (IQR) | 41.96 (33.49, 46.73) | 41.83 (32.18, 45.64) | 0.479 | 41.96 (32.49, 45.72) | 41.64 (32.70, 42.81) | 0.724 |
SCC (ng/mL), median (IQR) | 1.03 (0.82, 1.73) | 1.04 (0.72, 1.59) | 0.258 | 1.03 (0.76, 1.76) | 1.09 (0.70, 1.83) | 0.684 |
Cyfra21-1 (ng/mL), median (IQR) | 2.28 (1.55, 2.37) | 2.32 (1.82, 2.73) | 0.035 | 2.19 (1.50, 2.44) | 2.27 (1.67, 2.43) | 0.563 |
CEA (ng/mL), median (IQR) | 2.28 (1.36, 2.43) | 2.32 (1.65, 3.14) | 0.013 | 2.04 (1.26, 2.45) | 2.32 (1.91, 2.64) | 0.052 |
CA125 (U/mL), median (IQR) | 10.72 (7.52, 11.20) | 10.72 (7.64, 12.28) | 0.366 | 10.72 (7.40, 11.72) | 10.22 (7.65, 10.72) | 0.613 |
NSE (ng/mL), median (IQR) | 19.45 (16.70, 20.50) | 19.35 (14.90, 22.05) | 0.505 | 19.42 (15.75, 21.00) | 17.60 (15.40, 19.49) | 0.3 |
Age (years), median (IQR) | 55.00 (46.00, 60.00) | 61.00 (52.00, 67.00) | < 0.001 | 56.00 (47.75, 62.00) | 60.00 (53.50, 65.25) | 0.041 |
BMI (kg/m2), median (IQR) | 24.39 (22.27, 26.35) | 24.57 (22.62, 26.20) | 0.712 | 24.65 (22.48, 26.32) | 24.90 (22.65, 27.14) | 0.448 |
FEV1% predicted (%), median (IQR) | 105.92 (96.93, 113.73) | 109.20 (95.46, 118.07) | 0.204 | 105.32 (94.40, 113.67) | 102.44 (93.88, 112.58) | 0.747 |
MVV% predicted (%), median (IQR) | 103.87 (91.91, 116.64) | 106.58 (91.88, 119.90) | 0.183 | 103.80 (91.20, 115.39) | 103.85 (88.55, 112.29) | 0.717 |
Maximum diameter (cm), median (IQR) | 0.80 (0.70, 1.10) | 1.40 (1.20, 1.70) | < 0.001 | 0.80 (0.70, 1.00) | 1.20 (1.00, 1.50) | < 0.001 |