1
|
Sengupta J, Alzbutas R, Iešmantas T, Petkus V, Barkauskienė A, Ratkūnas V, Lukoševičius S, Preikšaitis A, Lapinskienė I, Šerpytis M, Misiulis E, Skarbalius G, Navakas R, Džiugys A. Detection of Subarachnoid Hemorrhage Using CNN with Dynamic Factor and Wandering Strategy-Based Feature Selection. Diagnostics (Basel) 2024; 14:2417. [PMID: 39518384 PMCID: PMC11545384 DOI: 10.3390/diagnostics14212417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2024] [Revised: 10/10/2024] [Accepted: 10/10/2024] [Indexed: 11/16/2024] Open
Abstract
Objectives: Subarachnoid Hemorrhage (SAH) is a serious neurological emergency case with a higher mortality rate. An automatic SAH detection is needed to expedite and improve identification, aiding timely and efficient treatment pathways. The existence of noisy and dissimilar anatomical structures in NCCT images, limited availability of labeled SAH data, and ineffective training causes the issues of irrelevant features, overfitting, and vanishing gradient issues that make SAH detection a challenging task. Methods: In this work, the water waves dynamic factor and wandering strategy-based Sand Cat Swarm Optimization, namely DWSCSO, are proposed to ensure optimum feature selection while a Parametric Rectified Linear Unit with a Stacked Convolutional Neural Network, referred to as PRSCNN, is developed for classifying grades of SAH. The DWSCSO and PRSCNN surpass current practices in SAH detection by improving feature selection and classification accuracy. DWSCSO is proposed to ensure optimum feature selection, avoiding local optima issues with higher exploration capacity and avoiding the issue of overfitting in classification. Firstly, in this work, a modified region-growing method was employed on the patient Non-Contrast Computed Tomography (NCCT) images to segment the regions affected by SAH. From the segmented regions, the wide range of patterns and irregularities, fine-grained textures and details, and complex and abstract features were extracted from pre-trained models like GoogleNet, Visual Geometry Group (VGG)-16, and ResNet50. Next, the PRSCNN was developed for classifying grades of SAH which helped to avoid the vanishing gradient issue. Results: The DWSCSO-PRSCNN obtained a maximum accuracy of 99.48%, which is significant compared with other models. The DWSCSO-PRSCNN provides an improved accuracy of 99.62% in CT dataset compared with the DL-ICH and GoogLeNet + (GLCM and LBP), ResNet-50 + (GLCM and LBP), and AlexNet + (GLCM and LBP), which confirms that DWSCSO-PRSCNN effectively reduces false positives and false negatives. Conclusions: the complexity of DWSCSO-PRSCNN was acceptable in this research, for while simpler approaches appeared preferable, they failed to address problems like overfitting and vanishing gradients. Accordingly, the DWSCSO for optimized feature selection and PRSCNN for robust classification were essential for handling these challenges and enhancing the detection in different clinical settings.
Collapse
Affiliation(s)
- Jewel Sengupta
- Department of Mathematics and Natural Sciences, Kaunas University of Technology, K. Donelaičio st. 73, 44249 Kaunas, Lithuania; (R.A.); (T.I.)
| | - Robertas Alzbutas
- Department of Mathematics and Natural Sciences, Kaunas University of Technology, K. Donelaičio st. 73, 44249 Kaunas, Lithuania; (R.A.); (T.I.)
- Laboratory of Heat-Equipment Research and Testing, Lithuanian Energy Institute, Breslaujos st. 3, 44403 Kaunas, Lithuania; (E.M.); (G.S.); (R.N.); (A.D.)
| | - Tomas Iešmantas
- Department of Mathematics and Natural Sciences, Kaunas University of Technology, K. Donelaičio st. 73, 44249 Kaunas, Lithuania; (R.A.); (T.I.)
| | - Vytautas Petkus
- Health Telematics Science Institute, Kaunas University of Technology, K. Donelaičio st. 73, 44249 Kaunas, Lithuania;
| | - Alina Barkauskienė
- Center for Radiology and Nuclear Medicine, Vilnius University Hospital Santaros Klinikos, Santariskiu st. 2, 08661 Vilnius, Lithuania;
| | - Vytenis Ratkūnas
- Department of Radiology, Lithuanian University of Health Sciences, Eiveniu st. 2, 50009 Kaunas, Lithuania; (V.R.); (S.L.)
| | - Saulius Lukoševičius
- Department of Radiology, Lithuanian University of Health Sciences, Eiveniu st. 2, 50009 Kaunas, Lithuania; (V.R.); (S.L.)
| | - Aidanas Preikšaitis
- Clinic of Neurology and Neurosurgery, Faculty of Medicine, Vilnius University, M. K. Ciurlionio st. 21, 03101 Vilnius, Lithuania;
| | - Indre Lapinskienė
- Clinic of Anaesthesiology and Intensive Care, Faculty of Medicine, Vilnius University, M. K. Ciurlionio st. 21, 03101 Vilnius, Lithuania; (I.L.); (M.Š.)
