Characteristics | Training cohort | Validation cohort | ||||
---|---|---|---|---|---|---|
Non-PAL (n = 1401) | PAL (n = 259) | P | Non-PAL (n = 471) | PAL (n = 82) | P | |
Age (years), median (IQR) | 58.0 (51.0–65.0) | 62.0 (54.0–69.0) | <0.001 | 57.0 (51.0–65.0) | 63.0 (55.5–69.0) | 0.002 |
Gender, n (%) | Â | Â | <0.001 | Â | Â | <0.001 |
 Female | 842 (60.1) | 123 (47.5) |  | 284 (60.3) | 25 (30.5) |  |
 Male | 559 (39.9) | 136 (52.5) |  | 187 (39.7) | 57 (69.5) |  |
BMI (kg/m2), median (IQR) | 24.9 (22.9–27.1) | 24.0 (22.1–26.0) | <0.001 | 25.3 (23.0–27.3) | 24.1 (22.3–26.6) | 0.052 |
Smoking history, n (%) | Â | Â | <0.001 | Â | Â | 0.009 |
 Non-smoker | 1074 (76.7) | 154 (59.5) |  | 348 (73.9) | 49 (59.8) |  |
 Smoker | 327 (23.3) | 105 (40.5) |  | 123 (26.1) | 33 (40.2) |  |
Hypertension, n (%) | Â | Â | 0.299 | Â | Â | 0.872 |
 No | 1023 (73.0) | 181 (69.9) |  | 329 (69.9) | 58 (70.7) |  |
 Yes | 378 (27.0) | 78 (30.1) |  | 142 (30.1) | 24 (29.3) |  |
Diabetes mellitus, n (%) | Â | Â | 0.983 | Â | Â | 0.760 |
 No | 1211 (86.4) | 224 (86.5) |  | 419 (89.0) | 72 (87.8) |  |
 Yes | 190 (13.6) | 35 (13.5) |  | 52 (11.0) | 10 (12.2) |  |
COPD, n (%) | Â | Â | 0.028 | Â | Â | 0.219 |
 No | 1391 (99.3) | 253 (97.7) |  | 467 (99.2) | 80 (97.6) |  |
 Yes | 10 (0.7) | 6 (2.3) |  | 4 (0.8) | 2 (2.4) |  |
Neoadjuvant therapy, n (%) | Â | Â | 0.066 | Â | Â | 0.383 |
 No | 1381 (98.6) | 251 (96.9) |  | 460 (97.7) | 82 (100.0) |  |
 Yes | 20 (1.4) | 8 (3.1) |  | 11 (2.3) | 0 |  |
History of thoracic surgery, n (%) | Â | Â | 0.560 | Â | Â | 0.107 |
 No | 1381 (98.6) | 257 (99.2) |  | 469 (99.6) | 80 (97.6) |  |
 Yes | 20 (1.4) | 2 (0.8) |  | 2 (0.4) | 2 (2.4) |  |
FEV1 % predicted (%), median (IQR) | 105.3 (93.9–116.0) | 100.5 (87.1–113.2) | <0.001 | 105.3 (95.4–115.8) | 99.2 (86.9–111.4) | <0.001 |
MVV % predicted (%), median (IQR) | 103.2 (91.1–116.0) | 98.2 (85.1–112.1) | <0.001 | 104.9 (92.5–117.1) | 95.2 (85.7–107.3) | <0.001 |
Blood type, n (%) | Â | Â | 0.188 | Â | Â | 0.199 |
 A | 396 (28.3) | 83 (32.0) |  | 140 (29.7) | 18 (22.0) |  |
 B | 490 (35.0) | 88 (34.0) |  | 151 (32.1) | 34 (41.5) |  |
 AB | 148 (10.6) | 17 (6.6) |  | 53 (11.3) | 12 (14.6) |  |
 O | 367 (26.2) | 71 (27.4) |  | 127 (27.0) | 18 (22.0) |  |
Lymphocyte (×109/L), median (IQR) | 1.79 (1.46–2.20) | 1.73 (1.41–2.13) | 0.075 | 1.78 (1.49–2.16) | 1.68 (1.43–2.20) | 0.306 |
Albumin (g/L), median (IQR) | 59.8 (57.6–61.9) | 59.9 (57.6–62.2) | 0.395 | 59.7 (57.4–61.9) | 60.1 (57.7–62.1) | 0.765 |
PNI (%), median (IQR) | 69.0 (66.1–71.6) | 68.8 (65.8–72.0) | 0.992 | 69.0 (66.0–72.0) | 68.8 (65.0–72.1) | 0.840 |
ASA score, n (%) | Â | Â | 0.005 | Â | Â | 0.355 |
 I | 143 (10.2) | 19 (7.3) |  | 46 (9.8) | 4 (4.9) |  |
 II | 1228 (87.7) | 226 (87.3) |  | 406 (86.2) | 74 (90.2) |  |
 III | 30 (2.1) | 14 (5.4) |  | 19 (4.0) | 4 (4.9) |  |
Surgical technique, n (%) | Â | Â | 0.316 | Â | Â | 0.066 |
 RATS | 453 (32.3) | 92 (35.5) |  | 176 (37.4) | 22 (26.8) |  |
 VATS | 948 (67.7) | 167 (64.5) |  | 295 (62.6) | 60 (73.2) |  |
Surgical procedure, n (%) | Â | Â | <0.001 | Â | Â | <0.001 |
 Sublobar resection | 712 (50.8) | 68 (26.3) |  | 239 (50.7) | 22 (26.8) |  |
 Lobectomy | 689 (49.2) | 191 (73.7) |  | 232 (49.3) | 60 (73.2) |  |
Surgical range, n (%) | Â | Â | 0.001 | Â | Â | 0.288 |
 Mono-lobe | 1219 (87.0) | 205 (79.2) |  | 416 (88.3) | 69 (84.1) |  |
 Multi-lobe | 182 (13.0) | 54 (20.8) |  | 55 (11.7) | 13 (15.9) |  |
Operation side, n (%) | Â | Â | 0.141 | Â | Â | 0.388 |
 Left-sided | 543 (38.8) | 113 (43.6) |  | 183 (38.9) | 36 (43.9) |  |
 Right-sided | 858 (61.2) | 146 (56.4) |  | 288 (61.1) | 46 (56.1) |  |
Operation duration (min), median (IQR) | 90.0 (70.0–115.0) | 110 (85.0–140.0) | <0.001 | 90.0 (70.0–110.0) | 107.5 (80.0–125.0) | <0.001 |
Number of LNs dissected, median (IQR) | 6.0 (4.0–9.0) | 8.0 (5.0–12.0) | <0.001 | 6.0 (4.0–9.0) | 7.5 (5.0–12.3) | 0.001 |
Tumor size (cm), median (IQR) | 1.3 (0.9–2.0) | 1.5 (1.2–2.5) | <0.001 | 1.3 (0.9–2.0) | 2.0 (1.5–3.0) | <0.001 |