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Author(s): Roy A, Rivaz H, Rizk A, Frenette S, Boily M, Fortin M
PURPOSE: Although smaller lumbar multifidus muscle (LMM) was reported to be a strong predictor of lower limb injury (LLI) in Australian Football League (AFL) players, LMM morphology has not been investigated in rugby athletes. This study examined seasonal c...
Article GUID: 32925493
Author(s): Aktar M, Tampieri D, Rivaz H, Kersten-Oertel M, Xiao Y
Automatic collateral circulation scoring in ischemic stroke using 4D CT angiography with low-rank and sparse matrix decomposition.
Int J Comput Assist Radiol Surg. 2020 Jul 14;:
Authors: Aktar M, Tampieri D, Rivaz H, Kersten-Oertel M, Xi...
Article GUID: 32662055
Author(s): Grimwood A, Rivaz H, Zhou H, McNair HA, Yakubowski K, Bamber JC, Tree AC, Harris EJ
Radiother Oncol. 2020 May 06;: Authors: Grimwood A, Rivaz H, Zhou H, McNair HA, Yakubowski K, Bamber JC, Tree AC, Harris EJ
Article GUID: 32387546
Author(s): Nandlall N, Rivaz H, Rizk A, Frenette S, Boily M, Fortin M
BMC Musculoskelet Disord. 2020 Feb 12;21(1):96 Authors: Nandlall N, Rivaz H, Rizk A, Frenette S, Boily M, Fortin M
Article GUID: 32050966
Author(s): Mirzaei M, Asif A, Fortin M, Rivaz H
Ultrasonics. 2019 Nov 09;102:106053 Authors: Mirzaei M, Asif A, Fortin M, Rivaz H
Article GUID: 31790861
Author(s): Khavari P, Asif A, Boily M, Rivaz H
J Healthc Eng. 2018;2018:7979528 Authors: Khavari P, Asif A, Boily M, Rivaz H
Article GUID: 30034676
Author(s): Mousavi SR, Rivaz H, Czarnota GJ, Samani A, Sadeghi-Naini A
Transl Oncol. 2017 Oct;10(5):744-751 Authors: Mousavi SR, Rivaz H, Czarnota GJ, Samani A, Sadeghi-Naini A
Article GUID: 28735201
Author(s): Fortin M, Rizk A, Frenette S, Boily M, Rivaz H
Phys Ther Sport. 2019 Apr 17;38:16 Authors: Fortin M, Rizk A, Frenette S, Boily M, Rivaz H PMID: 31005031 [PubMed - as supplied by publisher]
Article GUID: 31005031
Author(s): Rivaz H, Collins DL
Int J Comput Assist Radiol Surg. 2015 Jul;10(7):1017-28 Authors: Rivaz H, Collins DL
Article GUID: 25373447
Author(s): Xiao Y, Fortin M, Unsgård G, Rivaz H, Reinertsen I
Med Phys. 2017 Jul;44(7):3875-3882 Authors: Xiao Y, Fortin M, Unsgård G, Rivaz H, Reinertsen I
Article GUID: 28391601
Author(s): Fortin M, Omidyeganeh M, Battié MC, Ahmad O, Rivaz H
Biomed Eng Online. 2017 May 22;16(1):61 Authors: Fortin M, Omidyeganeh M, Battié MC, Ahmad O, Rivaz H
Article GUID: 28532491
Author(s): Karlberg A, Berntsen EM, Johansen H, Myrthue M, Skjulsvik AJ, Reinertsen I, Esmaeili M, Dai HY, Xiao Y, Rivaz H, Borghammer P, Solheim O, Eikenes L
World Neurosurg. 2017 Dec;108:989.e1-989.e8 Authors: Karlberg A, Berntsen EM, Johansen H, Myrthue M, Skjulsvik AJ, Reinertsen I, Esmaeili M, Dai HY, Xiao Y, Rivaz H, Borghammer P, Solheim O, Eikenes L
Article GUID: 28844925
Author(s): Xiao Y, Eikenes L, Reinertsen I, Rivaz H
Int J Comput Assist Radiol Surg. 2018 Mar;13(3):457-467 Authors: Xiao Y, Eikenes L, Reinertsen I, Rivaz H
Article GUID: 29299739
Author(s): Xiao Y, Rivaz H, Kasuya H, Yokosako S, Mindru C, Teitelbaum J, Sirhan D, Sinclair D, Angle M, Lo BWY
Transl Stroke Res. 2018 10;9(5):452-458 Authors: Xiao Y, Rivaz H, Kasuya H, Yokosako S, Mindru C, Teitelbaum J, Sirhan D, Sinclair D, Angle M, Lo BWY
Article GUID: 29322480
Author(s): Xiao Y, Eikenes L, Reinertsen I, Rivaz H
Int J Comput Assist Radiol Surg. 2018 03;13(3):469 Authors: Xiao Y, Eikenes L, Reinertsen I, Rivaz H
Article GUID: 29392538
Author(s): Xiao Y, Boily M, Hashemi HS, Rivaz H
Ultrasound Med Biol. 2018 07;44(7):1525-1532 Authors: Xiao Y, Boily M, Hashemi HS, Rivaz H
