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Wen L, Zhou L, Wu Q, Zhou X, Zhang X. Feasibility of FDCT Early Brain Parenchymal Blood Volume Maps in Predicting Short-Term Prognosis in Patients With Aneurysmal Subarachnoid Hemorrhage. Front Neurol 2022; 13:888369. [PMID: 35911895 PMCID: PMC9329812 DOI: 10.3389/fneur.2022.888369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Accepted: 06/16/2022] [Indexed: 11/13/2022] Open
Abstract
Purpose Aneurysmal subarachnoid hemorrhage (SAH) is accompanied by cerebral perfusion changes. We aimed to measure the parenchymal blood volume (PBV) maps acquired by C-arm flat-panel detector CT (FDCT) to assess the cerebral blood volume at an early stage in aneurysmal SAH and to explore the correlation with the outcomes at discharge. Methods Data of 66 patients with aneurysmal SAH who underwent FDCT PBV examination were retrospectively analyzed. The PBV of regions of interest, including the cortices of the bilateral frontal lobe, the parietal lobe, the occipital lobe, and the cerebral hemisphere, as well as the basal ganglia, were measured and quantitatively analyzed. The clinical and imaging data of the patients were also collected, and logistic regression analysis was performed to explore the correlation between the perfusion parameters and outcomes at discharge. Results The favorable and poor outcomes at discharge were found in 37 (56.06%) and 29 (43.94%) patients, respectively. The whole-brain PBV was significantly correlated with the Hunt-Hess grades (p < 0.005) and the WFNSS grades (p < 0.005). The whole-brain PBV of the poor prognosis was significantly higher than that of the favorable prognosis (35.17 ± 7.66 vs. 29.78 ± 5.54, p < 0.005). The logistic regression analysis showed that the PBV of the parietal lobe at the bleeding side (OR = 1.10, 95%CI: 1.00-1.20, p = 0.04) was an independent risk factor predicting the short-term prognosis. Conclusions Parenchymal blood volume (PBV) maps could reflect the cerebral blood volume throughout the brain to characterize its perfusion status at an early stage in aneurysmal SAH. It enables a one-stop imaging evaluation and treatment in the same angio-suite and may serve as a reliable technique in clinical assessment of aneurysmal SAH.
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Affiliation(s)
- Lili Wen
- Department of Neurosurgery, Sir Run Run Hospital, Nanjing Medical University, Nanjing, China
| | - Longjiang Zhou
- Medical Imaging Center, The Affiliated Hospital of Yangzhou University, Yangzhou, China
| | - Qi Wu
- Department of Neurosurgery, Jinling Hospital, Nanjing University School of Medicine, Nanjing, China
| | - Xiaoming Zhou
- Department of Neurosurgery, Jinling Hospital, Nanjing University School of Medicine, Nanjing, China
| | - Xin Zhang
- Department of Neurosurgery, Jinling Hospital, Nanjing University School of Medicine, Nanjing, China
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Ren Q, An P, Jin K, Xia X, Huang Z, Xu J, Huang C, Jiang Q, Meng X. A Pilot Study of Radiomic Based on Routine CT Reflecting Difference of Cerebral Hemispheric Perfusion. Front Neurosci 2022; 16:851720. [PMID: 35431785 PMCID: PMC9009332 DOI: 10.3389/fnins.2022.851720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Accepted: 03/03/2022] [Indexed: 11/30/2022] Open
Abstract
Background To explore the effectiveness of radiomics features based on routine CT to reflect the difference of cerebral hemispheric perfusion. Methods We retrospectively recruited 52 patients with severe stenosis or occlusion in the unilateral middle cerebral artery (MCA), and brain CT perfusion showed an MCA area with deficit perfusion. Radiomics features were extracted from the stenosis side and contralateral of the MCA area based on precontrast CT. Two different region of interest drawing methods were applied. Then the patients were randomly grouped into training and testing sets by the ratio of 8:2. In the training set, ANOVA and the Elastic Net Regression with fivefold cross-validation were conducted to filter and choose the optimized features. Moreover, different machine learning models were built. In the testing set, the area under the receiver operating characteristic (AUC) curve, calibration, and clinical utility were applied to evaluate the predictive performance of the models. Results The logistic regression (LR) for the triangle-contour method and artificial neural network (ANN) for the semiautomatic-contour method were chosen as radiomics models for their good prediction efficacy in the training phase (AUC = 0.869, 0.873) and the validation phase (AUC = 0.793, 0.799). The radiomics algorithms of the triangle-contour and semiautomatic-contour method were implemented in the whole training set (AUC = 0.870, 0.867) and were evaluated in the testing set (AUC = 0.760, 0.802). According to the optimal cutoff value, these two methods can classify the vascular stenosis side class and normal side class. Conclusion Radiomic predictive feature based on precontrast CT image could reflect the difference of cerebral hemispheric perfusion to some extent.
