Literature DB >> 34040418

The Application of Computed Tomography Perfusion in the Alberta Stroke Program Early Computed Tomography Score for Endovascular Treatment of Acute Ischemic Stroke in the Anterior Circulation.

Wei-Yong Zhang1, Shi-Feng Xiang1, Su-Jun Yang1, Yi-Ping Wu2, Jun-Tao Li2, Guo-Kun Liu1, Jian-Fei Li1, Wei-Wei Wang1.   

Abstract

OBJECTIVE: The present study investigated the predictive value of each perfusion parameter of the Alberta Stroke Program Early Computed Tomography Score (ASPECTS) in CT perfusion (CTP) imaging for the prognosis of endovascular treatment at the time of admission in patients with acute ischemic stroke in the anterior circulation. PATIENTS AND METHODS: The imaging data of 62 patients with acute ischemic stroke in the anterior circulation with an onset time of 6 h or less were retrospectively analyzed. All patients underwent the one-stop whole-brain dynamic volume four-dimensional (4D) CT angiography (CTA)-CTP and cranial magnetic resonance imaging (MRI) within seven days after treatment. The patients were divided into better and worse prognosis groups according to their clinical symptoms, combined with an MRI-ASPECTS score of ≤ 6 within seven days after treatment. The observed perfusion parameters included cerebral blood flow (CBF)-ASPECTS, cerebral blood volume (CBV)-ASPECTS, mean transit time (MTT)-ASPECTS, and time to peak (TTP)-ASPECTS. The difference in ASPECTS scores involving the CTP parameter, as well as diagnostic power, was compared between the two groups of patients.
RESULTS: All CTP-ASPECTS scores negatively correlated with clinical prognosis. The higher the CTP-ASPECTS scores preceding treatment in patients with ischemic stroke in the anterior circulation, the better the prognosis. There were statistically significant differences in the scores of CBF-ASPECTS and CBV-ASPECTS between the two groups (P < 0.05). Receiver operating curve (ROC) analysis showed that the parameter with the largest area under the curve (AUC) was the CBF-ASPECTS score (P = 0.003), with a sensitivity of 90.9%, a specificity of 59.1%, and an AUC of 0.806, which was the most valuable prognostic predictor.
CONCLUSION: The CBF-ASPECTS score presented significant value as a primary indicator for predicting the outcome of endovascular treatment in patients with acute ischemic stroke in the anterior circulation, and it had good application prospects in clinical practice.
© 2021 Zhang et al.

Entities:  

Keywords:  Alberta Stroke Program Early Computed Tomography Score; X-ray computed tomography; perfusion imaging; stroke

Year:  2021        PMID: 34040418      PMCID: PMC8139848          DOI: 10.2147/IJGM.S309232

Source DB:  PubMed          Journal:  Int J Gen Med        ISSN: 1178-7074


Introduction

Domestic and foreign studies have verified that the Alberta Stroke Program Early Computed Tomography Score (ASPECTS) is a simple and rapid quantitative assessment for the extent of infarction and a predictor for clinical outcomes that can help in the screening of patients requiring endovascular treatment and determine their prognosis.1,2 However, the reliability of the non-contrast CT (NCCT)-ASPECTS remains controversial. In particular, in the diagnosis of ultra-early stroke, the NCCT-ASPECTS has relatively low diagnostic accuracy. Computed tomography perfusion (CTP) technology has been widely used in the treatment of ischemic stroke, but the application of CTP-ASPECTS to a CTP parameter chart remains in the research stage in China and abroad.1,3 One-stop, whole-brain dynamic volume CTP and four-dimensional (4D) CT angiography (CTA) techniques, combined with multi-parametric ASPECT scores including cerebral blood volume (CBV)-ASPECTS, cerebral blood flow (CBF)-ASPECTS, mean transit time (MTT)-ASPECTS, and time-to-peak (TTP)-ASPECTS were employed in the present study to provide an image basis for determining the choice of endovascular therapy and prognosis for patients with acute ischemic stroke in the anterior circulation.