Article GUID: 29628224
Author(s): Xiao Y, Fortin M, Battié MC, Rivaz H
Eur Spine J. 2018 Oct;27(10):2442-2448 Authors: Xiao Y, Fortin M, Battié MC, Rivaz H
Article GUID: 30051147
Author(s): Masoumi N, Xiao Y, Rivaz H
Int J Comput Assist Radiol Surg. 2019 Mar;14(3):441-450 Authors: Masoumi N, Xiao Y, Rivaz H
Article GUID: 30535826
Author(s): Fortin M, Rizk A, Frenette S, Boily M, Rivaz H
Phys Ther Sport. 2019 Mar 13;37:77-85 Authors: Fortin M, Rizk A, Frenette S, Boily M, Rivaz H
Article GUID: 30897493
Title: | Automatic collateral circulation scoring in ischemic stroke using 4D CT angiography with low-rank and sparse matrix decomposition. |
Authors: | Aktar M, Tampieri D, Rivaz H, Kersten-Oertel M, Xiao Y |
Link: | www.ncbi.nlm.nih.gov/pubmed/32662055 |
DOI: | 10.1007/s11548-020-02216-w |
Category: | Int J Comput Assist Radiol Surg |
PMID: | 32662055 |
Dept Affiliation: | ENCS
1 Department of Computer Science and Software Engineering, Concordia University, 1455 boul. De Maisonneuve O., Montreal, Québec, H3G 1M8, Canada. m_ktar@encs.concordia.ca. 2 Department of Diagnostic Radiology, Kingston Health Sciences Centre, Kingston General Hospital, Kingston, Ontario, K7L 2V7, Canada. 3 Department of Electrical and Computer Engineering, Concordia University, 1455 boul. De Maisonneuve O., Montreal, Québec, H3G 1M8, Canada. 4 Department of Computer Science and Software Engineering, Concordia University, 1455 boul. De Maisonneuve O., Montreal, Québec, H3G 1M8, Canada. 5 Robarts Research Institute, Western University, London, Ontario, N6A 5B7, Canada. |
Description: |
Automatic collateral circulation scoring in ischemic stroke using 4D CT angiography with low-rank and sparse matrix decomposition. Int J Comput Assist Radiol Surg. 2020 Jul 14;: Authors: Aktar M, Tampieri D, Rivaz H, Kersten-Oertel M, Xiao Y Abstract PURPOSE: Sufficient collateral blood supply is crucial for favorable outcomes with endovascular treatment. The current practice of collateral scoring relies on visual inspection and thus can suffer from inter and intra-rater inconsistency. We present a robust and automatic method to score cerebral collateral blood supply to aid ischemic stroke treatment decision making. The developed method is based on 4D dynamic CT angiography (CTA) and the ASPECTS scoring protocol. METHODS: The proposed method, ACCESS (Automatic Collateral Circulation Evaluation in iSchemic Stroke), estimates a target patient's unfilled cerebrovasculature in contrast-enhanced CTA using the lack of contrast agent due to clotting. To do so, the fast robust matrix completion algorithm with in-face extended Frank-Wolfe optimization is applied on a cohort of healthy subjects and a target patient, to model the patient's unfilled vessels and the estimated full vasculature as sparse and low-rank components, respectively. The collateral score is computed as the ratio of the unfilled vessels to the full vasculature, mimicking existing clinical protocols. RESULTS: ACCESS was tested with 46 stroke patients and obtained an overall accuracy of 84.78%. The optimal threshold selection was evaluated using a receiver operating characteristics curve with the leave-one-out approach, and a mean area under the curve of 85.39% was obtained. CONCLUSION: ACCESS automates collateral scoring to mitigate the shortcomings of the standard clinical practice. It is a robust approach, which resembles how radiologists score clinical scans, and can be used to help radiologists in clinical decisions of stroke treatment. PMID: 32662055 [PubMed - as supplied by publisher] |