Predictions for functional outcome and mortality in acute ischaemic stroke following successful endovascular thrombectomy
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作者:
Zeng, Minyan
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机构:
Univ Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
Australian Inst Machine Learning, Adelaide, SA, AustraliaUniv Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
Zeng, Minyan
[1
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Smith, Luke
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机构:
Univ Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
Australian Inst Machine Learning, Adelaide, SA, AustraliaUniv Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
Smith, Luke
[1
,2
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Bird, Alix
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机构:
Univ Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
Australian Inst Machine Learning, Adelaide, SA, AustraliaUniv Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
Bird, Alix
[1
,2
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Trinh, Vincent Quoc-Nam
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机构:
Univ Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
Australian Inst Machine Learning, Adelaide, SA, AustraliaUniv Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
Trinh, Vincent Quoc-Nam
[1
,2
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Bacchi, Stephen
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机构:
Royal Adelaide Hosp, Adelaide, SA, AustraliaUniv Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
Bacchi, Stephen
[3
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Harvey, Jackson
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机构:
Royal Adelaide Hosp, Adelaide, SA, AustraliaUniv Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
Harvey, Jackson
[3
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Jenkinson, Mark
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机构:
Australian Inst Machine Learning, Adelaide, SA, Australia
Univ Adelaide, Fac Sci Engn & Technol, Sch Comp & Math Sci, Adelaide, SA, Australia
South Australian Hlth & Med Res Inst, Adelaide, SA, AustraliaUniv Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
Jenkinson, Mark
[2
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,5
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Scroop, Rebecca
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机构:
Royal Adelaide Hosp, Adelaide, SA, AustraliaUniv Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
Scroop, Rebecca
[3
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Kleinig, Timothy
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机构:
Royal Adelaide Hosp, Adelaide, SA, AustraliaUniv Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
Kleinig, Timothy
[3
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Jannes, Jim
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机构:
Royal Adelaide Hosp, Adelaide, SA, AustraliaUniv Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
Jannes, Jim
[3
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机构:
Palmer, Lyle J.
[1
,2
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机构:
[1] Univ Adelaide, Fac Hlth & Med Sci, Sch Publ Hlth, Adelaide, SA, Australia
[2] Australian Inst Machine Learning, Adelaide, SA, Australia
[3] Royal Adelaide Hosp, Adelaide, SA, Australia
[4] Univ Adelaide, Fac Sci Engn & Technol, Sch Comp & Math Sci, Adelaide, SA, Australia
[5] South Australian Hlth & Med Res Inst, Adelaide, SA, Australia
Background Accurate outcome predictions for patients who had ischaemic stroke with successful reperfusion after endovascular thrombectomy (EVT) may improve patient treatment and care. Our study developed prediction models for key clinical outcomes in patients with successful reperfusion following EVT in an Australian population.Methods The study included all patients who had ischaemic stroke with occlusion in the proximal anterior cerebral circulation and successful reperfusion post-EVT over a 7-year period. Multivariable logistic regression and Cox regression models, incorporating bootstrap and multiple imputation techniques, were used to identify predictors and develop models for key clinical outcomes: 3-month poor functional status; 30-day, 1-year and 3-year mortality; survival time.Results A total of 978 patients were included in the analyses. Predictors associated with one or more poor outcomes include: older age (ORs for every 5-year increase: 1.22-1.40), higher premorbid functional modified Rankin Scale (ORs: 1.31-1.75), higher baseline National Institutes of Health Stroke Scale (ORs: 1.05-1.07) score, higher blood glucose (ORs: 1.08-1.19), larger core volume (ORs for every 10 mL increase: 1.10-1.22), pre-EVT thrombolytic therapy (ORs: 0.44-0.56), history of heart failure (outcome: 30-day mortality, OR=1.87), interhospital transfer (ORs: 1.42 to 1.53), non-rural/regional stroke onset (outcome: functional dependency, OR=0.64), longer onset-to-groin puncture time (outcome: 3-year mortality, OR=1.08) and atherosclerosis-caused stroke (outcome: functional dependency, OR=1.68). The models using these predictors demonstrated moderate predictive abilities (area under the receiver operating characteristic curve range: 0.752-0.796).Conclusion Our models using real-world predictors assessed at hospital admission showed satisfactory performance in predicting poor functional outcomes and short-term and long-term mortality for patients with successful reperfusion following EVT. These can be used to inform EVT treatment provision and consent.
机构:
Ochsner Louisiana State Univ, Hlth Sci Ctr, Dept Neurol, Shreveport, LA USAOchsner Louisiana State Univ, Hlth Sci Ctr, Dept Neurol, Shreveport, LA USA
Hasan, Tasneem F.
Todnem, Nathaniel
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机构:
Med Coll Georgia, Dept Neurol Surg, Augusta, GA 30912 USAOchsner Louisiana State Univ, Hlth Sci Ctr, Dept Neurol, Shreveport, LA USA
Todnem, Nathaniel
Gopal, Neethu
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机构:
Mayo Clin, Dept Neurol Surg, 4500 San Pablo Rd, Jacksonville, FL 32224 USAOchsner Louisiana State Univ, Hlth Sci Ctr, Dept Neurol, Shreveport, LA USA
Gopal, Neethu
Miller, David A.
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机构:
Mayo Clin, Dept Diagnost Radiol, Jacksonville, FL 32224 USAOchsner Louisiana State Univ, Hlth Sci Ctr, Dept Neurol, Shreveport, LA USA
Miller, David A.
Sandhu, Sukhwinder S.
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机构:
Mayo Clin, Dept Neurol Surg, 4500 San Pablo Rd, Jacksonville, FL 32224 USAOchsner Louisiana State Univ, Hlth Sci Ctr, Dept Neurol, Shreveport, LA USA
Sandhu, Sukhwinder S.
Huang, Josephine F.
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机构:
Mayo Clin, Dept Neurol, Jacksonville, FL 32224 USAOchsner Louisiana State Univ, Hlth Sci Ctr, Dept Neurol, Shreveport, LA USA
Huang, Josephine F.
Tawk, Rabih G.
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机构:
Mayo Clin, Dept Neurol Surg, 4500 San Pablo Rd, Jacksonville, FL 32224 USAOchsner Louisiana State Univ, Hlth Sci Ctr, Dept Neurol, Shreveport, LA USA
机构:
Long Isl Coll Hosp, Dept Neurol, Brooklyn, NY 11201 USA
SUNY, Hlth Sci Ctr, Brooklyn, NY USALong Isl Coll Hosp, Dept Neurol, Brooklyn, NY 11201 USA
Janjua, Nazli
Brisman, Jonathan L.
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机构:
Winthrop Univ Hosp, Dept Cerebrovasc & Endovasc Neurosurg, Mineola, NY USALong Isl Coll Hosp, Dept Neurol, Brooklyn, NY 11201 USA