Patients and Methods

General Data

A total of 62 patients, admitted within 6 h to Handan Central Hospital (China) from January 2016 to December 2019 with cerebral infarction in the middle cerebral artery supply area due to severe stenosis or occlusion of the internal carotid artery or middle cerebral artery, and who received endovascular treatment, were retrospectively analyzed. There were 42 males and 20 females within an age range of 39–78 years old (average age, 56.6). Based on whether patients were conscious or not, changes in muscle strength, and magnetic resonance imaging (MRI) findings within one week, patients were divided into a better or worse prognosis group. The participant inclusion criteria were as follows: 1) all patients signed a written informed consent form to be included in the study; 2) patients with onset of the disease within 6 h and with no cerebral hemorrhage or brain tumor confirmed by non-contrast computerized tomography (NCCT); 3) patients whose CTA showed severe stenosis or occlusion of the internal carotid artery or middle cerebral artery; 4) patients who eventually received endovascular treatment; 5) patients with preoperative CTP suggestive of reduced cerebral blood flow (CBF). The exclusion criteria were as follows: 1) patients with severe cardiac and pulmonary diseases; 2) patients with an existing history of intracranial surgery, a large infarction, and allergic history to iodine contrast. This study was conducted with approval from the Ethics Committee of Handan Central Hospital. Written informed consent was obtained from all patients.

Scanning Apparatus and Parameters

Computed tomography perfusion (Toshiba Aquilion One 320CT, Tokyo, Japan) was conducted for all patients. During the examination, the patient was placed in the supine position with the head centered; the scanning range was 16 cm up from the base of the skull. A 20G cannula was inserted in the middle elbow vein using a dual-channel hyperbaric syringe; Uvexan (370 mg I/mL, Bayer, Germany) was used as a contrast agent. The 19-round volume scan protocol was divided into five sequences. The first sequence was delayed by 7 s to scan one round. The second sequence started at 10.7 s and scanned three rounds, with 2 s intervals per round. The third sequence started at 17 s and scanned six rounds with 2 s intervals per round. The fourth sequence started at 29.4 s and scanned four rounds with a 2 s interval per round. The fifth sequence started at 39.1 s and scanned five rounds with 5 s intervals per round. The tube voltage and current were 80 kV and 300 mA, respectively, and 60 mL of the contrast agent was injected at a flow velocity of 5 mL/s, followed by 40 mL of natural saline at the same velocity. Conventional scan sequences were adopted in the cranial MRI including T1WI and T2WI, MRI fluid-attenuated inversion recovery (FLAIR), and diffusion-weighted imaging (DWI). The scanning sequences were performed with the following parameters. T2WI adopts fast spin echo sequence: TR, 3770 ms; TE, 95ms; FOV, 230mm; section thickness and spacing, 5mm and 1.5mm; scanning matrix, 320×320mm; average value, 1; no parallel acquisition technology. T1WI adopts small angle excitation fast gradient echo sequence: TR, 180ms; TE, 2.71ms; flip angle, 70 °; FOV, 230mm; section thickness and spacing, 5mm and 1.5mm; scanning matrix, 320×320mm; average value, 1; no parallel acquisition technology. Fluid attenuated T2WI sequence uses inversion recovery Fast spin Echo sequence TR, 8500ms; TE, 85ms; TI, 2440ms; FOV, 230ms; section thickness and spacing, 5mm and 1.5mm; average value, 1; no parallel acquisition technology. The diffusion weighted imaging (DWI): TR and TE, 4500 ms and 74 ms; b value, 1000; FOV, 230 mm; section thickness and spacing, 5 mm and 1.5 mm; matrix, 128 × 128; parallel acquisition factor, 2; average value, 2.

Image Post-Processing

All volume data were transferred to a Vitrea workstation for processing to obtain a CTP pseudo-color chart. The perfusion parameters included CBF, CBV, MTT, and TTP. Ten regions on two layers of the middle cerebral artery blood supply area were selected (Figure 1A–D) as follows: 1) the caudate nucleus and the layers below were divided into seven regions, ie, M1, M2, M3, insula (I), lenticular (L), caudate nucleus (C), and the posterior limb of the internal capsule (IC); 2) the cerebral cortex above the nucleus including the M4, M5, and M6 regions. The 10 regions have the same weight, all with 1 point. A total score of 10 points represented normal, and the total score was reduced by 1 point for each area affected. The four parameters CBF, CBV, MTT, and TTP were scored before the endovascular treatment, and MRI-DWI was scored within one week after the endovascular treatment. The 4D digital subtraction angiography (DSA) images were created after the automatic subtraction of cranial arteries using a workstation software package (Figure 1E).
Figure 1

