Performance of an AI-based automated identification of ischemic and hemorrhagic stroke in clinical routine

Congress:

ECR 2024

Poster Number:

C-13784

Type:

Scientific Exhibit

Keywords:

Artificial Intelligence, Neuroradiology brain, CT, CT-Angiography, CAD, Computer Applications-Detection, diagnosis, Haemorrhage, Ischaemia / Infarction

Authors:

A.-A. El-Ahmadi, G. Brun, A. Ayobi, S. Quenet, Y. Chaibi, A. Reyre, A. Jacquier, N. Girard

DOI:

10.26044/ecr2024/C-13784

DOI-Link:

https://dx.doi.org/10.26044/ecr2024/C-13784

References

[1] T.F. Hasan, H. Hasan, R.E. Kelley, Overview of Acute Ischemic Stroke Evaluation and Management, Biomedicines 9 (2021) 1486. https://doi.org/10.3390/biomedicines9101486.

[2] J. Puig, J. Shankar, D. Liebeskind, M. Terceño, K. Nael, A.M. Demchuk, B. Menon, D. Dowlatshahi, C. Leivaâ€ÂSalinas, M. Wintermark, G. Thomalla, Y. Silva, J. Serena, S. Pedraza, M. Essig, From “Time is Brain” to “Imaging is Brain”: A Paradigm Shift in the Management of Acute Ischemic Stroke, J. Neuroimaging 30 (2020) 562–571. https://doi.org/10.1111/jon.12693.

[3] D. Zhang, X. Zou, C. Sy, H. Qin, Y. Wang, X. Liao, L. Liu, Thrombolysis and reperfusion: advanced understanding of early management strategies in acute ischemic stroke, Neurol. Res. 36 (2014) 391–396. https://doi.org/10.1179/1743132814Y.0000000349.

[4] L.F. Alves, K.P. de Oliveira, G.E.D.P. Amorim, T.C. Ribeiro, G.V.R. da Silva, M.F. Câmara, C.R. Fernandes, Aspectos do AVE isquêmico: uma revisão bibliográfica / Aspects of ischemic stroke: a literature review, Braz. J. Health Rev. 5 (2022) 4098–4113. https://doi.org/10.34119/bjhrv5n2-009.

[5] T.F. Hasan, A.A. Rabinstein, E.H. Middlebrooks, N. Haranhalli, S.L. Silliman, J.F. Meschia, R.G. Tawk, Diagnosis and Management of Acute Ischemic Stroke, Mayo Clin. Proc. 93 (2018) 523–538. https://doi.org/10.1016/j.mayocp.2018.02.013.

[6] J.P. Ho, Acute ischemic stroke: emergency department management after the 3-hour window, Emerg. Med. Pract. 23 (2021) 1–33.

[7] M.S. Alqahtani, N.F. Alharbi, B.G. Alghamdi, M.A. Asiri, M.M. Alwadai, A.H. Maghfuri, S.S. Alzahrani, Reversible CT Scan Hypodensity in Acute Ischemic Stroke Patient With Low Initial Alberta Stroke Program Early CT Score (ASPECTS) Following Endovascular Thrombectomy: A Case Report, Cureus (2023). https://doi.org/10.7759/cureus.36194.

[8] C. Lei, X. Zhou, X. Chang, Q. Zhao, L. Zhong, Mechanical Thrombectomy in Patients with Acute Ischemic Stroke and ASPECTS ≤5, J. Stroke Cerebrovasc. Dis. 30 (2021) 105748. https://doi.org/10.1016/j.jstrokecerebrovasdis.2021.105748.

Table 1: Accuracy of the algorithm for each ICH subtype and LVO segment.

Table 2: Accuracy of the algorithm for each ASPECTS region.