Background
Methods
Study design and participants
Baseline data collection
Sample collection and measurements of markers
Follow-up and outcomes
Statistical analysis
Result
Patient characteristics
Group 1* | Group 2* | Group 3* | Group 4* | P value | |
---|---|---|---|---|---|
Age (year), median (IQR) | 57 (50–64) | 64 (58–71) | 60 (53–67) | 69 (61–76) | < 0.0001 |
Male, no. (%) | 2355 (73.7) | 1268 (62.1) | 1511 (74.0) | 2031 (63.6) | < 0.0001 |
Body mass index, median (IQR) | 24.8 (22.9–26.7) | 24.2 (22.4–26.3) | 24.7 (22.9–26.8) | 24.2 (22.3–26.3) | < 0.0001 |
Smoking, no. (%) | 1534 (48.0) | 779 (38.2) | 1071 (52.5) | 1270 (39.8) | < 0.0001 |
Medical history, no. (%) | |||||
Ischemic stroke | 563 (17.6) | 422 (20.7) | 422 (20.7) | 830 (26.0) | < 0.0001 |
Diabetes | 725 (22.7) | 460 (22.5) | 519 (25.4) | 806 (25.2) | 0.02 |
Hypertension | 1893 (59.3) | 1318 (64.6) | 1279 (62.7) | 2096 (65.6) | < 0.0001 |
Hypercholesterolemia | 284 (8.9) | 135 (6.6) | 174 (8.5) | 276 (8.6) | 0.02 |
Coronary heart disease | 258 (8.1) | 189 (9.3) | 202 (9.9) | 486 (15.2) | < 0.0001 |
Atrial fibrillation | 97 (3.0) | 89 (4.4) | 137 (6.7) | 430 (13.5) | < 0.0001 |
Index event, no. (%) | |||||
Ischemic stroke | 2896 (90.6) | 1872 (91.7) | 1934 (94.8) | 3051 (95.5) | < 0.0001 |
TIA | 299 (9.4) | 169 (8.3) | 107 (5.2) | 144 (4.5) | < 0.0001 |
Baseline NIHSS, median (IQR) | 3 (1–5) | 3 (1–5) | 4 (2–7) | 4 (2–7) | < 0.0001 |
mRS score before the onset of index events ≥ 2, no. (%) | 212 (6.6) | 161 (7.9) | 185 (9.1) | 362 (11.3) | < 0.0001 |
Leukocyte count (× 109/L), median (IQR) | 6.7 (5.6–8.0) | 6.5 (5.4–8.0) | 7.3 (6.1–8.9) | 7.2 (5.9–8.8) | < 0.0001 |
Markers and recurrent vascular events
Marker and levels * | Events [no., (%)] | Model 1† | Model 2‡ | Model 3§ | Model 4|| | |||||
---|---|---|---|---|---|---|---|---|---|---|
HR (95% CI) | P value | HR (95% CI) | P value | HR (95% CI) | P value | HR (95% CI) | P value | |||
IL-6 (ng/L) | Q1 | 213 (8.1) | Reference | – | Reference | – | Reference | – | Reference | – |
Q2 | 212 (8.1) | 1.00 (0.83–1.21) | 0.99 | 0.92 (0.76–1.11) | 0.38 | 0.91 (0.75–1.11) | 0.34 | 0.90 (0.74–1.10) | 0.30 | |
