Background
Materials and methods
Study population
Baseline data collection
Sample collection and measurement of serum bilirubin
Outcome assessment
Statistical analysis
Results
Baseline characteristics
Variable | Overall | Quartile of total bilirubin, μmol/L | P value | |||
---|---|---|---|---|---|---|
Q1(<9.90) | Q2 (9.90-13.28) | Q3 (13.28-17.67) | Q4 (≥17.67) | |||
n | 11121 | 2797 | 2746 | 2791 | 2787 | |
Age, y | 63.00(54.00-70.00) | 62.00(54.00-70.00) | 63.00(54.00-70.00) | 63.00(54.00-70.00) | 63.00(55.00-71.00) | 0.1924 |
Men, n (%) | 7569 (68.06) | 1676 (59.92) | 1793 (65.29) | 1967 (70.48) | 2133 (76.53) | <0.0001 |
BMI, kg/m2 | 24.47(22.49-26.42) | 24.34(22.49-26.35) | 24.44(22.58-26.37) | 24.49(22.76-26.49) | 24.49(22.49-26.45) | 0.1316 |
Current smoker | 3488 (31.36) | 869 (31.07) | 862 (31.39) | 873 (31.28) | 884 (31.72) | 0.0001 |
Medical History, n (%) | ||||||
Hypertension | 6958 (62.57) | 1765 (63.10) | 1717 (62.53) | 1727 (61.88) | 1749 (62.76) | 0.8123 |
Diabetes mellitus | 2572 (23.13) | 751 (26.85) | 644 (23.45) | 640 (22.93) | 537 (19.27) | <0.0001 |
Dyslipidemia | 858 (7.72) | 218 (7.79) | 227 (8.27) | 219 (7.85) | 194 (6.96) | 0.3218 |
Stroke or TIA | 2525 (22.70) | 681 (24.35) | 624 (22.72) | 606 (21.71) | 614 (22.03) | 0.0863 |
Atrial fibrillation/flutter | 743 (6.68) | 97 (3.47) | 132 (4.81) | 181 (6.49) | 333 (11.95) | <0.0001 |
Peripheral vascular disease | 76 (0.68) | 25 (0.89) | 18 (0.66) | 17 (0.61) | 16 (0.57) | 0.4621 |
Heart failure | 68 (4.39) | 12 (3.46) | 11 (3.09) | 19 (4.91) | 26 (5.68) | 0.2402 |
Stroke type/Subtype, n (%) | ||||||
Ischemic stroke | 10339 (92.97) | 2554 (91.31) | 2530 (92.13) | 2617 (93.77) | 2638 (94.65) | <0.0001 |
TIA | 782 (7.03) | 243 (8.69) | 216 (7.87) | 174 (6.23) | 149 (5.35) | |
TOAST, n (%) | ||||||
Large-artery atherosclerosis | 2811 (25.28) | 717 (25.63) | 674 (24.54) | 718 (25.73) | 702 (25.19) | <0.0001 |
Cardioembolism | 662 (5.95) | 113 (4.04) | 130 (4.73) | 150 (5.37) | 269 (9.65) | |
Small-vessel occlusion | 2319 (20.85) | 578 (20.66) | 590 (21.49) | 627 (22.47) | 524 (18.80) | |
Other determined etiology | 149 (1.34) | 56 (2.00) | 26 (0.95) | 27 (0.97) | 40 (1.44) | |
Undetermined etiology | 5180 (46.58) | 1333 (47.66) | 1326 (48.29) | 1269 (45.47) | 1252 (44.92) | |
Medication in hospital, n (%) | ||||||
Cholesterol-lowering agents | 10613 (96.12) | 2656 (95.51) | 2629 (96.51) | 2650 (95.77) | 2678 (96.71) | 0.0584 |
Antihypertensive agents | 5052 (45.76) | 1253 (45.06) | 1223 (44.90) | 1277 (46.15) | 1299 (46.91) | 0.3879 |
Hypoglycemic agents | 2751 (24.92) | 747 (26.86) | 688 (25.26) | 696 (25.15) | 620 (22.39) | 0.0016 |
Antiplatelet agents | 10723 (97.12) | 2730 (98.17) | 2662 (97.72) | 2679 (96.82) | 2652 (95.77) | <0.0001 |
Anticoagulant agents | 1097 (9.94) | 262 (9.42) | 229 (8.41) | 247 (8.93) | 359 (12.96) | <0.0001 |
NIHSS score on admission | 3(1-6) | 3(1-5) | 3(1-5) | 3(1-6) | 4(2-7) | <0.0001 |
Laboratory tests | ||||||
TC, mmol/L | 4.00(3.33-4.74) | 3.94(3.26-4.71) | 3.99(3.32-4.72) | 4.01(3.35-4.77) | 4.03(3.37-4.77) | 0.0412 |
LDL, mmol/L | 2.34(1.74-3.00) | 2.33(1.75-2.97) | 2.31(1.73-3.01) | 2.35(1.76-2.99) | 2.36(1.73-3.04) | 0.5899 |