| | - Mindaugas Šerpytis
- Clinic of Anaesthesiology and Intensive Care, Faculty of Medicine, Vilnius University, M. K. Ciurlionio st. 21, 03101 Vilnius, Lithuania; (I.L.); (M.Š.)
| | - Edgaras Misiulis
- Laboratory of Heat-Equipment Research and Testing, Lithuanian Energy Institute, Breslaujos st. 3, 44403 Kaunas, Lithuania; (E.M.); (G.S.); (R.N.); (A.D.)
| | - Gediminas Skarbalius
- Laboratory of Heat-Equipment Research and Testing, Lithuanian Energy Institute, Breslaujos st. 3, 44403 Kaunas, Lithuania; (E.M.); (G.S.); (R.N.); (A.D.)
| | - Robertas Navakas
- Laboratory of Heat-Equipment Research and Testing, Lithuanian Energy Institute, Breslaujos st. 3, 44403 Kaunas, Lithuania; (E.M.); (G.S.); (R.N.); (A.D.)
| | - Algis Džiugys
- Laboratory of Heat-Equipment Research and Testing, Lithuanian Energy Institute, Breslaujos st. 3, 44403 Kaunas, Lithuania; (E.M.); (G.S.); (R.N.); (A.D.)
| |
Collapse
|
2
|
Lolli VE, Guenego A, Sadeghi N, Jodaitis L, Lubicz B, Taccone FS, Gouvea Bogossian E. CT perfusion imaging in aneurysmal subarachnoid hemorrhage. State of the art. FRONTIERS IN RADIOLOGY 2024; 4:1445676. [PMID: 39434941 PMCID: PMC11491345 DOI: 10.3389/fradi.2024.1445676] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Accepted: 09/02/2024] [Indexed: 10/23/2024]
Abstract
CT perfusion (CTP) images can be easily and rapidly obtained on all modern CT scanners and have become part of the routine imaging protocol of patients with aneurysmal subarachnoid haemorrhage (aSAH). There is a growing body of evidence supporting the use of CTP imaging in these patients, however, there are significant differences in the software packages and methods of analysing CTP. In. addition, no quantitative threshold values for tissue at risk (TAR) have been validated in this patients' population. Here we discuss the contribution of the technique in the identification of patients at risk of aSAH-related delayed cerebral ischemia (DCI) and in the assessment of the response to endovascular rescue therapy (ERT). We also address the limitations and pitfalls of automated CTP postprocessing that are specific to aSAH patients as compared to acute ischemic stroke (AIS).
Collapse
Affiliation(s)
| | - Adrien Guenego
- Radiology Department, Hôpital Erasme- H.U.B., Brussels, Belgium
- Interventional Neuroradiology Department, Hôpital Erasme- H.U.B., Brussels, Belgium
| | | | - Lise Jodaitis
- Neurology Department, Hôpital Erasme- H.U.B., Brussels, Belgium
| | - Boris Lubicz
- Interventional Neuroradiology Department, Hôpital Erasme- H.U.B., Brussels, Belgium
| | | | | |
Collapse
|
3
|
Su Y, Cao Y, Zang H, Gao W, Liu X, Li F, An Q, Dai Z. Combined Transcranial Doppler and Melatonin Levels to Predict Delayed Cerebral Ischemia After Subarachnoid Hemorrhage. Neurologist 2024; 29:280-284. [PMID: 38602912 DOI: 10.1097/nrl.0000000000000565] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/13/2024]
Abstract
OBJECTIVE To investigate the early prediction value of transcranial Doppler ultrasound (TCD) combined with serum melatonin level for delayed cerebral ischemia (DCI) caused by subarachnoid hemorrhage (SAH). METHODS This paper is a prospective study. A total of 120 patients with SAH treated were included. The patients were divided into the DCI group (40 cases) and non-DCI group (80 cases) according to whether DCI occurred 14 days after SAH (DCI usually occurs 4 to 14 d after bleeding). Baseline data, serum melatonin level, and TCD test results within 24 hours after admission were compared between the 2 groups. Multivariate logistic analysis was used to analyze the factors affecting the occurrence of DCI after SAH. The value of serum melatonin level, middle cerebral artery mean blood flow velocity (MBFV) and their combination in predicting DCI in SAH patients was evaluated. RESULTS Univariate analysis showed that there were statistically significant differences in the proportion of Fisher grade, Hunt-Hess grade, serum melatonin level, middle cerebral artery systolic blood flow velocity (Vs), MBFV and pulse index (PI) between the 2 groups ( P <0.05). Serum melatonin levels, middle cerebral artery Vs, MBFV, and PI in the DCI group were higher than those in non-DCI group. Logistic regression (LR) analysis showed that serum melatonin level (OR=1.796, 95% CI: 1.575-4.123) and middle cerebral artery MBFV (OR=3.279, 95% CI: 2.112-4.720] were the influencing factors for DCI in SAH patients ( P <0.05). CONCLUSION Middle cerebral artery MBFV and serum melatonin levels were higher in patients with SAH complicated with DCI, and the combination of the 2 could provide a reference for early clinical prediction of DCI in patients with aneurysmal subarachnoid hemorrhage (aSAH).