Q3 | 262 (10.0) | 1.25 (1.04–1.49) | 0.02 | 1.07 (0.89–1.29) | 0.47 | 1.10 (0.90–1.32) | 0.37 | 1.08 (0.89–1.30) | 0.46 | |
Q4 | 339 (13.0) | 1.69 (1.42–2.00) | < 0.0001 | 1.35 (1.12–1.62) | 0.002 | 1.37 (1.14–1.66) | 0.001 | 1.36 (1.13–1.64) | 0.001 | |
Continuous model | 1.32 (1.23–1.41) | < 0.0001 | 1.21 (1.12–1.30) | < 0.0001 | 1.21 (1.12–1.31) | < 0.0001 | 1.21 (1.12–1.31) | < 0.0001 | ||
IL-1Ra (ng/L) | Q1 | 238 (9.1) | Reference | – | Reference | – | Reference | – | Reference | – |
Q2 | 249 (9.5) | 1.05 (0.88–1.26) | 0.57 | 1.01 (0.85–1.21) | 0.91 | 1.02 (0.85–1.22) | 0.84 | 1.02 (0.85–1.22) | 0.84 | |
Q3 | 282 (10.8) | 1.21 (1.02–1.43) | 0.03 | 1.10 (0.92–1.31) | 0.31 | 1.10 (0.92–1.31) | 0.32 | 1.09 (0.91–1.31) | 0.34 | |
Q4 | 257 (9.8) | 1.11 (0.93–1.32) | 0.25 | 0.98 (0.82–1.18) | 0.85 | 1.00 (0.83–1.21) | 0.98 | 0.98 (0.81–1.19) | 0.85 | |
Continuous model | 1.09 (0.99–1.20) | 0.09 | 1.03 (0.93–1.14) | 0.60 | 1.03 (0.93–1.15) | 0.53 | 1.03 (0.92–1.14) | 0.63 | ||
hsCRP (mg/L) | Q1 | 212 (8.1) | Reference | – | Reference | – | Reference | – | Reference | – |
Q2 | 218 (8.4) | 1.05 (0.87–1.27) | 0.63 | 1.03 (0.85–1.24) | 0.79 | 1.03 (0.85–1.26) | 0.74 | 1.03 (0.85–1.25) | 0.77 | |
Q3 | 264 (10.1) | 1.28 (1.07–1.53) | 0.007 | 1.20 (1.00–1.44) | 0.05 | 1.20 (0.99–1.44) | 0.07 | 1.18 (0.98–1.42) | 0.09 | |
Q4 | 332 (12.7) | 1.66 (1.40–1.98) | < 0.0001 | 1.42 (1.19–1.70) | 0.0001 | 1.42 (1.18–1.71) | 0.0002 | 1.41 (1.17–1.69) | 0.0003 | |
Continuous model | 1.15 (1.11–1.20) | < 0.0001 | 1.10 (1.05–1.15) | < 0.0001 | 1.10 (1.05–1.16) | < 0.0001 | 1.10 (1.05–1.15) | < 0.0001 | ||
Lp-PLA2 (μg/L) | Q1 | 242 (9.2) | Reference | – | Reference | – | Reference | – | Reference | – |
Q2 | 237 (9.1) | 0.99 (0.83–1.18) | 0.90 | 1.01 (0.84–1.21) | 0.91 | 1.00 (0.83–1.20) | 0.99 | 1.00 (0.83–1.19) | 0.96 | |
Q3 | 267 (10.2) | 1.12 (0.94–1.33) | 0.21 | 1.14 (0.96–1.36) | 0.13 | 1.06 (0.88–1.27) | 0.53 | 1.05 (0.88–1.26) | 0.59 | |
Q4 | 280 (10.7) | 1.18 (0.99–1.40) | 0.06 | 1.17 (0.98–1.39) | 0.08 | 1.09 (0.90–1.32) | 0.37 | 1.08 (0.89–1.31) | 0.42 | |
Continuous model | 1.17 (1.02–1.35) | 0.03 | 1.17 (1.01–1.35) | 0.03 | 1.10 (0.94–1.28) | 0.25 | 1.09 (0.93–1.27) | 0.30 | ||
Lp-PLA2-A (nmol/min/ml) | Q1 | 230 (8.8) | Reference | – | Reference | – | Reference | – | Reference | – |
