How Can Radiomics Help the Clinical Management of Patients with Acute Ischemic Stroke?

Author:

Porto-Álvarez Jacobo1,Martínez Antonio Mosqueira1ORCID,Martínez Fernández Javier1,Sanmartín López Marta1,Blanco Ulla Miguel1,Vázquez Herrero Fernando1,Pumar José Manuel1ORCID,Rodríguez-Yáñez Manuel2ORCID,Minguillón Pereiro Anxo Manuel2,Bolón Villaverde Alberto3,Iglesias Rey Ramón4ORCID,Souto-Bayarri Miguel1

Affiliation:

1. Radiology Department, Complexo Hospitalario Universitario de Santiago de Compostela, 15706 Santiago de Compostela, Spain

2. Neurology Department, Complexo Hospitalario Universitario de Santiago de Compostela, 15706 Santiago de Compostela, Spain

3. Anaesthesia Department, Complexo Hospitalario Universitario de Santiago de Compostela, 15706 Santiago de Compostela, Spain

4. Neuroimaging and Biotechnology Laboratory (NOBEL), Clinical Neurosciences Research Laboratory (LINC), Health Research Institute of Santiago de Compostela (IDIS), 15706 Santiago de Compostela, Spain

Abstract

Acute ischemic stroke (AIS) is the loss of neurological function due to a sudden reduction in cerebral blood flow and is a leading cause of disability and death worldwide. The field of radiological imaging has experienced growth in recent years, which could be boosted by the advent of artificial intelligence. One of the latest innovations in artificial intelligence is radiomics, which is based on the fact that a large amount of quantitative data can be extracted from radiological images, from which patterns can be identified and associated with specific pathologies. Since its inception, radiomics has been particularly associated with the field of oncology and has shown promising results in a wide range of clinical situations. The performance of radiomics in non-tumour pathologies has been increasingly explored in recent years, and the results continue to be promising. The aim of this review is to explore the potential applications of radiomics in AIS patients and to theorize how radiomics may change the paradigm for these patients in the coming years.

Publisher

MDPI AG

Subject

Fluid Flow and Transfer Processes,Computer Science Applications,Process Chemistry and Technology,General Engineering,Instrumentation,General Materials Science

Reference66 articles.

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3. Global Epidemiology of Stroke and Access to Acute Ischemic Stroke Interventions;Saini;Neurology,2021

4. Endovascular Therapy after Intravenous t-PA versus t-PA Alone for Stroke;Broderick;N. Engl. J. Med.,2013

5. A Trial of Imaging Selection and Endovascular Treatment for Ischemic Stroke;Kidwell;N. Engl. J. Med.,2013

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