Case illustration of MRI-ASPECTS score. (A) TTP was prolonged in M1, M2, C, L and IC areas in right hemisphere than in corresponding contralateral brain tissue with TTP-ASPECTS score 5. (B) MTT was prolonged in M1, M2, C, L and IC areas in right hemisphere than in contralateral brain tissue with MTT-ASPECTS score 5. (C) The decrease of CBF in M1, C and IC areas in right hemisphere compared with contralateral corresponding areas with CBF-ASPECTS score 7. (D) The decrease of CBV in C and IC areas in right hemisphere compared with contralateral corresponding areas with CBV-ASPECTS score 8. (E) 4D-CTA showed the occlusion of right middle cerebral artery. (F) DWI demonstrated high signal intensity in C and IC areas in right hemisphere after 5 days of mechanical thrombectomy therapy with the MRI-ASPECTS score 8. The patients discharged with the recovery of the muscle strength of the left limb and can walk normally.

Case illustration of MRI-ASPECTS score. (A) TTP was prolonged in M1, M2, C, L and IC areas in right hemisphere than in corresponding contralateral brain tissue with TTP-ASPECTS score 5. (B) MTT was prolonged in M1, M2, C, L and IC areas in right hemisphere than in contralateral brain tissue with MTT-ASPECTS score 5. (C) The decrease of CBF in M1, C and IC areas in right hemisphere compared with contralateral corresponding areas with CBF-ASPECTS score 7. (D) The decrease of CBV in C and IC areas in right hemisphere compared with contralateral corresponding areas with CBV-ASPECTS score 8. (E) 4D-CTA showed the occlusion of right middle cerebral artery. (F) DWI demonstrated high signal intensity in C and IC areas in right hemisphere after 5 days of mechanical thrombectomy therapy with the MRI-ASPECTS score 8. The patients discharged with the recovery of the muscle strength of the left limb and can walk normally.

Statistical Analysis of the Perfusion Parameters

The SPSS Statistics 23.0 software was used to effect statistical analysis. Each parameter of the preoperative scores of the CTP-ASPECTS was compared between the good and worse prognosis groups using the rank-sum test. The receiver operating curve (ROC) was used to analyze the predictive efficacy of the four parameters, with the area under the curve (AUC) calculated together with the considered diagnostic accuracy, sensitivity, and specificity; P < 0.05 was considered to reflect a statistically significant difference.

Results

The Correlation Between the Baseline Pre-Operative Scores of CTP in the Alberta Stroke Program Early Computed Tomography Score and Prognosis

Based on whether the patient was conscious or not, the recovery of muscle strength, and MRI examination results within one week (Figure 1F), a total of 45 patients with no hemorrhage, no expansion of infarction, and an MRI-ASPECTS score >6 were included in the better prognosis group. A total of 17 patients with postoperative hemorrhage, expansion of infarction, and an MRI-ASPECTS score ≤6 were included in the worse prognosis group. The mean values of the preoperative scores of CBF-ASPECTS, CBV-ASPECTS, MTT-ASPECTS, and TTP-ASPECTS were greater in the better prognosis group compared with the worse prognosis group, and a higher ASPECTS score was correlated with a good prognosis. When comparing the CTP-ASPECTS between the two groups, the results showed that the scores of CBF-ASPECTS (Z = –2.949, P = 0.003), CBV-ASPECTS (Z = –2.481, P = 0.013), MTT-ASPECTS (Z = –1.242, P = 0.214), TTP-ASPECTS (Z = –0.802, P = 0.422), and there existed a statistically significant difference in CBF-ASPECTS and CBV-ASPECTS between the better and the worse prognosis groups (P < 0.05). There was no statistically significant difference in the scores of MTT-ASPECTS and TTP-ASPECTS between the two groups (P > 0.05) (Table 1).
Table 1

The Results of the Scores of CTP-ASPECTS

ParametersGood Prognosis (44)Bad Prognosis (18)ZP
Median (M)Inter-Quartile RangeMedian (M)Inter-Quartile Range
CBF76–755–6−2.9490.003
CBV76–866–7−2.4810.013
MTT5.55–654–6−1.2420.214
TTP55–654–6−0.8020.422
The Results of the Scores of CTP-ASPECTS

Analysis of the Prognostic ROC Predicted by the Preoperative Scores of CTP in the Alberta Stroke Program Early Computed Tomography Score

The ROC analysis was conducted for CBF-ASPECTS, CBV-ASPECTS, MTT-ASPECTS, and TTP-ASPECTS scores. The results indicated that the AUC of the above parameters was 0.806, 0.752, 0.628, and 0.583, respectively. The AUC of the CBF-ASPECTS was the largest (Figure 2). The preoperative CBF-ASPECTS had the best diagnostic efficacy in the semi-quantitative evaluation of the endovascular treatment in patients with acute ischemic stroke in the anterior circulation and was the most reliable indicator for postoperative clinical outcome. Using a score of 6 as the best cut-off point for prediction, CBF-ASPECTS ≤ 6 indicated a sensitivity of 90.9% and specificity of 59.1%.
Figure 2

The receiver operating curves of the computed tomography Alberta Stroke Program Early Computed Tomography Score (ASPECTS) parameters including the cerebral blood flow, cerebral blood volume, mean transit time, and time to peak ASPECTS in the two groups of patients, with an area under curve of 0.806, 0.752, 0.628, and 0.583, respectively.

