| Literature DB >> 19901973 |
William Whiteley1, Caroline Jackson, Steff Lewis, Gordon Lowe, Ann Rumley, Peter Sandercock, Joanna Wardlaw, Martin Dennis, Cathie Sudlow.
Abstract
BACKGROUND: The objective of this study was to determine whether: (a) markers of acute inflammation (white cell count, glucose, interleukin-6, C-reactive protein, and fibrinogen) are associated with poor outcome after stroke and (b) the addition of markers to previously validated prognostic models improves prediction of poor outcome. METHODS ANDEntities:
Mesh:
Substances:
Year: 2009 PMID: 19901973 PMCID: PMC2730573 DOI: 10.1371/journal.pmed.1000145
Source DB: PubMed Journal: PLoS Med ISSN: 1549-1277 Impact factor: 11.069
Figure 1Flowchart of data available in the study.
aResults are incomplete for glucose and white cell count, as for outpatients these results were sometimes reported to the general practice rather than the central results database.
Baseline characteristics of biomarker cohort and their association with death and poor outcome.
| Characteristic | Total Cohort ( | Good Outcome at 6 mo (mRS = 0,1,2) ( | Poor outcome at 6 mo (mRS = 3,4,5 or dead) ( |
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| Age, mean (SD) | 72 (11) | 70 (11) | 75 (11) | <0.001 |
| Male sex, number (%) | 445 (53) | 275 (54) | 115 (48) | 0.169 |
| NIHSS | 1 (4) | 1 (2) | 4 (7) | <0.001 |
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| Interleukin-6 (pg/ml) | 4.0 (4.8) | 3.3 (3.2) | 6.1 (7.5) | <0.0001 |
| C-reactive protein (mg/l) | 3.4 (8.1) | 2.6 (5.7) | 7.1 (18.8) | <0.0001 |
| Fibrinogen (g/l) | 4.5 (1.6) | 4.3 (1.4) | 5.0 (1.9) | <0.0001 |
| White cell count (×109/l) | 8.0 (3.1) | 7.7 (2.9) | 8.5 (3.1) | <0.0001 |
| Glucose(mmol/l) | 5.6 (1.9) | 5.5 (1.7) | 6.0 (2.1) | 0.0002 |
| Cholesterol (mmol/l), mean (SD) | 5.2 (1.3) | 5.2 (1.2) | 5.1 (1.3) | 0.189 |
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| Definite ischemic stroke | 785 (93) | 484 (95) | 215 (90) | 0.006 |
| Definite hemorrhagic stroke | 43 (5) | 18 (4) | 21 (9) | |
| Probable ischemic stroke | 16 (2) | 10 (2) | 2 (1) | |
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| Total anterior circulation infarction | 53 (7) | 10 (2) | 32 (15) | <0.001 |
| Partial anterior circulation infarction | 352 (44) | 225 (46) | 96 (44) | |
| Lacunar infarction | 221 (28) | 143 (29) | 53 (24) | |
| Posterior circulation infarction | 124 (16) | 80 (16) | 28 (13) | |
| Unclassified | 51 (6) | 36 (7) | 8 (4) | |
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| Living alone | 324 (38) | 327 (36) | 105/237 (44) | 0.033 |
| Independent pre-stroke | 799 (95) | 502 (98) | 209 (88) | <0.001 |
| Normal verbal Glasgow coma scale | 754 (90) | 492/509 (97) | 185/237 (78) | <0.001 |
| Able to lift both arms | 749 (89) | 494/511 (97) | 180 (76) | <0.001 |
| Able to walk | 640 (76) | 464/511 (91) | 117 (49) | <0.001 |
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| History of hypertension | 453 (54) | 244 (52) | 143 (60) | 0.047 |
| Prior ischemic heart disease | 234 (28) | 125 (24) | 86 (36) | 0.001 |
| History of diabetes | 103 (12) | 52 (10) | 41 (17) | 0.006 |
| History of peripheral vascular disease | 36 (8) | 40 (8) | 18/235 (8) | 0.941 |
| History of cardiac failure | 40 (5) | 11/511 (2) | 25/237 (11) | <0.001 |
| Atrial fibrillation (previous or current) | 162 (19) | 73 (14) | 69 (29) | <0.001 |
| Prior stroke or transient ischemic attack | 262 (31) | 144 (28) | 86 (36) | 0.027 |
| Smoker (current or within 1 y) | 275/829 (31) | 163/508 (32) | 73/232 (31) | 0.886 |
t-test.