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Affiliation(s)
- Qingguo Ren
- Radiology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Qingdao, China
| | - Panpan An
- Radiology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Qingdao, China
| | - Ke Jin
- Deepwise AI Lab, Beijing Deepwise and League of PHD Technology Co., Ltd., Beijing, China
| | - Xiaona Xia
- Radiology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Qingdao, China
| | - Zhaodi Huang
- Radiology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Qingdao, China
| | - Jingxu Xu
- Deepwise AI Lab, Beijing Deepwise and League of PHD Technology Co., Ltd., Beijing, China
| | - Chencui Huang
- Deepwise AI Lab, Beijing Deepwise and League of PHD Technology Co., Ltd., Beijing, China
| | - Qingjun Jiang
- Radiology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Qingdao, China
| | - Xiangshui Meng
- Radiology, Qilu Hospital, Cheeloo College of Medicine, Shandong University, Qingdao, China
- *Correspondence: Xiangshui Meng,
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O'Connor KP, Milton CK, Strickland A, Apple B, Bohnstedt BN. Flat-Detector CT to Quantify Response to Intra-Arterial Spasmolytic Therapy for Cerebral Vasospasm. J Neuroimaging 2019; 30:227-232. [PMID: 31625660 DOI: 10.1111/jon.12667] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2019] [Revised: 09/12/2019] [Accepted: 09/20/2019] [Indexed: 11/28/2022] Open
Abstract
BACKGROUND AND PURPOSE Cerebral vasospasm in the setting of subarachnoid hemorrhage causes morbidity and mortality due to delayed cerebral ischemia and permanent neurological deficits. Vasospasm treatment includes intra-arterial injection of a spasmolytic during cerebral angiography. To evaluate effectiveness, neurointerventionalists subjectively examine a posttreatment cerebral angiogram to determine change in vessel diameter or increase in microvascular perfusion. Flat-detector computed tomography (FDCT) scanner has the ability to quantitatively measure cerebral blood volume (CBV) within the parenchyma and detect a quantitative change following treatment. METHODS This is a prospective study at a single institution between October 5, 2017 and June 3, 2019 that examines CBV studies from the Artis Q biplane (Siemens). Regions of interest were made in various territories to measure the CBV within the parenchyma before and after treatment with the spasmolytic verapamil. All instances of vasospasm involved vasculature within the left middle cerebral artery or internal carotid artery. The Wilcoxon signed-rank test was used to determine significance before and after treatment. RESULTS Our cohort consists of 6 patients who underwent Digital Subtraction Angiography (DSA) and FDCT scans for cerebral vasospasm within the left hemisphere. After intra-arterial injection of 20 mg of verapamil, average increases in blood volume were 59%, 22%, and 24% for the temporal, frontal, and parietal lobes, respectively. P-values associated were .03. We also observed decrease in the mean arterial blood pressure and transcranial Doppler values after treatment. CONCLUSION In conclusion, FDCT could measure the effectiveness of a change in CBV from infusion of verapamil in the setting of cerebral vasospasm. The authors believe quantifying the change allows for reassurance of improvement of cerebral vasospasm.