The receiver operating curves of the computed tomography Alberta Stroke Program Early Computed Tomography Score (ASPECTS) parameters including the cerebral blood flow, cerebral blood volume, mean transit time, and time to peak ASPECTS in the two groups of patients, with an area under curve of 0.806, 0.752, 0.628, and 0.583, respectively.

Discussion

Approximately 28–46% of acute ischemic strokes in the anterior circulation are due to the occlusion of large vessels, often suggesting a poor prognosis. Accordingly, early treatment of the responsible vessels and the opening of obstructed vessels to save the ischemic penumbra are key to treatment. Currently, both domestic and foreign guidelines recommend endovascular therapy for ischemic stroke as having the highest level of evidence (Class I, Level A evidence). These recommendations were for the first time suggested for endovascular treatment represented by mechanical thrombectomy.4–6 Neuroimaging examination plays an important clinical role in assessing the severity of stroke and prognosis before surgery.5–9 The traditional scores of NCCT ASPECTS in patients with acute cerebral infarction show no remarkable image development in the early stage, and the diagnostic reliability of these scores is controversial and confusing for prognostic assessment.10,11 In the present study, the CTP-ASPECTS scoring method was applied to the endovascular treatment for acute ischemic stroke in the anterior circulation, and four ASPECT parameters were used to retrospectively analyze endovascular treatment in patients with acute ischemic stroke in the anterior circulation to better understand the reliable parameters for pre-operative neuroimaging diagnosis. The four image parameters included the CBF-ASPECTS, CBV-ASPECTS, MTT-ASPECTS, and TTP-ASPECTS, produced within the CTP-ASPECTS. Each parameter had a different meaning in terms of evaluating the CBF. As such, it was necessary to screen the most reliable image parameter to achieve the best prediction for postoperative prognosis. Rava et al12,13 have shown that CTP parameters can better distinguish the infarct core from the ischemic penumbra, and the mismatch of CBF-ASPECTS and CBV-ASPECTS can fully predict the volume of potentially salvage brain tissue. In the analysis conducted in the present study, no statistically significant difference was found in the MTT-ASPECTS and TTP-ASPECTS scores between the better and worse prognosis groups (P > 0.05). These results indicated that MTT and TTP may reflect the average transit time and blood-flow velocity of blood passing through all the blood supply vessels in the brain tissue. Abnormalities in these parameters can be found even in the case of only a slight injury to cerebral blood flow. Furthermore, these parameters could not distinguish between ischemia, infarction core, and ischemic penumbra. There were statistically significant differences in the scores of CBF-ASPECTS and CBV-ASPECTS between the better and worse prognosis groups (P < 0.05), and the parameters were higher in the better than the worse prognosis group. These results suggested that the region with decreased CBF and CBV may reflect the infarction core and ischemic penumbra, which could be adopted to determine the final approximate scope of infarction and salvageable ischemic brain tissue before surgery. The endovascular treatment of mechanical thrombectomy was less effective when the CBF-ASPECTS and CBV-ASPECTS had a score below 6 points, which was consistent with the results of domestic and foreign studies.14,15 The results of the present study show that the scores of CBF-ASPECTS and CBV-ASPECTS may reliably predict a poor prognosis in patients receiving endovascular treatment for acute ischemic stroke in the anterior circulation. Meanwhile, analysis of the ROC revealed that the AUC of the CBF-ASPECTS score was 0.806, which was significantly higher compared with the score of CBV-ASPECTS (with an AUC of 0.752). Accordingly, the CBF-ASPECTS score was considered better suitable than the CBV-ASPECTS, MTT-ASPECTS, and TTP-ASPECTS scores for assessing the prognosis of endovascular treatment for acute stroke in the anterior circulation. The optimal cut-off point for the prediction has been inconsistently reported in China and abroad but is still in the research stage.16,17 In the present study, a CBF-ASPECTS of ≤6 was adopted as the optimal cut-off point for suggesting a poor prognosis in terms of clinical outcome. This was because CBF may have been the most representative parameter for cerebral ischemia. A reduced CBF may lead to cerebral oxygen metabolism disorder; if the obstructed blood vessels can be revascularized in time, however, blood flow will be restored in the case of cerebral ischemia and cerebral infarction, and good therapeutic results after surgery can be achieved. Moreover, the 320-row whole-brain CTP can obtain 4D-CTA images to help further understand the site of the responsible vascular lesion, and facilitate the further development of endovascular treatment protocols.18–20 Our study had some limitations, such as the small sample size and the relatively short follow-up time. Further expansion of sample size, longer follow-up duration, and multicenter studies are needed. In summary, CTP-ASPECTS scores may be useful for the early prognostic assessment of endovascular treatment for acute ischemic stroke in the anterior circulation. Furthermore, CBF-ASPECTS score may be more reliable and deserve further clinical application.
  18 in total

