Variable | Description (n = 636) | Training set (n = 445) | Testing set (n = 191) | Statistical magnitude | P |
---|---|---|---|---|---|
Gender, n (%) |  |  |  | χ2 = 0.383 | 0.536 |
 Male | 425 (66.82) | 294 (66.07) | 131 (68.59) |  |  |
 Female | 211 (33.18) | 151 (33.93) | 60 (31.41) |  |  |
Age, Mean ± SD | 70.82 ± 9.88 | 70.62 ± 9.91 | 71.27 ± 9.80 | t =  − 0.757 | 0.449 |
BMI, Mean ± SD | 23.48 ± 2.95 | 23.42 ± 3.01 | 23.61 ± 2.79 | t =  − 0.750 | 0.453 |
Acute exacerbation in previous 1 year, n (%) |  |  |  | χ2 = 1.740 | 0.187 |
 No | 430 (67.61) | 308 (69.21) | 122 (63.87) |  |  |
 Yes | 206 (32.39) | 137 (30.79) | 69 (36.13) |  |  |
Smoking status, n(%) |  |  |  | Z = 0.336 | 0.737 |
 Never smoked | 321 (50.47) | 229 (51.46) | 92 (48.17) |  |  |
 Smoked before | 93 (14.62) | 59 (13.26) | 34 (17.80) |  |  |
 Smoker at present | 222 (34.91) | 157 (35.28) | 65 (34.03) |  |  |
  Daily amount of smoking, M (Q1, Q3) | 0.00 (0.00, 15.00) | 0.00 (0.00, 12.00) | 0.00 (0.00, 15.00) | Z =  − 0.135 | 0.893 |
  Duration of smoking, M (Q1, Q3) | 0.00 (0.00, 30.00) | 0.00 (0.00, 30.00) | 0.00 (0.00, 30.00) | Z =  − 0.243 | 0.808 |
 Number of years of smoking packets, M (Q1, Q3) | 0.00 (0.00, 21.00) | 0.00 (0.00, 25.00) | 0.00 (0.00, 20.00) | Z =  − 0.133 | 0.894 |
LAMA, n(%) |  |  |  | χ2 = 1.067 | 0.302 |
 No | 479 (75.31) | 330 (74.16) | 149 (78.01) |  |  |
 Yes | 157 (24.69) | 115 (25.84) | 42 (21.99) |  |  |
SAMA, n(%) |  |  |  | χ2 = 0.861 | 0.353 |
 No | 634 (99.69) | 443 (99.55) | 191 (100.00) |  |  |
 Yes | 2 (0.31) | 2 (0.45) | 0 (0.00) |  |  |
LABA, n(%) |  |  |  | χ2 = 0.035 | 0.852 |
 No | 413 (64.94) | 290 (65.17) | 123 (64.40) |  |  |
 Yes | 223 (35.06) | 155 (34.83) | 68 (35.60) |  |  |
SABA, n(%) |  |  |  | χ2 = 0.189 | 0.664 |
 No | 555 (87.26) | 390 (87.64) | 165 (86.39) |  |  |
 Yes | 81 (12.74) | 55 (12.36) | 26 (13.61) |  |  |
PDE4I, n(%) |  |  |  | χ2 = 0.129 | 0.720 |
 No | 617 (97.01) | 431 (96.85) | 186 (97.38) |  |  |
 Yes | 19 (2.99) | 14 (3.15) | 5 (2.62) |  |  |
ICS, n(%) |  |  |  | χ2 = 0.101 | 0.751 |
 No | 422 (66.35) | 297 (66.74) | 125 (65.45) |  |  |
 Yes | 214 (33.65) | 148 (33.26) | 66 (34.55) |  |  |
Congestive heart-failure, n (%) |  |  |  | χ2 = 0.004 | 0.950 |
 No | 572 (89.94) | 400 (89.89) | 172 (90.05) |  |  |
 Yes | 64 (10.06) | 45 (10.11) | 19 (9.95) |  |  |
Diabetes, n (%) |  |  |  | χ2 = 2.515 | 0.113 |
 No | 498 (78.30) | 356 (80.00) | 142 (74.35) |  |  |