χ2 test.
National Institute of Health Stroke Scale.
482 good outcome and 224 poor outcome strokes.
Wilcoxon rank sum test.
496 good outcome and 233 poor outcome strokes.
471 good outcome and 218 poor outcome strokes.
The sixth variable in this model is age.
Figure 2Association between levels of inflammatory marker versus poor outcome (mRS>2 or death).
Expressed as ratio of odds in middle and top thirds of marker distribution, versus the referent lower third. Dotted line indicates OR = 1 (i.e., same odds as lower third). ORs are reported unadjusted and adjusted for six simple variables (age, living alone, independent of activities of daily living prior to stroke, normal verbal Glasgow coma scale, able to lift arms from bed, able to walk). Tertiles of IL-6: 2.8 and 5.5 pg/l; CRP: 1.9 and 7.1 mg/l; fibrinogen: 4.1 and 5.1 g/l; white cell count: 7.0 and 9.1×109 cells/l; and glucose: 5.2 and 6.3 mmol/l.
Figure 3Association between upper third and lower third of IL-6 by subgroups.
Each OR is adjusted for the six simple variables (age, living alone, independent of activities of daily living prior to stroke, normal verbal GCS, able to lift arms from bed, able to walk), and the estimate for the whole cohort is given by the vertical dashed line. OR of>1 indicates that increased levels of marker are associated with poorer outcome in that category of patient. The p values are derived from tests for heterogeneity. LACS, lacunar stroke syndrome; PACS, partial anterior strokesyndrome; POCS, posterior circulation stroke syndrome; TACS,total anterior stroke syndrome.
The association between marker levels and poor outcome after stroke.
| Markers | Odds Ratio Per Unit Increase in Marker Level (95% CI) | ||
| Unadjusted Estimate | Adjusted for Six Simple Variable | Adjusted for NIHSS, Age, Risk Factors for Recurrent Stroke | |
| IL-6 (pg/ml) | 1.14 (1.10–1.17) | 1.07 (1.03–1.11) | 1.05 (1.01–1.09) |
| CRP (mg/l) | 1.02 (1.01–1.03) | 1.01 (1.00–1.01) | 1.01 (1.00–1.01) |
| Fibrinogen (g/l) | 1.35 (1.21–1.51) | 1.12 (0.98–1.28) | 1.05 (0.90–1.21) |
| White cell count (×109/l) | 1.14 (1.08–1.21) | 1.08 (1.01–1.16) | 1.06 (0.99–1.14) |
| Glucose (mmol/l) | 1.06 (1.00–1.12) | 1.04 (0.97–1.12) | 0.96 (0.87–1.05) |
Previous diabetes, history of cardiovascular disease, history of peripheral vascular disease, history of cardiac failure, history of hypertension, current or history of atrial fibrillation.
Performance of models to predict poor outcome after stroke.
| Model | Likelihood Ratio Statistic |
| Hosmer-Lemeshow χ2 (Estimate of Model Calibration) |
| AUC (95% CI) |
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| 2. Six simple variables+IL-6 | 10.9 | <0.01 | 8.0 | 0.43 | 0.80 (0.76–0.84) | <0.01 |
| 3. Six simple variables+CRP | 3.4 | 0.06 | 6.7 | 0.57 | 0.78 (0.75–0.82) | 0.09 |
| 4. Six simple variables+white cell count | 5.62 | 0.02 | 3.3 | 0.91 | 0.78 (0.74–0.82) | 0.53 |
| 5. Six simple variables+white cell count+CRP+IL-6 | 13.39 | <0.01 | 12.0 | 0.15 | 0.80 (0.76–0.83) | 0.01 |
Performance of six simple variables model (age, living alone, independent of activities of daily living prior to stroke, normal verbal GCS, able to lift arms from bed, able to walk) and addition of IL-6, CRP, and white cell count as continuous variables.
The likelihood ratio test compares a goodness of fit between models with and without biomarker data. p<0.05 indicates that the model with biomarkers gives a significantly better fit of the data.