1.  The Prognostic Value of CT Angiography and CT Perfusion in Acute Ischemic Stroke.

Authors:  Tom van Seeters; Geert Jan Biessels; L Jaap Kappelle; Irene C van der Schaaf; Jan Willem Dankbaar; Alexander D Horsch; Joris M Niesten; Merel J Luitse; Charles B Majoie; Jan Albert Vos; Wouter J Schonewille; Marianne A van Walderveen; Marieke J Wermer; Lucien E Duijm; Koos Keizer; Joseph C Bot; Marieke C Visser; Aad van der Lugt; Diederik W Dippel; F Oskar Kesselring; Jeannette Hofmeijer; Geert J Lycklama À Nijeholt; Jelis Boiten; Willem Jan van Rooij; Paul L de Kort; Yvo B Roos; Ewoud J van Dijk; C Constantijn Pleiter; Willem P Mali; Yolanda van der Graaf; Birgitta K Velthuis
Journal:  Cerebrovasc Dis       Date:  2015-10-21       Impact factor: 2.762

2.  Impact of pretreatment noncontrast CT Alberta Stroke Program Early CT Score on clinical outcome after intra-arterial stroke therapy.

Authors:  Albert J Yoo; Osama O Zaidat; Zeshan A Chaudhry; Olvert A Berkhemer; R Gilberto González; Mayank Goyal; Andrew M Demchuk; Bijoy K Menon; Elan Mualem; Dawn Ueda; Hope Buell; Siu Po Sit; Arani Bose
Journal:  Stroke       Date:  2014-02-06       Impact factor: 7.914

3.  Stent-retriever thrombectomy after intravenous t-PA vs. t-PA alone in stroke.

Authors:  Jeffrey L Saver; Mayank Goyal; Alain Bonafe; Hans-Christoph Diener; Elad I Levy; Vitor M Pereira; Gregory W Albers; Christophe Cognard; David J Cohen; Werner Hacke; Olav Jansen; Tudor G Jovin; Heinrich P Mattle; Raul G Nogueira; Adnan H Siddiqui; Dileep R Yavagal; Blaise W Baxter; Thomas G Devlin; Demetrius K Lopes; Vivek K Reddy; Richard du Mesnil de Rochemont; Oliver C Singer; Reza Jahan
Journal:  N Engl J Med       Date:  2015-04-17       Impact factor: 91.245

4.  Endovascular therapy for ischemic stroke with perfusion-imaging selection.

Authors:  Bruce C V Campbell; Peter J Mitchell; Timothy J Kleinig; Helen M Dewey; Leonid Churilov; Nawaf Yassi; Bernard Yan; Richard J Dowling; Mark W Parsons; Thomas J Oxley; Teddy Y Wu; Mark Brooks; Marion A Simpson; Ferdinand Miteff; Christopher R Levi; Martin Krause; Timothy J Harrington; Kenneth C Faulder; Brendan S Steinfort; Miriam Priglinger; Timothy Ang; Rebecca Scroop; P Alan Barber; Ben McGuinness; Tissa Wijeratne; Thanh G Phan; Winston Chong; Ronil V Chandra; Christopher F Bladin; Monica Badve; Henry Rice; Laetitia de Villiers; Henry Ma; Patricia M Desmond; Geoffrey A Donnan; Stephen M Davis
Journal:  N Engl J Med       Date:  2015-02-11       Impact factor: 91.245

