A risk score for prediction of symptomatic intracerebral haemorrhage following thrombolysis

被引:9
作者
Soni, Mukesh
Wijeratne, Tissa
Ackland, David C.
机构
[1] Department of Biomedical Engineering, The University of Melbourne
[2] Department of Medicine and Neurology, AIMSS, Melbourne Medical School, University of Melbourne and Western Health, Sunshine Hospital, St. Albans, Victoria
[3] School of Psychology & Public Health, Department of Psychology & Counselling, La Trobe University, Bundoora, VIC
[4] Department of Medicine, Faculty of Medicine, University of Rajarata, Saliyapura, Anuradhapura
关键词
Cerebral infarct; Prognosis; Stroke management; Database; Modelling; ACUTE ISCHEMIC-STROKE; TISSUE-PLASMINOGEN ACTIVATOR; INTRAVENOUS THROMBOLYSIS; INTRACRANIAL HEMORRHAGE; RT-PA; THERAPY; SCALE; ALTEPLASE; ATLANTIS; ONSET;
D O I
10.1016/j.ijmedinf.2021.104586
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Background and purpose: Intravenous recombinant tissue plasminogen activator (rt-PA) remains the only FDA approved pharmacological therapy for acute ischemic stroke (AIS), but this treatment is associated with symptomatic intracerebral haemorrhage (SICH). The aim of this study was to derive and validate an accurate measure of SICH risk in ischemic stroke patients treated with rt-PA using data readily available from patient clinical records. Methods: Demographics, physiological parameters, and clinical data were obtained from 1,270 ischemic stroke patients treated with thrombolysis at 20 hospitals. This included age, sex, weight, blood pressure, glucose levels, smoking preferences, and presence of previous clinical conditions. Using a bivariate analysis on a training dataset of 890 patients, SICH cases were compared against SICH-free patients and key risk factors associated with SICH were identified. Continuous variables were stratified using k-means clustering, and odds ratios computed for each of the categorical risk factors employed in the risk score. The SICH risk score, which was assessed using an independent validation dataset comprising 380 patients, was defined between 0 and 53, and stratified into 4 categories: very low risk (0-6), low risk (7-12), moderate risk (13-19), and high risk ( 20). Results: Older age (age > 75 years), higher blood pressure, higher severity of stroke, pre-treatment antithrombotic and history of hypertension and hyperlipidaemia, were shown to be significant risk factors for SICH following rt-PA treatment (p < 0.05). A number of interaction effects with age produced greater overall SICH risk than that of individual variables alone, including age*weight, age*NIHSS, age*diastolic blood pressure, and age*hypertension. The SICH prediction tool demonstrated a C-statistic of 0.75 for continuous risk scoring (0-53) and 0.71 for stratified risk levels. Conclusion: A novel, computationally efficient risk score utilising data readily available from patient clinical records was shown to predict SICH risk following thrombolysis treatment with high accuracy. This tool may be useful for pre-screening patients for SICH risk to reduce the morbidity and mortality associated with thrombolysis treatment.
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页数:7
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共 43 条
  • [1] Hemorrhagic and Ischemic Strokes Compared Stroke Severity, Mortality, and Risk Factors
    Andersen, Klaus Kaae
    Olsen, Tom Skyhoj
    Dehlendorff, Christian
    Kammersgaard, Lars Peter
    [J]. STROKE, 2009, 40 (06) : 2068 - 2072
  • [2] Comparison of 8 Scores for predicting Symptomatic Intracerebral Hemorrhage after IV Thrombolysis
    Asuzu, David
    Nystrom, Karin
    Amin, Hardik
    Schindler, Joseph
    Wira, Charles
    Greer, David
    Chi, Nai Fang
    Halliday, Janet
    Sheth, Kevin N.
    [J]. NEUROCRITICAL CARE, 2015, 22 (02) : 229 - 233
  • [3] Intravenous thrombolysis in acute ischaemic stroke: a systematic review and meta-analysis to aid decision making in patients over 80 years of age
    Bhatnagar, Pallav
    Sinha, Devesh
    Parker, Richard A.
    Guyler, Paul
    O'Brien, Anthony
    [J]. JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY, 2011, 82 (07) : 712 - 717
  • [4] Alteplase for Acute Ischemic Stroke in Patients Aged &gt;80 Years Pooled Analyses of Individual Patient Data
    Bluhmki, Erich
    Danays, Thierry
    Biegert, Gabriele
    Hacke, Werner
    Lees, Kennedy R.
    [J]. STROKE, 2020, 51 (08) : 2322 - 2331
  • [5] Survey of emergency physicians about recombinant tissue plasminogen activator for acute ischemic stroke
    Brown, DL
    Barsan, WG
    Lisabeth, LD
    Gallery, ME
    Morgenstern, LB
    [J]. ANNALS OF EMERGENCY MEDICINE, 2005, 46 (01) : 56 - 60
  • [6] Chatterjee S., 2012, Cardiol Rev, V28
  • [7] Recombinant tissue-type plasminogen activator (alteplase) for ischemic stroke 3 to 5 hours after symptom onset - The ATLANTIS study: A randomized controlled trial
    Clark, WM
    Wissman, S
    Albers, GW
    Jhamandas, JH
    Madden, KP
    Hamilton, S
    [J]. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 1999, 282 (21): : 2019 - 2026
  • [8] Optimally splitting cases for training and testing high dimensional classifiers
    Dobbin, Kevin K.
    Simon, Richard M.
    [J]. BMC MEDICAL GENOMICS, 2011, 4
  • [9] Barriers to the utilization of thrombolysis for acute ischaemic stroke
    Eissa, A.
    Krass, I.
    Bajorek, B. V.
    [J]. JOURNAL OF CLINICAL PHARMACY AND THERAPEUTICS, 2012, 37 (04) : 399 - 409
  • [10] Effect of treatment delay, age, and stroke severity on the effects of intravenous thrombolysis with alteplase for acute ischaemic stroke: a meta-analysis of individual patient data from randomised trials
    Emberson, Jonathan
    Lees, Kennedy R.
    Lyden, Patrick
    Blackwell, Lisa
    Albers, Gregory
    Bluhmki, Erich
    Brott, Thomas
    Cohen, Geoff
    Davis, Stephen
    Donnan, Geoffrey
    Grotta, James
    Howard, George
    Kaste, Markku
    Koga, Masatoshi
    von Kummer, Ruediger
    Lansberg, Maarten
    Lindley, Richard I.
    Murray, Gordon
    Olivot, Jean Marc
    Parsons, Mark
    Tilley, Barbara
    Toni, Danilo
    Toyoda, Kazunori
    Wahlgren, Nils
    Wardlaw, Joanna
    Whiteley, William
    del Zoppo, Gregory J.
    Baigent, Colin
    Sandercock, Peter
    Hacke, Werner
    [J]. LANCET, 2014, 384 (9958) : 1929 - 1935