Q2 | 233 (8.9) | 1.02 (0.85–1.22) | 0.85 | 1.02 (0.85–1.22) | 0.84 | 1.00 (0.83–1.20) | 0.96 | 0.99 (0.82–1.19) | 0.91 | |
Q3 | 282 (10.8) | 1.25 (1.05–1.48) | 0.01 | 1.24 (1.04–1.47) | 0.02 | 1.18 (0.98–1.41) | 0.08 | 1.17 (0.97–1.40) | 0.09 | |
Q4 | 281 (10.8) | 1.25 (1.05–1.49) | 0.01 | 1.26 (1.05–1.50) | 0.01 | 1.18 (0.98–1.43) | 0.09 | 1.17 (0.97–1.42) | 0.10 | |
Continuous model | 1.30 (1.08–1.56) | 0.006 | 1.30 (1.08–1.57) | 0.006 | 1.20 (0.98–1.47) | 0.07 | 1.19 (0.97–1.46) | 0.09 | ||
YKL-40 (mg/L) | Q1 | 217 (8.3) | Reference | – | Reference | – | Reference | – | Reference | – |
Q2 | 238 (9.1) | 1.10 (0.92–1.32) | 0.31 | 1.05 (0.87–1.27) | 0.59 | 1.06 (0.88–1.29) | 0.53 | 1.05 (0.87–1.28) | 0.60 | |
Q3 | 253 (9.7) | 1.18 (0.98–1.41) | 0.08 | 1.05 (0.87–1.27) | 0.64 | 1.07 (0.88–1.29) | 0.52 | 1.05 (0.87–1.28) | 0.59 | |
Q4 | 318 (12.2) | 1.52 (1.28–1.81) | < 0.0001 | 1.26 (1.05–1.53) | 0.02 | 1.30 (1.07–1.58) | 0.008 | 1.28 (1.06–1.56) | 0.01 | |
Continuous model | 1.24 (1.15–1.35) | < 0.0001 | 1.13 (1.03–1.24) | 0.01 | 1.15 (1.05–1.26) | 0.004 | 1.14 (1.04–1.25) | 0.006 | ||
IL-6 + YKL-40 | Q1 | 248 (7.8) | Reference | – | Reference | – | Reference | – | Reference | – |
Q2 | 177 (8.7) | 1.13 (0.93–1.37) | 0.23 | 1.05 (0.86–1.28) | 0.66 | 1.08 (0.88–1.32) | 0.48 | 1.07 (0.87–1.31) | 0.51 | |
Q3 | 207 (10.1) | 1.34 (1.11–1.61) | 0.002 | 1.21 (1.00–1.45) | 0.05 | 1.24 (1.03–1.51) | 0.03 | 1.24 (1.02–1.50) | 0.03 | |
Q4 | 394 (12.3) | 1.66 (1.42–1.95) | < 0.0001 | 1.34 (1.12–1.59) | 0.001 | 1.38 (1.16–1.65) | 0.0004 | 1.37 (1.14–1.63) | 0.0007 |
Markers and poor functional outcome
Marker and levels * | Events [no., (%)] | Model 1† | Model 2‡ | Model 3§ | Model 4|| | |||||
---|---|---|---|---|---|---|---|---|---|---|
OR (95% CI) | P value | OR (95% CI) | P value | OR (95% CI) | P value | OR (95% CI) | P value | |||
IL-6 (ng/L) | Q1 | 336 (13.0) | Reference | – | Reference | – | Reference | – | Reference | – |
Q2 | 500 (19.5) | 1.62 (1.39–1.88) | < 0.0001 | 1.32 (1.13–1.55) | 0.0006 | 1.34 (1.15–1.58) | 0.0003 | 1.39 (1.17–1.63) | 0.0001 | |
Q3 | 626 (24.5) | 2.16 (1.87–2.50) | < 0.0001 | 1.44 (1.23–1.68) | < 0.0001 | 1.47 (1.26–1.72) | < 0.0001 | 1.48 (1.26–1.74) | < 0.0001 | |