 Yes | 138 (21.70) | 89 (20.00) | 49 (25.65) |  |  |
Hypertension, n (%) |  |  |  | χ2 = 0.507 | 0.476 |
 No | 280 (44.03) | 200 (44.94) | 80 (41.88) |  |  |
 Yes | 356 (55.97) | 245 (55.06) | 111 (58.12) |  |  |
Atrial fibrillation, n (%) |  |  |  | χ2 = 0.124 | 0.725 |
 No | 596 (93.71) | 418 (93.93) | 178 (93.19) |  |  |
 Yes | 40 (6.29) | 27 (6.07) | 13 (6.81) |  |  |
Combined with other diseases, n (%) |  |  |  | χ2 = 1.130 | 0.288 |
 No | 432 (67.92) | 308 (69.21) | 124 (64.92) |  |  |
 Yes | 204 (32.08) | 137 (30.79) | 67 (35.08) |  |  |
Systolic blood pressure, Mean ± SD | 133.46 ± 17.34 | 132.66 ± 16.44 | 135.31 ± 19.16 | t =  − 1.665 | 0.097 |
Diastolic blood pressure, Mean ± SD | 78.73 ± 10.82 | 78.21 ± 10.42 | 79.95 ± 11.62 | t =  − 1.859 | 0.063 |
Respiratory rate, Mean ± SD | 19.28 ± 2.53 | 19.17 ± 2.41 | 19.52 ± 2.77 | t =  − 1.604 | 0.109 |
Temperature, Mean ± SD | 36.86 ± 0.56 | 36.85 ± 0.54 | 36.90 ± 0.60 | t =  − 1.055 | 0.292 |
Heart rate, Mean ± SD | 81.65 ± 11.35 | 81.40 ± 11.24 | 82.24 ± 11.60 | t =  − 0.860 | 0.390 |
Hb, Mean ± SD | 132.51 ± 17.26 | 132.36 ± 17.41 | 132.85 ± 16.88 | t =  − 0.328 | 0.743 |
RBC, Mean ± SD | 4.33 ± 0.55 | 4.32 ± 0.55 | 4.35 ± 0.54 | t =  − 0.654 | 0.514 |
WBC, M (Q1, Q3) | 6.90 (5.53, 8.93) | 6.85 (5.53, 8.68) | 7.18 (5.50, 9.64) | Z = 1.141 | 0.254 |
PLT, M (Q1, Q3) | 188.50 (151.75, 235.00) | 189.00 (155.00, 234.00) | 187.00 (144.50, 239.00) | Z =  − 0.845 | 0.398 |
NEUT, M (Q1, Q3) | 4.68 (3.53, 6.65) | 4.54 (3.52, 6.41) | 5.13 (3.54, 7.11) | Z = 1.663 | 0.096 |
Percentage of neutrophils, Mean ± SD | 70.54 ± 11.65 | 69.96 ± 11.43 | 71.90 ± 12.03 | t =  − 1.926 | 0.055 |
LYM, M (Q1, Q3) | 1.29 (0.91, 1.80) | 1.28 (0.93, 1.80) | 1.31 (0.85, 1.79) | Z =  − 0.681 | 0.496 |
Percentage of lymphocytes, M (Q1, Q3) | 19.42 (12.47, 27.13) | 19.60 (12.80, 27.50) | 18.90 (11.25, 26.30) | Z =  − 1.593 | 0.111 |
MONO, M (Q1, Q3) | 0.44 (0.33, 0.60) | 0.44 (0.34, 0.60) | 0.44 (0.33, 0.61) | Z =  − 0.826 | 0.409 |
Percentage of monocytes, M (Q1, Q3) | 6.30 (4.90, 8.00) | 6.40 (5.00, 8.20) | 6.10 (4.80, 7.80) | Z =  − 1.907 | 0.057 |
EOS, M (Q1, Q3) | 0.10 (0.03, 0.19) | 0.10 (0.03, 0.19) | 0.08 (0.03, 0.16) | Z =  − 0.577 | 0.564 |
Percentage of eosinophils, M(Q1, Q3) | 1.46 (0.40, 2.90) | 1.50 (0.40, 3.00) | 1.40 (0.40, 2.55) | Z =  − 0.830 | 0.406 |
RDW, Mean ± SD | 13.20 ± 1.05 | 13.20 ± 1.04 | 13.20 ± 1.06 | t = 0.053 | 0.957 |
ALT, M (Q1, Q3) | 15.50 (11.00, 23.00) | 15.40 (11.00, 23.00) | 15.60 (10.00, 23.35) | Z =  − 0.244 | 0.807 |
