Baseline Characteristics
A total of 1337 patients were included in our analysis (see Additional file 1). The baseline characteristics were balanced between the patients included and excluded (see Additional file 2). The mean age of the patients was 61 years and 30.5% of them were female. Compared with the higher HALP score patients, those with a lower HALP score were more likely to be older, had lower lymphocyte, hemoglobin and albumin levels, and had higher platelet counts and baseline NIHSS scores (Table 1).
Table 1
Baseline Characteristics of Patients According to the HALP score tertiles
Variable | Overall | HALP score tertiles | P value |
Tertile 1 < 36.65 | Tertile 2 36.65–54.42 | Tertile 3 > 54.42 |
Patients, n | 1337 | 445 | 446 | 446 | – |
Age, years, mean ± SD | 60.55 ± 12.45 | 63.20 ± 12.45 | 60.24 ± 11.92 | 58.20 ± 12.48 | < 0.001 |
Female, n (%) | 408 (30.5) | 179 (40.2) | 123 (27.6) | 106 (23.8) | < 0.001 |
Smoking, n (%) | 564 (42.2) | 146 (32.8) | 188 (42.2) | 230 (51.6) | < 0.001 |
Alcohol consumption, n (%) | 419 (31.3) | 120 (27.0) | 133 (29.8) | 166 (37.2) | 0.003 |
Hypertension, n (%) | 809 (60.5) | 274 (61.6) | 268 (60.1) | 267 (59.9) | 0.852 |
Diabetes, n (%) | 311 (23.3) | 97 (21.8) | 97 (21.7) | 117 (26.2) | 0.191 |
Stroke history, n (%) | 322 (24.1) | 114 ((25.6) | 99 (22.2) | 109 (24.4) | 0.479 |
Coronary heart disease, n (%) | 159 (11.9) | 61 (13.7) | 48 (10.8) | 50 (11.2) | 0.343 |
Atrial fibrillation, n (%) | 88 (6.6) | 42 (9.4) | 26 (5.8) | 20 (4.5) | 0.009 |
Hemoglobin, g/l, median (IQR) | 138 (20) | 132 (23) | 138 (17)) | 144 (19) | < 0.001 |
Albumin, g/l, median (IQR) | 40.9 (4.7) | 39.6 (4.8) | 40.9 (4.2) | 41.8 (4.5) | < 0.001 |
Lymphocyte ,109/l, median (IQR) | 1.7 (0.9) | 1.2 (0.6) | 1.7 (0.6) | 2.2 (0.7) | < 0.001 |
Platelet, 109/l, median (IQR) | 207 (77) | 234 (87) | 209 (72) | 186 (59) | < 0.001 |
NIHSS, median (IQR) | 3 (4) | 4 (6) | 3 (4) | 3 (4) | < 0.001 |
HALP = hemoglobin, albumin, lymphocyte, and platelet; NIHSS = National Institute of Health Stroke Scale |
Association Between Halp Score And Adverse Clinical Outcomes
The cumulative incidence of death, stroke recurrence, and combined vascular events within 90 days of follow-up were 2.8%, 1.8%, and 4.5%, respectively, while the cumulative incidence within 1 year were 4.6%, 4.7%, and 8.8%. All Kaplan-Meier curves showed that patients in the lowest tertile of HALP score had the highest incidence of death, stroke recurrence and combined vascular events within 90 days and at 1 year (log-rank P < 0.05 for all, Fig. 1 and see Additional file 3).
After adjustment for age, sex, smoking, alcohol consumption, history of hypertension, diabetes, ischemic stroke, coronary heart disease, atrial fibrillation, and baseline NIHSS score, higher levels of HALP score were associated with a decreased risk of death within 90 days and 1 year (Table 2). The adjusted Hazard ratios (95% confidence intervals) for the highest vs lowest tertile of HALP score were 0.20 (0.06–0.66) for death at 90 days and 0.30 (0.13–0.69) at 1 year. Similar results were observed for stroke recurrence and combined vascular events within 90 days and 1 year (Table 2).
Table 2
HRs (95% CIs) for adverse clinical outcomes according to HALP score tertiles
| | Outcomes within 90 days | | Outcomes within 1 year |
Outcomes | HALP score tertiles | Events, n (%) | Unadjusted Model | Adjusted Model* | | Events, n (%) | Unadjusted Model | Adjusted Model* |
Death | | | | | | | | |
Tertile 1 | 24 (5.4) | Reference | Reference | | 38 (8.5) | Reference | Reference |
| Tertile 2 | 10 (2.2) | 0.41 (0.20–0.86) | 0.57 (0.27–1.20) | | 16 (3.6) | 0.41 (0.23–0.74) | 0.58 (0.32–1.04) |
| Tertile 3 | 3 (0.7) | 0.12 (0.04–0.41) | 0.20 (0.06–0.66) | | 7 (1.6) | 0.18 (0.08–0.40) | 0.30 (0.13–0.69) |
| p for trend | < 0.001 | < 0.001 | 0.004 | | < 0.001 | < 0.001 | 0.002 |
Stroke | | | | | | | | |
Tertile 1 | 14 (3.1) | Reference | Reference | | 31 (7.0) | Reference | Reference |
| Tertile 2 | 6 (1.3) | 0.42 (0.16–1.08) | 0.43 (0.16–1.11) | | 17 (21.0) | 0.52 (0.29–0.94) | 0.48 (0.27–0.88) |
| Tertile 3 | 4 (0.9) | 0.27 (0.09–0.83) | 0.28 (0.09–0.84) | | 15 (21.0) | 0.45 (0.24–0.84) | 0.41 (0.22–0.77) |
| p for trend | 0.028 | 0.013 | 0.014 | | 0.022 | 0.008 | 0.003 |
Combined vascular events | | | | | | | | |
Tertile 1 | 35 (7.9) | Reference | Reference | | 63 (14.2) | Reference | Reference |
| Tertile 2 | 18 (4.0) | 0.50 (0.29–0.89) | 0.62 (0.35–1.10) | | 33 (7.4) | 0.51 (0.33–0.77) | 0.60 (0.39–0.92) |
| Tertile 3 | 7 (1.6) | 0.19 (0.09–0.44) | 0.27 (0.12–0.61) | | 22 (4.9) | 0.33 (0.20–0.54) | 0.42 (0.25–0.69) |
| p for trend | < 0.001 | < 0.001 | 0.001 | | < 0.001 | < 0.001 | < 0.001 |
HR, Hazard Ratio; CI, Confidence Interval; HALP = hemoglobin, albumin, lymphocyte, and platelet. *Adjusted for age, sex, smoking, alcohol consumption, history of hypertension, diabetes, ischemic stroke, coronary heart disease and atrial fibrillation and baseline NIHSS scores |
Based on the ROC analysis, the area under the curve of HALP score for predicting death were 0.730 (95% CI: 0.705–0.754) at 90 days and 0.714 (95% CI: 0.689–0.738) at 1 year (see Additional file 4).