Q4 | 933 (37.0) | 3.92 (3.41–4.51) | < 0.0001 | 1.88 (1.61–2.20) | < 0.0001 | 1.95 (1.66–2.28) | < 0.0001 | 1.93 (1.64–2.27) | < 0.0001 | |
Continuous model | 1.82 (1.73–1.92) | < 0.0001 | 1.32 (1.24–1.41) | < 0.0001 | 1.34 (1.26–1.43) | < 0.0001 | 1.32 (1.24–1.41) | < 0.0001 | ||
IL-1Ra (ng/L) | Q1 | 462 (18.0) | Reference | – | Reference | – | Reference | – | Reference | – |
Q2 | 504 (19.7) | 1.11 (0.97–1.28) | 0.14 | 1.00 (0.87–1.17) | 0.97 | 1.01 (0.86–1.17) | 0.93 | 1.00 (0.86–1.17) | 0.98 | |
Q3 | 638 (24.9) | 1.51 (1.32–1.72) | < 0.0001 | 1.24 (1.07–1.44) | 0.005 | 1.24 (1.07–1.45) | 0.004 | 1.25 (1.07–1.46) | 0.006 | |
Q4 | 791 (31.3) | 2.07 (1.81–2.36) | < 0.0001 | 1.55 (1.34–1.80) | < 0.0001 | 1.54 (1.32–1.78) | < 0.0001 | 1.60 (1.37–1.87) | < 0.0001 | |
Continuous model | 1.51 (1.41–1.63) | < 0.0001 | 1.32 (1.21–1.43) | < 0.0001 | 1.31 (1.20–1.42) | < 0.0001 | 1.33 (1.22–1.45) | < 0.0001 | ||
hsCRP (mg/L) | Q1 | 422 (16.3) | Reference | – | Reference | – | Reference | – | Reference | – |
Q2 | 460 (18.1) | 1.14 (0.98–1.31) | 0.08 | 1.06 (0.91–1.24) | 0.43 | 1.06 (0.91–1.24) | 0.43 | 1.07 (0.91–1.25) | 0.43 | |
Q3 | 606 (23.8) | 1.60 (1.40–1.84) | < 0.0001 | 1.30 (1.12–1.51) | 0.0005 | 1.32 (1.14–1.53) | 0.0003 | 1.29 (1.11–1.51) | 0.001 | |
Q4 | 907 (35.9) | 2.88 (2.52–3.28) | < 0.0001 | 1.62 (1.40–1.87) | < 0.0001 | 1.65 (1.42–1.91) | < 0.0001 | 1.60 (1.37–1.86) | < 0.0001 | |
Continuous model | 1.38 (1.33–1.42) | < 0.0001 | 1.16 (1.11–1.20) | < 0.0001 | 1.16 (1.12–1.21) | < 0.0001 | 1.15 (1.11–1.20) | < 0.0001 | ||
Lp-PLA2 (μg/L) | Q1 | 582 (22.8) | Reference | – | Reference | – | Reference | – | Reference | – |
Q2 | 564 (22.2) | 0.97 (0.85–1.10) | 0.61 | 0.98 (0.84–1.13) | 0.74 | 0.98 (0.84–1.13) | 0.73 | 0.97 (0.84–1.13) | 0.73 | |
Q3 | 609 (23.7) | 1.06 (0.93–1.20) | 0.41 | 1.07 (0.93–1.23) | 0.36 | 1.06 (0.92–1.23) | 0.41 | 1.04 (0.90–1.21) | 0.61 | |
Q4 | 640 (25.1) | 1.14 (1.00–1.30) | 0.05 | 1.08 (0.94–1.25) | 0.26 | 1.08 (0.94–1.25) | 0.29 | 1.05 (0.91–1.22) | 0.50 | |
Continuous model | 1.11 (1.00–1.23) | 0.06 | 1.07 (0.96–1.20) | 0.24 | 1.07 (0.95–1.20) | 0.25 | 1.04 (0.93–1.18) | 0.49 | ||
