Table 1 Characteristics of included patients according to the clusters of serum phosphate levels.
Total | Cluster 1 | Cluster 2 | Cluster 3 | Cluster 4 | Cluster 5 | P value | SMD | |
|---|---|---|---|---|---|---|---|---|
N | 8586 | 2881 | 1949 | 2495 | 462 | 799 | ||
Age (years) | 66.81 (54.29, 78.59) | 67.91 (55.52, 79.78) | 67.44 (54.94, 78.81) | 65.89 (52.48, 78.11) | 63.53 (52.24, 74.83) | 65.90 (53.87, 77.23) | < 0.001 | 0.106 |
BMI (kg/m2) | 27.29 (23.49, 32.15) | 26.87 (23.09, 31.31) | 27.99 (23.97, 33.18) | 27.06 (23.47, 31.90) | 27.55 (23.80, 33.50) | 27.65 (24.06, 32.41) | 0.346 | 0.05 |
Male (%) | 4767 (55.5) | 1583 (54.9) | 1065 (54.6) | 1340 (53.7) | 290 (62.8) | 489 (61.2) | < 0.001 | 0.1 |
Body temperature (℃) | 37.05 (36.50, 37.70) | 37.13 (36.60, 37.75) | 36.98 (36.47, 37.47) | 37.15 (36.60, 37.80) | 36.76 (36.21, 37.40) | 37.00 (36.42, 37.67) | < 0.001 | 0.18 |
Ethnicity (%) | < 0.001 | 0.16 | ||||||
Asian | 214 (2.5) | 84 (2.9) | 33 (1.7) | 60 (2.4) | 9 (1.9) | 28 (3.5) | ||
Black | 839 (9.8) | 207 (7.2) | 201 (10.3) | 258 (10.3) | 71 (15.4) | 102 (12.8) | ||
Other/unknown | 1028 (12.0) | 326 (11.3) | 229 (11.7) | 307 (12.3) | 49 (10.6) | 117 (14.6) | ||
White | 6505 (75.8) | 2264 (78.6) | 1486 (76.2) | 1870 (74.9) | 333 (72.1) | 552 (69.1) | ||
Admission type (%) | < 0.001 | 0.131 | ||||||
Elective | 684 (8.0) | 261 (9.1) | 170 (8.7) | 190 (7.6) | 15 (3.2) | 48 (6.0) | ||
Emergency | 7740 (90.1) | 2580 (89.6) | 1735 (89.0) | 2250 (90.2) | 440 (95.2) | 735 (92.0) | ||
Urgent | 162 (1.9) | 40 (1.4) | 44 (2.3) | 55 (2.2) | 7 (1.5) | 16 (2.0) | ||
Service unit (%) | < 0.001 | 0.208 | ||||||
CCU | 974 (11.3) | 262 (9.1) | 279 (14.3) | 255 (10.2) | 66 (14.3) | 112 (14.0) | ||
CSRU | 890 (10.4) | 283 (9.8) | 193 (9.9) | 288 (11.5) | 33 (7.1) | 93 (11.6) | ||
MICU | 4417 (51.4) | 1424 (49.4) | 955 (49.0) | 1354 (54.3) | 256 (55.4) | 428 (53.6) | ||
SICU | 1436 (16.7) | 520 (18.0) | 322 (16.5) | 393 (15.8) | 77 (16.7) | 124 (15.5) | ||
TSICU | 869 (10.1) | 392 (13.6) | 200 (10.3) | 205 (8.2) | 30 (6.5) | 42 (5.3) | ||
Laboratory tests | ||||||||
pH | 7.37 (7.32, 7.42) | 7.38 (7.34, 7.42) | 7.35 (7.30, 7.40) | 7.39 (7.34, 7.44) | 7.31 (7.25, 7.37) | 7.36 (7.30, 7.41) | < 0.001 | 0.48 |