Incremental Predictive Ability Of Halp Score
The incremental predictive ability of HALP score to predict adverse clinical outcomes after AIS is presented in Table 3. Adding HALP score to the conventional model, which included age, sex, smoking, alcohol consumption, history of hypertension, diabetes, ischemic stroke, coronary heart disease, atrial fibrillation, and baseline NIHSS scores, significantly improved the predictive ability for death within 90 days and 1 year (NRI: 38.63% and 38.68%; IDI: 2.43% and 2.57%, P < 0.02 for all). Similar results were found in combined vascular events but not for stroke recurrence within 90 days and 1 year after AIS onset.
Table 3
Reclassification and discrimination statistics for adverse clinical outcomes by HALP score
| C statistic | | NRI (Continuous), % | | IDI, % |
| Estimate (95% CI) | P Value | | Estimate (95% CI) | P Value | | Estimate (95% CI) | P Value |
Outcomes within 90 days | | | | | | | | |
Death | | | | | | | | |
Conventional Model | 0.801 (0.778–0.822) | | | Reference | | | Reference | |
Conventional Model + HALP score | 0.823 (0.801–0.843) | 0.325 | | 38.63 (6.92–70.35) | 0.017 | | 2.43 (0.50–4.37) | 0.014 |
Stroke | | | | | | | | |
Conventional Model | 0.722 (0.698–0.746) | | | Reference | | | Reference | |
Conventional Model + HALP score | 0.730 (0.705–0.753) | 0.840 | | 28.43 (10.69–67.54) | 0.154 | | 0.89 (0.13–1.64) | 0.021 |
Combined vascular events | | | | | | | | |
Conventional Model | 0.753 (0.729–0.776) | | | Reference | | | Reference | |
Conventional Model + HALP score | 0.777 (0.754–0.799) | 0.231 | | 33.17 (8.17–58.16) | 0.009 | | 1.65 (0.29–3.02) | 0.018 |
Outcomes within 1 year | | | | | | | | |
Death | | | | | | | | |
Conventional Model | 0.804 (0.782–0.825) | | | Reference | | | Reference | |
Conventional Model + HALP score | 0.826 (0.804–0.846) | 0.192 | | 38.68 (13.97–63.39) | 0.002 | | 2.57 (0.98–4.16) | 0.002 |
Stroke | | | | | | | | |
Conventional Model | 0.604 (0.577–0.630) | | | Reference | | | Reference | |
Conventional Model + HALP score | 0.622 (0.595–0.648) | 0.429 | | 22.59 (1.81–46.99) | 0.070 | | 0.52 (0.15–0.90) | 0.006 |
Combined vascular events | | | | | | | | |
Conventional Model | 0.652 (0.626–0.678) | | | Reference | | | Reference | |
Conventional Model + HALP score | 0.686 (0.661–0.711) | 0.035 | | 26.65 (8.32–44.99) | 0.004 | | 1.47 (0.71–2.23) | < 0.001 |
Conventional Model adjusted for age, sex, smoking, alcohol consumption, history of hypertension, diabetes, ischemic stroke, coronary heart disease and atrial fibrillation and baseline NIHSS scores. HALP = hemoglobin, albumin, lymphocyte, and platelet; CI, Confidence Interval; IDI, Integrated Discrimination Improvement; NRI, Net Reclassification Index |
Subgroup Analyses
An optimal HALP score cut-off point level was obtained from the ROC analysis and low HALP score levels were associated with the death after adjustment for age, sex, smoking, alcohol consumption, history of hypertension, diabetes, ischemic stroke, coronary heart disease, atrial fibrillation, and baseline NIHSS score (Fig. 2). The adjusted Hazards ratio were 0.30 (95% CI: 0.15–0.59) within 90 days and 0.35 (95% CI: 0.21–0.60) at 1 year. In the subgroup analyses, negative associations between HALP score and death were observed in most subgroups. No statistical significance between HALP score and these factors on primary outcome was observed (all P for interaction > 0.05). Similar results were observed for stroke recurrence and combined vascular events within 90 days and 1 year (see Additional file 5).