Lp-PLA2-A (nmol/min/ml) | Q1 | 586 (22.9) | Reference | – | Reference | – | Reference | – | Reference | – |
Q2 | 567 (22.1) | 0.96 (0.84–1.09) | 0.50 | 0.97 (0.84–1.12) | 0.69 | 0.98 (0.85–1.13) | 0.75 | 0.97 (0.84–1.13) | 0.71 | |
Q3 | 588 (23.0) | 1.00 (0.88–1.14) | 0.95 | 0.97 (0.84–1.12) | 0.64 | 0.97 (0.84–1.12) | 0.65 | 0.93 (0.80–1.08) | 0.32 | |
Q4 | 654 (25.8) | 1.17 (1.03–1.33) | 0.02 | 1.13 (0.98–1.30) | 0.10 | 1.13 (0.98–1.30) | 0.10 | 1.09 (0.94–1.26) | 0.25 | |
Continuous model | 1.14 (0.99–1.30) | 0.06 | 1.09 (0.94–1.27) | 0.23 | 1.10 (0.94–1.27) | 0.23 | 1.05 (0.90–1.22) | 0.55 | ||
YKL-40 (mg/L) | Q1 | 445 (17.5) | Reference | – | Reference | – | Reference | – | Reference | – |
Q2 | 537 (20.9) | 1.25 (1.09–1.44) | 0.002 | 1.06 (0.91–1.23) | 0.47 | 1.07 (0.92–1.24) | 0.41 | 1.07 (0.91–1.25) | 0.44 | |
Q3 | 585 (22.9) | 1.40 (1.22–1.61) | < 0.0001 | 0.95 (0.81–1.11) | 0.48 | 0.96 (0.82–1.12) | 0.58 | 0.94 (0.80–1.11) | 0.48 | |
Q4 | 828 (32.6) | 2.29 (2.00–2.61) | < 0.0001 | 1.20 (1.03–1.40) | 0.02 | 1.24 (1.06–1.45) | 0.007 | 1.21 (1.03–1.42) | 0.02 | |
Continuous model | 1.54 (1.45–1.64) | < 0.0001 | 1.10 (1.02–1.19) | 0.01 | 1.12 (1.04–1.21) | 0.003 | 1.11 (1.02–1.20) | 0.01 | ||
IL-6 + YKL-40 | Q1 | 477 (15.2) | Reference | – | Reference | – | Reference | – | Reference | – |
Q2 | 359 (18.0) | 1.23 (1.05–1.42) | 0.008 | 0.91 (0.78–1.08) | 0.28 | 0.93 (0.79–1.09) | 0.34 | 0.92 (0.78–1.09) | 0.33 | |
Q3 | 505 (25.6) | 1.92 (1.67–2.21) | < 0.0001 | 1.31 (1.13–1.53) | 0.0005 | 1.33 (1.14–1.55) | 0.0002 | 1.33 (1.13–1.55) | 0.0005 | |
Q4 | 1054 (34.0) | 2.88 (2.54–3.25) | < 0.0001 | 1.36 (1.18–1.57) | < 0.0001 | 1.40 (1.22–1.62) | < 0.0001 | 1.36 (1.17–1.58) | < 0.0001 |
Predictive value of IL-6 in combination with YKL-40
Outcomes | Model | AUC | NRI,% | ||
---|---|---|---|---|---|
Estimate (95% CI) | P value | Estimate (95% CI) | P value | ||
Stroke recurrence | ESRS | 0.54 (0.52–0.55) | – | Reference | – |
ESSEN + IL-6 + YKL-40 | 0.57 (0.55–0.58) | < 0.0001 | 19.0 (12.7–25.4) | < 0.0001 | |
mRS (2–6) | THRIVE score | 0.57 (0.56–0.58) | – | Reference | – |
THRIVE Score + IL-6 + YKL-40 | 0.64 (0.63–0.66) | < 0.0001 | 33.0 (28.4–37.6) | < 0.0001 |