SO2 (%) | 97.00 (94.67, 98.00) | 97.00 (95.00, 98.00) | 96.73 (94.00, 98.00) | 97.00 (94.50, 98.00) | 96.00 (93.50, 98.00) | 97.00 (95.00, 98.00) | < 0.001 | 0.102 |
BE (mmol/L) | −1.00 (−4.00, 1.50) | −0.44 (−3.00, 1.50) | −1.50 (−5.00, 1.00) | −0.14 (−3.04, 2.50) | −5.00 (−8.75, −1.42) | −2.50 (−6.00, 0.66) | < 0.001 | 0.459 |
Bicarbonate (mmol/L) | 22.00 (18.00, 25.00) | 22.00 (19.00, 25.00) | 21.00 (17.00, 24.00) | 22.00 (19.00, 25.00) | 17.00 (14.00, 21.00) | 20.00 (16.00, 23.50) | < 0.001 | 0.441 |
Calcium (mmol/L) | 1.11 (1.06, 1.16) | 1.12 (1.07, 1.16) | 1.11 (1.06, 1.16) | 1.11 (1.07, 1.16) | 1.09 (1.02, 1.15) | 1.11 (1.05, 1.16) | 0.018 | 0.087 |
Potassium (mmol/L) | 4.60 (4.10, 5.20) | 4.40 (4.10, 4.90) | 4.80 (4.40, 5.40) | 4.40 (4.00, 4.90) | 5.40 (4.70, 6.20) | 4.90 (4.40, 5.60) | < 0.001 | 0.495 |
Sodium (mmol/L) | 140.00 (138.00, 143.00) | 141.00 (138.00, 143.00) | 140.00 (138.00, 143.00) | 141.00 (138.00, 143.00) | 140.00 (137.00, 143.00) | 140.00 (136.00, 142.00) | < 0.001 | 0.12 |
Chloride (mmol/L) | 107.00 (103.00, 112.00) | 108.00 (104.00, 112.00) | 107.00 (102.00, 111.00) | 108.00 (103.00, 112.00) | 105.00 (100.00, 110.00) | 106.00 (101.00, 110.00) | < 0.001 | 0.223 |
Albumin (g/dL) | 3.00 (2.50, 3.40) | 3.00 (2.60, 3.50) | 3.00 (2.50, 3.40) | 2.90 (2.50, 3.40) | 2.90 (2.50, 3.30) | 2.90 (2.40, 3.30) | < 0.001 | 0.128 |
Bilirubin (mg/dL) | 0.70 (0.40, 1.40) | 0.70 (0.40, 1.20) | 0.70 (0.40, 1.50) | 0.70 (0.40, 1.45) | 0.80 (0.40, 1.87) | 0.80 (0.40, 2.10) | < 0.001 | 0.185 |
Creatinine (mg/dL) | 1.30 (0.90, 2.30) | 1.00 (0.80, 1.40) | 1.70 (1.10, 2.70) | 1.20 (0.80, 1.80) | 4.30 (2.70, 6.70) | 2.80 (1.70, 4.40) | < 0.001 | 0.895 |
BUN (mg/dL) | 28.00 (18.00, 47.00) | 22.00 (15.00, 32.00) | 36.00 (23.00, 57.00) | 23.00 (16.00, 36.00) | 68.00 (46.00, 100.75) | 49.00 (32.50, 72.00) | < 0.001 | 0.856 |
Blood glucose (mg/dL) | 166.00 (131.00, 217.00) | 161.00 (131.00, 205.00) | 173.00 (135.00, 227.00) | 163.00 (128.00, 212.00) | 177.50 (132.00, 242.50) | 172.00 (135.00, 226.00) | < 0.001 | 0.136 |
Lactate (mmol/L) | 2.30 (1.50, 3.80) | 2.20 (1.50, 3.40) | 2.40 (1.60, 4.10) | 2.20 (1.50, 3.50) | 3.00 (1.70, 6.27) | 2.50 (1.60, 4.40) | < 0.001 | 0.279 |