The Hosmer Lemeshow test compares the observed number of people with events to that predicted by the model. p>0.05 indicates that the model is well calibrated.
AUC = 1 indicates perfect discrimination of a model between patients with good and bad outcomes. p<0.05 indicates that the model containing biomarkers has a significantly higher AUC than one without.
Risk stratification tables to assess the clinical significance of added predictive value of IL-6 to the six simple variable model.
| Predicted Risk of Poor Outcome from Six Simple Variable Model Alone | Predicted Risk of Poor Outcome from Six Simple Variable Model with IL- 6 | Total % Reclassified | |||
| <10% | 10%–50% | 50%–90% | >90% | ||
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| Patients ( | 14 | 5 | — | — | — |
| % reclassified | — | 26 | — | — | 26 |
| Observed % poor outcome | 14 | 20 | — | — | — |
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| Patients ( | 19 | 534 | 4 | — | — |
| % reclassified | 3 | — | 7 | — | 4 |
| Observed % poor outcome | 11 | 20 | 75 | — | — |
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| Patients ( | — | 4 | 137 | 10 | - |
| % reclassified | — | 3 | — | 7 | 9 |
| Observed % poor outcome | — | 50 | 69 | 90 | - |
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| Patients ( | — | — | 4 | 13 | — |
| % reclassified | — | — | 23 | — | 23 |
| Observed % poor outcome | — | — | 100 | 92 | — |
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| Patients ( | 33 | 543 | 145 | 23 | — |
| Observed % poor outcome | 12 | 20 | 70 | 91 | — |
Table of studies included in the systematic review.
| Study | Stroke Diagnosis | Markers Measured | Blinding of Marker Measurement to Stroke Status | Defined Enrolment Period | Adequate Description of Marker Measurement | Mean Age | Male % | Outcome | Number of Patients (Number With Poor Outcome) | Covariates in Model |
| Blanco 2006 | Clinical supported by imaging | IL-6, L-arginine, TNF, Glutamate, GABA, Fibrinogen | ? | Yes | Yes | 70 | 58 | Poor outcome 3 mo | 113 (36) | HBP, Age, SBP, Temp, Glucose, CSS, Arginine |
| Welsh 2009 | Clinical supported by imaging | IL-6, CRP, IL-18, TNF alpha, D dimer | ? | Yes | Yes | 69 | 53 | Poor outcome 1 mo | 219 (94) | Age, OCSP, SSS score, CRP, IL-18, TNF |
| Chamorro 2007 | Clinical supported by imaging | IL-6, normetanephrines | ? | No | No | 74 | 43 | Death 3 mo | 136 (16) | NIHSS, Infection, Neutrophils, Monocytes, Normetanephrines |
| Rallidis 2006 | Positive imaging only | IL-6, CRP, Serum Amyloid A | ? | Yes | Yes | 54 | 65 | Death in hospital | 203 (14) | Age, Sex, BMI, HBP, Cholesterol, DM, Smoking, CRP, Serum, Amyloid A |
| Whiteley 2009 | Clinical supported by imaging | IL-6, CRP, fibrinogen | Yes | Yes | Yes | 72 | 53 | Poor outcome 1 mo | 844 (238) | Lives alone, independent prior to stroke, age, able to walk, lift arms, talk |
All studies were prospective, inpatient-based studies of patients with ischaemic stroke and drew blood soon after stroke. No previous study examined unselected admissions of patients with stroke.
IL-18, interleukin-18; TNF, tumour necrosis factor alpha; GABA, gamma-amino-butyric acid; SBP, systolic blood pressure; HBP, high blood pressure; CSS, Canadian stroke scale; SSS, Scandinavian stroke scale.
Figure 4Systematic review and meta-analysis of studies of IL-6 with available data.
OR for death or poor outcome is presented per unit increase in marker levels. Sizes of squares are proportional to the number of patients in each study. Summary estimates are calculated by fixed effects meta-analysis. The p values show statistical significance of summary estimate of effect, and I2 is reported as a measure of heterogeneity between studies used to calculate the summary OR. + = adjusted for age or stroke severity; ++ = adjusted for age and stroke severity; +++ = adjusted for age, stroke severity, and other factors.