5.  Randomized assessment of rapid endovascular treatment of ischemic stroke.

Authors:  Mayank Goyal; Andrew M Demchuk; Bijoy K Menon; Muneer Eesa; Jeremy L Rempel; John Thornton; Daniel Roy; Tudor G Jovin; Robert A Willinsky; Biggya L Sapkota; Dar Dowlatshahi; Donald F Frei; Noreen R Kamal; Walter J Montanera; Alexandre Y Poppe; Karla J Ryckborst; Frank L Silver; Ashfaq Shuaib; Donatella Tampieri; David Williams; Oh Young Bang; Blaise W Baxter; Paul A Burns; Hana Choe; Ji-Hoe Heo; Christine A Holmstedt; Brian Jankowitz; Michael Kelly; Guillermo Linares; Jennifer L Mandzia; Jai Shankar; Sung-Il Sohn; Richard H Swartz; Philip A Barber; Shelagh B Coutts; Eric E Smith; William F Morrish; Alain Weill; Suresh Subramaniam; Alim P Mitha; John H Wong; Mark W Lowerison; Tolulope T Sajobi; Michael D Hill
Journal:  N Engl J Med       Date:  2015-02-11       Impact factor: 91.245

6.  ASPECTS (Alberta Stroke Program Early CT Score) Assessment of the Perfusion-Diffusion Mismatch.

Authors:  Louis Lassalle; Guillaume Turc; Marie Tisserand; Sylvain Charron; Pauline Roca; Stephanie Lion; Laurence Legrand; Myriam Edjlali; Olivier Naggara; Jean-François Meder; Jean-Louis Mas; Jean-Claude Baron; Catherine Oppenheim
Journal:  Stroke       Date:  2016-09-13       Impact factor: 7.914

7.  Automated CT Perfusion Ischemic Core Volume and Noncontrast CT ASPECTS (Alberta Stroke Program Early CT Score): Correlation and Clinical Outcome Prediction in Large Vessel Stroke.

Authors:  Diogo C Haussen; Seena Dehkharghani; Srikant Rangaraju; Leticia C Rebello; Mehdi Bouslama; Jonathan A Grossberg; Aaron Anderson; Samir Belagaje; Michael Frankel; Raul G Nogueira
Journal:  Stroke       Date:  2016-08-09       Impact factor: 7.914

Review 8.  A Critical Review of Alberta Stroke Program Early CT Score for Evaluation of Acute Stroke Imaging.

Authors:  Julian Schröder; Götz Thomalla
Journal:  Front Neurol       Date:  2017-01-12       Impact factor: 4.003

9.  CT Perfusion ASPECTS in the Evaluation of Acute Ischemic Stroke: Thrombolytic Therapy Perspective.

Authors:  Niko Sillanpaa; Jukka T Saarinen; Harri Rusanen; Jari Hakomaki; Arto Lahteela; Heikki Numminen; Irina Elovaara; Prasun Dastidar; Seppo Soimakallio
Journal:  Cerebrovasc Dis Extra       Date:  2011-02-17

10.  Cerebral Blood Volume ASPECTS Is the Best Predictor of Clinical Outcome in Acute Ischemic Stroke: A Retrospective, Combined Semi-Quantitative and Quantitative Assessment.

Authors:  Marina Padroni; Andrea Bernardoni; Carmine Tamborino; Gloria Roversi; Massimo Borrelli; Andrea Saletti; Alessandro De Vito; Cristiano Azzini; Luca Borgatti; Onofrio Marcello; Christopher d'Esterre; Stefano Ceruti; Ilaria Casetta; Ting-Yim Lee; Enrico Fainardi
Journal:  PLoS One       Date:  2016-01-29       Impact factor: 3.240

View more
  2 in total

1.  Value of 4D CT Angiography Combined with Whole Brain CT Perfusion Imaging Feature Analysis under Deep Learning in Imaging Examination of Acute Ischemic Stroke.

Authors:  Jingshan Tao; Yong Cai; Yisheng Dai; Yingdi Xie; Hailing Liu; Xiaojin Zang
Journal:  Comput Intell Neurosci       Date:  2022-06-13

2.  Cut-Out Towne-View Whole-Brain 320-Row Four-Dimensional Computed Tomography Angiography for Assessing the Anterior Intracranial Collateral Status: A Retrospective Study.

Authors:  Takahisa Mori; Toshimitsu Shimizu; Hirobumi Sato; Natsuki Mashikawa
Journal:  Diagnostics (Basel)       Date:  2022-05-27
  2 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.