HDL, mmol/L | 0.93(0.77-1.12) | 0.94(0.78-1.15) | 0.94(0.79-1.11) | 0.93(0.77-1.11) | 0.91(0.76-1.10) | 0.0028 |
TG, mmol/L | 1.36(1.03-1.87) | 1.29(0.99-1.74) | 1.33(1.02-1.82) | 1.42(1.06-1.95) | 1.44(1.09-2.02) | <0.0001 |
FBG, mmol/L | 5.51(4.89-6.88) | 5.51(4.89-6.95) | 5.50(4.89-6.81) | 5.53(4.90-6.95) | 5.51(4.88-6.82) | 0.5578 |
eGFR, mL/min/1.73 m2 | 92.99(81.39-101.75) | 93.72(79.48-102.24) | 92.62(80.80-101.14) | 93.06(82.93-101.74) | 92.73(82-101.91) | 0.2971 |
hs-CRP, mg/L | 1.76(0.80-4.71) | 1.75(0.86-4.63) | 1.64(0.77-4.25) | 1.72(0.79-4.53) | 1.90(0.82-5.72) | 0.0008 |
ALT, U/L | 18.00(13.00-25.80) | 17.00(12.00-24.00) | 18.00(13.00-25.00) | 18.00(13.00-26.00) | 19.00(14.00-27.00) | <0.0001 |
AST, U/L | 19.00(16.00-24.00) | 18.05(15.00-23.00) | 19.00(15.30-24.00) | 19.40(16.00-24.00) | 20.10(17.00-26.00) | <0.0001 |
Serum bilirubin and functional outcomes
Bilirubin | Outcomes | Quartiles | Outcomes at 3 months | Outcomes at 1 year | ||||
---|---|---|---|---|---|---|---|---|
Events, n(%) | Unadjusted | Adjusteda | Events, n (%) | Unadjusted | Adjusteda | |||
TBIL | mRS score 2-6 | Quartile 1 | 634 (22.67) | Reference | Reference | 591 (21.13) | Reference | Reference |
Quartile 2 | 692 (25.20) | 1.19(1.05-1.36) | 1.14(0.99-1.32) | 620 (22.58) | 1.14(0.99-1.30) | 1.09(0.95-1.26) | ||
Quartile 3 | 759 (27.19) | 1.34(1.18-1.53) | 1.31(1.14-1.52) | 658 (23.58) | 1.21(1.06-1.39) | 1.17(1.01-1.35) | ||
Quartile 4 | 860 (30.86) | 1.53(1.35-1.74) | 1.37(1.19-1.59) | 788 (28.27) | 1.51(1.32-1.72) | 1.31(1.13-1.52) | ||
P for trend | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | ||
mRS score 3-6 | Quartile 1 | 323 (11.55) | Reference | Reference | 319 (11.41) | Reference | Reference | |
Quartile 2 | 361 (13.15) | 1.19(1.01-1.41) | 1.13(0.95-1.36) | 338 (12.31) | 1.13(0.95-1.34) | 1.04(0.87-1.25) | ||
Quartile 3 | 405 (14.51) | 1.35(1.14-1.59) | 1.29(1.08-1.54) | 370 (13.26) | 1.27(1.08-1.50) | 1.18(0.98-1.42) | ||
Quartile 4 | 492 (17.65) | 1.58(1.35-1.86) | 1.33(1.11-1.59) | 471 (16.90) | 1.59(1.35-1.87) | 1.28(1.07-1.53) | ||
P for trend | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | ||
DBIL | mRS score 2-6 | Quartile 1 | 625 (23.05) | Reference | Reference | 569 (20.98) | Reference | Reference |
Quartile 2 | 701 (25.09) | 1.15(1.01-1.32) | 1.13(0.97-1.31) | 607 (21.73) | 1.10(0.96-1.26) | 1.05(0.90-1.22) | ||
Quartile 3 | 766 (26.62) | 1.26(1.10-1.45) | 1.18(1.01-1.38) | 699 (24.30) | 1.33(1.15-1.53) | 1.21(1.04-1.42) | ||
Quartile 4 | 853 (31.15) | 1.61(1.40-1.86) | 1.38(1.17-1.62) | 782 (28.56) | 1.69(1.47-1.95) | 1.37(1.17-1.61) | ||
P for trend | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | ||
mRS score 3-6 | Quartile 1 | 297 (10.95) | Reference | Reference | 284 (10.47) | Reference | Reference | |
Quartile 2 | 376 (13.46) | 1.33(1.12-1.59) | 1.29(1.07-1.56) | 336 (12.03) | 1.23(1.03-1.47) | 1.12(0.92-1.35) | ||
Quartile 3 | 399 (13.87) | 1.39(1.16-1.66) | 1.29(1.06-1.56) | 390 (13.56) | 1.44(1.20-1.72) | 1.23(1.01-1.49) | ||
Quartile 4 | 509 (18.59) | 1.98(1.66-2.37) | 1.59(1.30-1.94) | 488 (17.82) | 1.97(1.64-2.36) | 1.40(1.14-1.71) | ||
