An integer-based score to predict functional outcome in acute ischemic stroke The ASTRAL score

被引:240
作者
Ntaios, G. [1 ,3 ]
Faouzi, M. [2 ]
Ferrari, J. [4 ]
Lang, W. [4 ]
Vemmos, K. [5 ]
Michel, P. [1 ]
机构
[1] CHU Vaudois, Neurol Serv, Acute Stroke Unit, CH-1011 Lausanne, Switzerland
[2] CHU Vaudois, Inst Social & Prevent Med, CH-1011 Lausanne, Switzerland
[3] Univ Thessaly, Larissa Med Sch, Dept Med, Larisa, Greece
[4] St Johns God Hosp, Dept Neurol, Vienna, Austria
[5] Alexandra Hosp, Dept Clin Therapeut, Acute Stroke Unit, Athens, Greece
关键词
EXTERNAL VALIDATION; MODEL; REGISTRY; TRIALS; DESIGN; SCALE;
D O I
10.1212/WNL.0b013e318259e221
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective: To develop and validate a simple, integer-based score to predict functional outcome in acute ischemic stroke (AIS) using variables readily available after emergency room admission. Methods: Logistic regression was performed in the derivation cohort of previously independent patients with AIS (Acute Stroke Registry and Analysis of Lausanne [ASTRAL]) to identify predictors of unfavorable outcome (3-month modified Rankin Scale score >2). An integer-based point-scoring system for each covariate of the fitted multivariate model was generated by their beta-coefficients; the overall score was calculated as the sum of the weighted scores. The model was validated internally using a 2-fold cross-validation technique and externally in 2 independent cohorts (Athens and Vienna Stroke Registries). Results: Age (A), severity of stroke (S) measured by admission NIH Stroke Scale score, stroke onset to admission time (T), range of visual fields (R), acute glucose (A), and level of consciousness (L) were identified as independent predictors of unfavorable outcome in 1,645 patients in ASTRAL. Their beta-coefficients were multiplied by 4 and rounded to the closest integer to generate the score. The area under the receiver operating characteristic curve (AUC) of the score in the ASTRAL cohort was 0.850. The score was well calibrated in the derivation (p = 0.43) and validation cohorts (0.22 [Athens, n = 1,659] and 0.49 [Vienna, n = 653]). AUCs were 0.937 (Athens), 0.771 (Vienna), and 0.902 (when pooled). An ASTRAL score of 31 indicates a 50% likelihood of unfavorable outcome. Conclusions: The ASTRAL score is a simple integer-based score to predict functional outcome using 6 readily available items at hospital admission. It performed well in double external validation and may be a useful tool for clinical practice and stroke research. Neurology (R) 2012; 78: 1916-1922
引用
收藏
页码:1916 / 1922
页数:7
相关论文
共 27 条
[1]   CLASSIFICATION OF SUBTYPE OF ACUTE ISCHEMIC STROKE - DEFINITIONS FOR USE IN A MULTICENTER CLINICAL-TRIAL [J].
ADAMS, HP ;
BENDIXEN, BH ;
KAPPELLE, LJ ;
BILLER, J ;
LOVE, BB ;
GORDON, DL ;
MARSH, EE ;
KASE, CS ;
WOLF, PA ;
BABIKIAN, VL ;
LICATAGEHR, EE ;
ALLEN, N ;
BRASS, LM ;
FAYAD, PB ;
PAVALKIS, FJ ;
WEINBERGER, JM ;
TUHRIM, S ;
RUDOLPH, SH ;
HOROWITZ, DR ;
BITTON, A ;
MOHR, JP ;
SACCO, RL ;
CLAVIJO, M ;
ROSENBAUM, DM ;
SPARR, SA ;
KATZ, P ;
KLONOWSKI, E ;
CULEBRAS, A ;
CAREY, G ;
MARTIR, NI ;
FICARRA, C ;
HOGAN, EL ;
CARTER, T ;
GURECKI, P ;
MUNTZ, BK ;
RAMIREZLASSEPAS, M ;
TULLOCH, JW ;
QUINONES, MR ;
MENDEZ, M ;
ZHANG, SM ;
ALA, T ;
JOHNSTON, KC ;
ANDERSON, DC ;
TARREL, RM ;
NANCE, MA ;
BUDLIE, SR ;
DIERICH, M ;
HELGASON, CM ;
HIER, DB ;
SHAPIRO, RA .
STROKE, 1993, 24 (01) :35-41
[2]   Prognosis and prognostic research: validating a prognostic model [J].
Altman, Douglas G. ;
Vergouwe, Yvonne ;
Royston, Patrick ;
Moons, Karel G. M. .
BMJ-BRITISH MEDICAL JOURNAL, 2009, 338 :1432-1435
[3]   ASCERTAINING THE TRUE INCIDENCE OF STROKE - EXPERIENCE FROM THE PERTH COMMUNITY STROKE STUDY, 1989-1990 [J].
ANDERSON, CS ;
JAMROZIK, KD ;
BURVILL, PW ;
CHAKERA, TMH ;
JOHNSON, GA ;
STEWARTWYNNE, EG .
MEDICAL JOURNAL OF AUSTRALIA, 1993, 158 (02) :80-84
[4]   A three-item scale for the early prediction of stroke recovery [J].
Baird, AE ;
Dambrosia, J ;
Janket, SJ ;
Eichbaum, Q ;
Chaves, C ;
Silver, B ;
Barber, PA ;
Parsons, M ;
Darby, D ;
Davis, S ;
Caplan, LR ;
Edelman, RE ;
Warach, S .
LANCET, 2001, 357 (9274) :2095-2099
[5]   Predicting outcome after acute and subacute stroke - Development and validation of new prognostic models [J].
Counsell, C ;
Dennis, M ;
McDowall, M ;
Warlow, C .
STROKE, 2002, 33 (04) :1041-1047
[6]   Performance of a statistical model to predict stroke outcome in the context of a large, simple, randomized, controlled trial of feeding [J].
Dennis, M .
STROKE, 2003, 34 (01) :127-133
[7]   Outcome measures in acute stroke trials - A systematic review and some recommendations to improve practice [J].
Duncan, PW ;
Jorgensen, HS ;
Wade, DT .
STROKE, 2000, 31 (06) :1429-1438
[8]   Predicting outcome in ischemic stroke - External validation of predictive risk models [J].
Johnston, KC ;
Connors, AF ;
Wagner, DP ;
Haley, EC .
STROKE, 2003, 34 (01) :200-202
[9]   Combined clinical and imaging information as an early stroke outcome measure [J].
Johnston, KC ;
Wagner, DP ;
Haley, EC ;
Connors, AF .
STROKE, 2002, 33 (02) :466-472
[10]   A predictive risk model for outcomes of ischemic stroke [J].
Johnston, KC ;
Connors, AF ;
Wagner, DP ;
Knaus, WA ;
Wang, XQ ;
Haley, EC .
STROKE, 2000, 31 (02) :448-455