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Affiliation(s)
- Kyle P O'Connor
- Department of Neurosurgery, University of Oklahoma Health Sciences Center, Oklahoma City, OK
| | - Camille K Milton
- Department of Neurosurgery, University of Oklahoma Health Sciences Center, Oklahoma City, OK
| | - Allison Strickland
- Department of Neurosurgery, University of Oklahoma Health Sciences Center, Oklahoma City, OK
| | - Blair Apple
- Department of Neurosurgery, University of Oklahoma Health Sciences Center, Oklahoma City, OK
| | - Bradley N Bohnstedt
- Department of Neurosurgery, University of Oklahoma Health Sciences Center, Oklahoma City, OK
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Ikemura A, Yuki I, Otani K, Ishibashi T, Dahmani C, Ebara M, Abe Y, Kajiwara I, Watanabe M, Murayama Y. Evaluation of Balloon Test Occlusion Before Therapeutic Carotid Artery Occlusion: Flat Detector Computed Tomography Cerebral Blood Volume Imaging versus Single-Photon Emission Computed Tomography. World Neurosurg 2019; 133:e522-e528. [PMID: 31550537 DOI: 10.1016/j.wneu.2019.09.077] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2019] [Revised: 09/13/2019] [Accepted: 09/14/2019] [Indexed: 10/25/2022]
Abstract
OBJECTIVE We aimed to compare flat detector computed tomography cerebral blood volume (FD-CBV) imaging to single-photon emission computed tomography (SPECT) as an adjunctive technique during balloon test occlusion (BTO) in patients with intracranial aneurysms or tumors. METHODS Twelve patients who underwent SPECT (99mTc-ethyl cysteinate dimer) and FD-CBV imaging during BTO were enrolled. Color-coded cerebral blood flow (CBF) images and color-coded FD-CBV images were generated and visually inspected whether there were asymmetries between the ipsilateral and contralateral cerebral hemispheres. Region of interest measurements were performed on the color-coded images at the same locations for both modalities. The mean interhemispheric region of interest ratios were calculated, and the ratio between these were estimated using linear regression models. RESULTS Ten patients had no symptoms during BTO. Two patients developed subtle but inconclusive neurologic changes approximately 10 minutes after balloon inflation; their images showed asymmetric color-coded images with decreased CBF and FD-CBV in the ipsilateral hemisphere. The mean interhemispheric ratio of CBF was significantly smaller in patients with subtle changes than in those without (0.84 vs. 0.98; P < 0.001). Similarly, the mean interhemispheric ratio of FD-CBV was significantly smaller in patients with subtle changes than in those without (0.88 vs. 1.06; P = 0.01). No patient showed increased CBF or FD-CBV in the ipsilateral hemisphere. CONCLUSIONS The patients with decreased CBF on SPECT also showed decreased FD-CBV in the ipsilateral hemisphere. FD-CBV imaging may be useful as an adjunctive technique for BTO before potential therapeutic carotid artery occlusion.
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Affiliation(s)
- Ayako Ikemura
- Department of Neurosurgery, Jikei University School of Medicine, Tokyo, Japan.
| | - Ichiro Yuki
- Department of Neurosurgery, Jikei University School of Medicine, Tokyo, Japan; Department of Neurological Surgery, University of California Irvine, Irvine, California, USA
| | | | - Toshihiro Ishibashi
- Department of Neurosurgery, Jikei University School of Medicine, Tokyo, Japan
| | | | - Masaki Ebara
- Department of Neurosurgery, Jikei University School of Medicine, Tokyo, Japan
| | - Yukiko Abe
- Department of Radiology, Jikei University School of Medicine, Tokyo, Japan
| | - Ikki Kajiwara
- Department of Neurosurgery, Jikei University School of Medicine, Tokyo, Japan
| | - Mitsuyoshi Watanabe
- Department of Neurosurgery, Jikei University School of Medicine, Tokyo, Japan
| | - Yuichi Murayama
- Department of Neurosurgery, Jikei University School of Medicine, Tokyo, Japan
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Abstract
PURPOSE Objective intraprocedural measurement of hepatic blood flow could provide a quantitative treatment end point for locoregional liver procedures. This study aims to validate the accuracy and reproducibility of cone-beam computed tomography perfusion (CBCTp) measurements of arterial liver perfusion (ALP) against clinically available computed tomography perfusion (CTp) measurements in a swine embolization model. METHODS Triplicate CBCTp measurements using a selective arterial contrast injection were performed before and after complete embolization of the left lobe of the liver in 5 swine. Two CBCTp protocols were evaluated that differed in sweep duration (3.3 vs 4.5 seconds) and the number of acquired projection images (166 vs 248). The mean ALP was measured within identical volumes of interest selected in the embolized and nonembolized regions of the perfusion map generated from each scan. Postembolization CBCTp values were also compared with CTp measurements. RESULTS The 2 CBCTp protocols demonstrated high concordance correlation (0.90, P < 0.001). Both CBCTp protocols showed higher reproducibility than CTp in the nontarget lobe, with an intraclass correlation of 0.90 or greater for CBCTp and 0.83 for CTp (P < 0.001 for all correlations). The ALP in the embolized lobe was nearly zero and hence excluded for reproducibility. High concordance correlation was observed between the CTp and each CBCTp protocol, with the shorter CBCTp protocol reaching a concordance correlation of 0.75 and the longer achieving 0.87 (P < 0.001 for both correlations). CONCLUSIONS Dynamic blood flow measurement using an angiographic C-arm system is feasible and produces quantitative results comparable to CTp.
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