Platelet (×109/L) | 179.00 (116.00, 255.00) | 184.00 (125.00, 257.00) | 187.00 (116.00, 267.00) | 174.00 (116.00, 245.00) | 171.00 (105.25, 263.00) | 156.00 (84.50, 236.50) | < 0.001 | 0.111 |
WBC (×109/L) | 13.90 (9.80, 19.30) | 13.70 (9.90, 18.60) | 14.80 (10.40, 20.60) | 13.30 (9.15, 18.50) | 14.85 (10.60, 20.88) | 13.90 (9.60, 20.00) | < 0.001 | 0.098 |
Hemoglobin (g/dL) | 9.50 (8.30, 11.00) | 9.90 (8.60, 11.40) | 9.40 (8.20, 10.90) | 9.60 (8.40, 10.90) | 9.00 (7.90, 10.20) | 8.90 (7.80, 10.30) | < 0.001 | 0.239 |
Severity scores | ||||||||
SAPS II | 42.00 (34.00, 52.00) | 39.00 (31.00, 48.00) | 45.00 (37.00, 55.00) | 40.00 (31.00, 49.00) | 52.00 (41.00, 62.00) | 48.00 (39.00, 58.00) | < 0.001 | 0.475 |
SIRS | 3.00 (3.00, 4.00) | 3.00 (3.00, 4.00) | 3.00 (3.00, 4.00) | 3.00 (3.00, 4.00) | 3.00 (3.00, 4.00) | 3.00 (3.00, 4.00) | 0.503 | 0.038 |
SOFA | 6.00 (4.00, 8.00) | 5.00 (3.00, 7.00) | 6.00 (4.00, 9.00) | 5.00 (4.00, 8.00) | 9.00 (6.00, 11.00) | 8.00 (5.00, 10.00) | < 0.001 | 0.579 |
Positive cultivation (%) | 3451 (40.2) | 1075 (37.3) | 831 (42.6) | 1018 (40.8) | 182 (39.4) | 345 (43.2) | 0.001 | 0.061 |
Comorbidities (%) | ||||||||
CHF | 2394 (27.9) | 705 (24.5) | 612 (31.4) | 661 (26.5) | 150 (32.5) | 266 (33.3) | < 0.001 | 0.104 |
CA | 2310 (26.9) | 784 (27.2) | 549 (28.2) | 636 (25.5) | 129 (27.9) | 212 (26.5) | 0.336 | 0.03 |
Hypertension | 1501 (17.5) | 272 (9.4) | 396 (20.3) | 389 (15.6) | 158 (34.2) | 286 (35.8) | < 0.001 | 0.353 |
Paralysis | 371 (4.3) | 156 (5.4) | 64 (3.3) | 113 (4.5) | 15 (3.2) | 23 (2.9) | 0.001 | 0.064 |
COPD | 2004 (23.3) | 666 (23.1) | 505 (25.9) | 557 (22.3) | 113 (24.5) | 163 (20.4) | 0.012 | 0.062 |
Diabetes | 2613 (30.4) | 724 (25.1) | 658 (33.8) | 762 (30.5) | 176 (38.1) | 293 (36.7) | < 0.001 | 0.138 |
Malignancy | 809 (9.4) | 309 (10.7) | 186 (9.5) | 202 (8.1) | 43 (9.3) | 69 (8.6) | 0.022 | 0.042 |
Anemia | 2474 (28.8) | 765 (26.6) | 563 (28.9) | 730 (29.3) | 156 (33.8) | 260 (32.5) | 0.001 | 0.079 |
Hypothyroidism | 1043 (12.1) | 383 (13.3) | 254 (13.0) | 282 (11.3) | 47 (10.2) | 77 (9.6) | 0.011 | 0.064 |
CKD | 1840 (21.4) | 316 (11.0) | 499 (25.6) | 476 (19.1) | 201 (43.5) | 348 (43.6) | < 0.001 | 0.42 |
