Prediction of bleb formation in intracranial aneurysms using machine learning models based on aneurysm hemodynamics, geometry, location, and patient population

Seyedeh Fatemeh Salimi Ashkezari; Fernando Mut; Martin Slawski; Boyle Cheng; Alexander K Yu; Tim G White; Henry H Woo; Matthew J Koch; Sepideh Amin-Hanjani; Fady T Charbel; Behnam Rezai Jahromi; Mika Niemelä; Timo Koivisto; Juhana Frosen; Yasutaka Tobe; Spandan Maiti; Anne M Robertson; Juan R Cebral

doi:10.1136/neurintsurg-2021-017976

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Hemorrhagic stroke

Original research

Prediction of bleb formation in intracranial aneurysms using machine learning models based on aneurysm hemodynamics, geometry, location, and patient population

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Seyedeh Fatemeh Salimi Ashkezari Department of Bioengineering, George Mason University, Fairfax, Virginia, USA PubMed articles Google scholar articles
Fernando Mut Department of Bioengineering, George Mason University, Fairfax, Virginia, USA PubMed articles Google scholar articles
Martin Slawski Department of Statistics, George Mason University, Fairfax, Virginia, USA PubMed articles Google scholar articles
Boyle Cheng Department of Neurosurgery, Allegheny General Hospital, Pittsburgh, Pennsylvania, USA PubMed articles Google scholar articles
Alexander K Yu Department of Neurosurgery, Allegheny General Hospital, Pittsburgh, Pennsylvania, USA PubMed articles Google scholar articles
Tim G White Department of Neurosurgery, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Manhasset, New York, USA PubMed articles Google scholar articles
Henry H Woo Department of Neurosurgery, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Manhasset, New York, USA PubMed articles Google scholar articles
Matthew J Koch Department of Neurosurgery, University of Illinois at Chicago, Chicago, Illinois, USA PubMed articles Google scholar articles
Sepideh Amin-Hanjani Department of Neurosurgery, University of Illinois at Chicago, Chicago, Illinois, USA PubMed articles Google scholar articles
Fady T Charbel Department of Neurosurgery, University of Illinois at Chicago, Chicago, Illinois, USA PubMed articles Google scholar articles
Behnam Rezai Jahromi Neurosurgery Research Group, Biomedicum Helsinki, University of Helsinki, Helsinki, Uusimaa, Finland PubMed articles Google scholar articles
Mika Niemelä Department of Neurosurgery, Töölö Hospital, University of Helsinki, Helsinki, Finland PubMed articles Google scholar articles
Timo Koivisto Department of Neurosurgery, Kuopio University Hospital, Kuopio, Pohjois-Savo, Finland PubMed articles Google scholar articles
Juhana Frosen Department of Neurosurgery, Tampere University Hospital, Tampere, Finland Hemorrhagic Brain Pathology Research Group, NeuroCenter, Kuopio University Hospital, Kuopio, Pohjois-Savo, Finland PubMed articles Google scholar articles
Yasutaka Tobe Department of Mechanical Engineering and Material Science, University of Pittsburgh, Pittsburgh, Pennsylvania, USA Department of Bioengineering, University of Pittsburgh, Pittsburgh, Pennsylvania, USA PubMed articles Google scholar articles
Spandan Maiti Department of Mechanical Engineering and Material Science, University of Pittsburgh, Pittsburgh, Pennsylvania, USA PubMed articles Google scholar articles
Anne M Robertson Department of Mechanical Engineering and Material Science, University of Pittsburgh, Pittsburgh, Pennsylvania, USA Department of Bioengineering, University of Pittsburgh, Pittsburgh, Pennsylvania, USA PubMed articles Google scholar articles
Juan R Cebral Department of Bioengineering, George Mason University, Fairfax, Virginia, USA Department of Mechanical Engineering, George Mason University, Fairfax, Virginia, USA PubMed articles Google scholar articles

Correspondence to Seyedeh Fatemeh Salimi Ashkezari, Department of Bioengineering, George Mason University, Fairfax, VA 22030, USA; ssalimia{at}gmu.edu

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Citation

Salimi Ashkezari SF, Mut F, Slawski M, et al

Prediction of bleb formation in intracranial aneurysms using machine learning models based on aneurysm hemodynamics, geometry, location, and patient population

Journal of NeuroInterventional Surgery 2022;14:1002-1007.

Publication history

Received June 29, 2021
Accepted October 8, 2021
First published October 22, 2021.

Online issue publication

November 15, 2022

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