AST, M (Q1, Q3) | 18.00 (14.00, 23.10) | 18.00 (14.30, 23.70) | 17.30 (13.25, 22.20) | Z =  − 1.658 | 0.097 |
TBIL, M (Q1, Q3) | 9.35 (6.70, 13.30) | 9.60 (6.80, 13.40) | 9.00 (6.60, 12.45) | Z =  − 0.492 | 0.623 |
ALB, Mean ± SD | 39.89 ± 4.67 | 39.95 ± 4.78 | 39.74 ± 4.38 | t = 0.521 | 0.602 |
BUN, M (Q1, Q3) | 5.44 (4.45, 6.68) | 5.47 (4.43, 6.77) | 5.36 (4.51, 6.64) | Z =  − 0.221 | 0.825 |
Cr, M (Q1, Q3) | 76.20 (64.40, 93.75) | 75.80 (64.00, 92.50) | 78.70 (65.20, 93.95) | Z = 1.035 | 0.301 |
Uric acid, M (Q1, Q3) | 288.50 (226.00, 352.00) | 289.00 (232.00, 355.00) | 287.00 (215.50, 347.00) | Z =  − 0.829 | 0.407 |
Hypersensitive C-reactive protein, M (Q1, Q3) | 8.40 (2.00, 36.67) | 8.00 (2.20, 34.40) | 9.30 (1.75, 43.15) | Z = 0.697 | 0.486 |
mMRC grade, n (%) |  |  |  | Z = 1.634 | 0.102 |
 0 | 1 (0.16) | 0 (0.00) | 1 (0.52) |  |  |
 1 | 138 (21.70) | 103 (23.15) | 35 (18.32) |  |  |
 2 | 279 (43.87) | 196 (44.04) | 83 (43.46) |  |  |
 3 | 189 (29.72) | 131 (29.44) | 58 (30.37) |  |  |
 4 | 29 (4.56) | 15 (3.37) | 14 (7.33) |  |  |
CAT score, Mean ± SD | 20.28 ± 5.34 | 20.16 ± 5.19 | 20.58 ± 5.67 | t =  − 0.917 | 0.360 |
FEV1, M (Q1, Q3) | 1.60 (1.10, 2.21) | 1.60 (1.09, 2.21) | 1.64 (1.12, 2.20) | Z = 0.081 | 0.936 |
FVC, M (Q1, Q3) | 2.26 (1.66, 3.64) | 2.23 (1.65, 3.60) | 2.30 (1.67, 3.67) | Z = 0.381 | 0.704 |
FEV1/FVC, Mean ± SD | 67.25 ± 13.27 | 67.23 ± 13.17 | 67.30 ± 13.50 | t =  − 0.060 | 0.952 |
FEV1 in predicted value FEV1, Mean ± SD | 55.33 ± 17.82 | 55.81 ± 17.73 | 54.19 ± 17.97 | t = 1.048 | 0.295 |
Use of systemic glucocorticoid, n (%) |  |  |  | χ2 = 2.348 | 0.126 |
 No | 472 (74.21) | 338 (75.96) | 134 (70.16) |  |  |
 Yes | 164 (25.79) | 107 (24.04) | 57 (29.84) |  |  |
Antibacterial agents, n (%) |  |  |  | χ2 = 1.642 | 0.200 |
 No | 13 (2.04) | 7 (1.57) | 6 (3.14) |  |  |
 Yes | 623 (97.96) | 438 (98.43) | 185 (96.86) |  |  |
Oxygen therapy, n (%) |  |  |  | χ2 = 0.220 | 0.639 |
 No | 126 (19.81) | 86 (19.33) | 40 (20.94) |  |  |
 Yes | 510 (80.19) | 359 (80.67) | 151 (79.06) |  |  |
Mechanical ventilation, n (%) |  |  |  | χ2 = 0.098 | 0.755 |
 No | 628 (98.74) | 439 (98.65) | 189 (98.95) |  |  |
 Noninvasive ventilation | 8 (1.26) | 6 (1.35) | 2 (1.05) |  |  |
Group, n (%) |  |  |  | χ2 = 1.687 | 0.194 |
 Non-readmission group | 449 (70.60) | 321 (72.13) | 128 (67.02) |  |  |
 Readmission group | 187 (29.40) | 124 (27.87) | 63 (32.98) |  |  |