P for trend | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | ||
IBIL | mRS score 2-6 | Quartile 1 | 641 (23.30) | Reference | Reference | 597 (21.70) | Reference | Reference |
Quartile 2 | 709 (25.44) | 1.14(1.00-1.30) | 1.10(0.95-1.27) | 638 (22.89) | 1.07(0.94-1.22) | 1.03(0.90-1.20) | ||
Quartile 3 | 769 (27.46) | 1.32(1.15-1.50) | 1.26(1.09-1.46) | 675 (24.11) | 1.19(1.04-1.36) | 1.13(0.97-1.31) | ||
Quartile 4 | 826 (29.68) | 1.42(1.24-1.62) | 1.30(1.12-1.51) | 747 (26.84) | 1.35(1.18-1.55) | 1.21(1.04-1.41) | ||
P for trend | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | <0.0001 | ||
mRS score 3-6 | Quartile 1 | 329 (11.96) | Reference | Reference | 337 (12.25) | Reference | Reference | |
Quartile 2 | 385 (13.81) | 1.18(1.00-1.39) | 1.15(0.96-1.38) | 362 (12.99) | 1.07(0.91-1.26) | 1.03(0.86-1.23) | ||
Quartile 3 | 398 (14.21) | 1.26(1.07-1.49) | 1.21(1.01-1.45) | 353 (12.61) | 1.08(0.91-1.28) | 1.00(0.83-1.20) | ||
Quartile 4 | 469 (16.85) | 1.48(1.25-1.75) | 1.31(1.09-1.57) | 446 (16.03) | 1.43(1.21-1.69) | 1.23(1.02-1.48) | ||
P for trend | <0.0001 | <0.0001 | <0.0001 | 0.0002 | <0.0001 | <0.0001 |
Incremental predictive value of bilirubin
C statistic | IDI | Category-free NRI | ||||
---|---|---|---|---|---|---|
Estimate (95% CI) | P value | Estimate (95% CI), % | P value | Estimate (95% CI), % | P value | |
Outcomes at 3 months | ||||||
mRS score 2-6 | ||||||
Conventional modela | 0.762(0.752-0.772) | Reference | Reference | |||
Conventional model+TBIL | 0.763(0.753-0.773) | 0.0437 | 2.07(1.10-3.00) | <0.0001 | 8.56(4.33-12.80) | <0.0001 |
Conventional model+DBIL | 0.762(0.753-0.773) | 0.1089 | 2.12(1.20-3.10) | <0.0001 | 8.43(4.18-12.68) | 0.0001 |
Conventional model+IBIL | 0.763(0.753-0.773) | 0.0443 | 1.52(0.07-2.40) | 0.0004 | 7.17(2.94-11.41) | 0.0010 |
mRS score 3-6 | ||||||
Conventional modela | 0.780(0.768-0.792) | Reference | Reference | |||
Conventional model+TBIL | 0.782(0.770-0.794) | 0.0252 | 2.44(1.10-3.70) | 0.0003 | 10.53(5.15-15.90) | 0.0001 |
Conventional model+DBIL | 0.782(0.770-0.794) | 0.0432 | 4.50(2.70-6.30) | <0.0001 | 10.56(5.18-15.95) | 0.0001 |
Conventional model+IBIL | 0.781(0.769-0.793) | 0.0431 | 1.18(0.20-2.10) | 0.0138 | 8.03(2.66-13.40) | 0.0037 |
Outcomes at 1 year | ||||||
mRS score 2-6 | ||||||
Conventional modela | 0.738(0.727-0.749) | Reference | Reference | |||
Conventional model+TBIL | 0.739(0.728-0.750) | 0.0497 | 1.64(0.70-2.50) | 0.0003 | 7.23(2.85-111.62) | 0.0014 |
Conventional model+DBIL | 0.739(0.728-0.749) | 0.1763 | 1.84(0.09-2.80) | 0.0001 | 6.10(1.68-10.48) | 0.0072 |
Conventional model+IBIL | 0.739(0.728-0.750) | 0.0379 | 1.13(0.40-1.90) | 0.0034 | 5.64(2.26-10.03) | 0.0127 |
mRS score 3-6 | ||||||
Conventional modela | 0.776(0.764-0.790) | Reference | Reference | |||
Conventional model+TBIL | 0.778(0.765-0.791) | 0.0667 | 1.82(0.06-3.10) | 0.0040 | 6.16(0.69-11.63) | 0.0239 |
Conventional model+DBIL | 0.779(0.766-0.792) | 0.0319 | 3.79(2.00-5.60) | <0.0001 | 8.71(3.21-14.21) | 0.0021 |
Conventional model+IBIL | 0.777(0.764-0.790) | 0.1432 | 0.76(0.01-1.60) | 0.0378 | 4.77(0.70-10.24) | 0.0415 |