CLD | 824 (9.6) | 208 (7.2) | 214 (11.0) | 231 (9.3) | 64 (13.9) | 107 (13.4) | < 0.001 | 0.113 |
Peptic ulcer | 9 (0.1) | 1 (0.0) | 2 (0.1) | 6 (0.2) | 0 (0.0) | 0 (0.0) | 0.133 | 0.04 |
AIDS | 56 (0.7) | 14 (0.5) | 10 (0.5) | 22 (0.9) | 6 (1.3) | 4 (0.5) | 0.131 | 0.044 |
Weight loss | 646 (7.5) | 208 (7.2) | 143 (7.3) | 197 (7.9) | 27 (5.8) | 71 (8.9) | 0.289 | 0.052 |
Drug abuse | 326 (3.8) | 99 (3.4) | 82 (4.2) | 97 (3.9) | 22 (4.8) | 26 (3.3) | 0.433 | 0.039 |
Alcohol abuse | 694 (8.1) | 247 (8.6) | 148 (7.6) | 205 (8.2) | 32 (6.9) | 62 (7.8) | 0.633 | 0.029 |
Psychoses | 401 (4.7) | 135 (4.7) | 83 (4.3) | 141 (5.7) | 18 (3.9) | 24 (3.0) | 0.019 | 0.06 |
Interventions | ||||||||
RRT (1st 24 h) (%) | 132 (1.5) | 11 (0.4) | 53 (2.7) | 15 (0.6) | 40 (8.7) | 13 (1.6) | < 0.001 | 0.206 |
MV (1st 24 h) (%) | 5710 (66.5) | 1908 (66.2) | 1367 (70.1) | 1616 (64.8) | 300 (64.9) | 519 (65.0) | 0.003 | 0.051 |
Vasopressor (1st 24 h) (%) | 3742 (43.6) | 1136 (39.4) | 957 (49.1) | 1015 (40.7) | 262 (56.7) | 372 (46.6) | < 0.001 | 0.174 |
Vasopressor duration (hours) | 62.50 (18.50, 172.00) | 53.25 (16.83, 140.40) | 65.20 (19.33, 185.50) | 59.75 (17.26, 163.18) | 84.75 (25.60, 226.02) | 88.00 (29.62, 253.29) | < 0.001 | 0.102 |
Phosphate1 (mg/dL) | 3.70 (2.80, 4.80) | 3.60 (3.10, 4.00) | 5.20 (4.70, 5.90) | 2.40 (1.80, 3.10) | 8.20 (7.50, 9.40) | 4.20 (3.40, 5.00) | < 0.001 | 2.423 |
Phosphate2 (mg/dL) | 3.10 (2.30, 4.30) | 2.10 (1.80, 2.50) | 3.00 (2.40, 3.60) | 3.90 (3.40, 4.60) | 4.30 (3.40, 5.40) | 6.70 (5.90, 7.80) | < 0.001 | 1.901 |
Mean serum phosphate level | 3.38 (2.80, 4.21) | 2.84 (2.47, 3.14) | 4.03 (3.65, 4.53) | 3.22 (2.70, 3.75) | 6.14 (5.49, 6.96) | 5.34 (4.82, 6.10) | < 0.001 | 2.007 |
Phosphate change (mg/dL) | −0.80 (−1.90, 1.20) | −1.30 (−1.90, −0.80) | −2.20 (−3.20, −1.40) | 1.40 (0.90, 2.10) | −4.00 (−5.70, −2.40) | 2.40 (1.55, 3.70) | < 0.001 | 2.319 |
Phosphate change quartile (%) | < 0.001 | 4.29 | ||||||
1 | 2181 (25.4) | 660 (22.9) | 1131 (58.0) | 0 | 390 (84.4) | 0 | ||
2 | 2138 (24.9) | 1483 (51.5) | 590 (30.3) | 0 | 65 (14.1) | 0 | ||
3 | 2161 (25.2) | 738 (25.6) | 228 (11.7) | 1055 (42.3) | 6 (1.3) | 134 (16.8) | ||
4 | 2106 (24.5) | 0 | 0 | 1440 (57.7) | 1 (0.2) | 665 (83.2) | ||