Collapse
Affiliation(s)
- Yan Su
- Departments of Electrophysiology
| | - Yonggui Cao
- Neurosurgery, The First People's Hospital of Baiyin, Baiyin, China
| | - Haoran Zang
- Neurosurgery, The First People's Hospital of Baiyin, Baiyin, China
| | - Wuzhou Gao
- Neurosurgery, The First People's Hospital of Baiyin, Baiyin, China
| | - Xuewu Liu
- Neurosurgery, The First People's Hospital of Baiyin, Baiyin, China
| | - Fuqing Li
- Neurosurgery, The First People's Hospital of Baiyin, Baiyin, China
| | | | - Zhicheng Dai
- Neurosurgery, The First People's Hospital of Baiyin, Baiyin, China
| |
Collapse
|
4
|
Mitchelle A, Gorolay VV, Aitken M, Hanneman K, Huo YR, Manning N, Tan I, Chan MV. CTP for the Screening of Vasospasm and Delayed Cerebral Ischemia in Aneurysmal SAH: A Systematic Review and Meta-analysis. AJNR Am J Neuroradiol 2024; 45:871-878. [PMID: 38816018 DOI: 10.3174/ajnr.a8249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Accepted: 02/10/2024] [Indexed: 06/01/2024]
Abstract
BACKGROUND Delayed cerebral ischemia and vasospasm are the most common causes of late morbidity following aneurysmal SAH, but their diagnosis remains challenging. PURPOSE This systematic review and meta-analysis investigated the diagnostic performance of CTP for detection of delayed cerebral ischemia and vasospasm in the setting of aneurysmal SAH. DATA SOURCES Studies evaluating the diagnostic performance of CTP in the setting of aneurysmal SAH were searched on the Cochrane Database of Systematic Reviews, Cochrane Central Register of Controlled Trials, Cochrane Clinical Answers, Cochrane Methodology Register, Ovid MEDLINE, EMBASE, American College of Physicians Journal Club, Database of Abstracts of Reviews of Effects, Health Technology Assessment, National Health Service Economic Evaluation Database, PubMed, and Google Scholar from their inception to September 2023. STUDY SELECTION Thirty studies were included, encompassing 1786 patients with aneurysmal SAH and 2302 CTP studies. Studies were included if they compared the diagnostic accuracy of CTP with a reference standard (clinical or radiologic delayed cerebral ischemia, angiographic spasm) for the detection of delayed cerebral ischemia or vasospasm in patients with aneurysmal SAH. The primary outcome was accuracy for the detection of delayed cerebral ischemia or vasospasm. DATA ANALYSIS Bivariate random effects models were used to pool outcomes for sensitivity, specificity, positive likelihood ratio, and negative likelihood ratio. Subgroup analyses for individual CTP parameters and early-versus-late study timing were performed. Bias and applicability were assessed using the modified QUADAS-2 tool. DATA SYNTHESIS For assessment of delayed cerebral ischemia, CTP demonstrated a pooled sensitivity of 82.1% (95% CI, 74.5%-87.8%), specificity of 79.6% (95% CI, 73.0%-84.9%), positive likelihood ratio of 4.01 (95% CI, 2.94-5.47), and negative likelihood ratio of 0.23 (95% CI, 0.12-0.33). For assessment of vasospasm, CTP showed a pooled sensitivity of 85.6% (95% CI, 74.2%-92.5%), specificity of 87.9% (95% CI, 79.2%-93.3%), positive likelihood ratio of 7.10 (95% CI, 3.87-13.04), and negative likelihood ratio of 0.16 (95% CI, 0.09-0.31). LIMITATIONS QUADAS-2 assessment identified 12 articles with low risk, 11 with moderate risk, and 7 with a high risk of bias. CONCLUSIONS For delayed cerebral ischemia, CTP had a sensitivity of >80%, specificity of >75%, and a low negative likelihood ratio of 0.23. CTP had better performance for the detection of vasospasm, with sensitivity and specificity of >85% and a low negative likelihood ratio of 0.16. Although the accuracy offers the potential for CTP to be used in limited clinical contexts, standardization of CTP techniques and high-quality randomized trials evaluating its impact are required.
Collapse
Affiliation(s)
- Amer Mitchelle
- From the Department of Radiology (A.M., Y.R.H., I.T., M.V.C.), Concord Repatriation and General Hospital, Sydney, Australia
- Concord Hospital Clinical School (A.M., M.V.C.), The University of Sydney, Sydney, Australia
| | - Vineet V Gorolay
- Department of Radiology (V.V.G.), University of California San Francisco, San Francisco, California
- Department of Radiology (V.V.G.), Royal Price Alfred Hospital, University of Sydney, Sydney, New South Wales, Australia
| | - Matthew Aitken
- Department of Medical Imaging (M.A.), Gold Coast University Hospital, Queensland, Australia
| | - Kate Hanneman
- Department of Medical Imaging (K.H.), University of Toronto, Joint Department of Medical Imaging, Toronto, Ontario, Canada
| | - Ya Ruth Huo
- From the Department of Radiology (A.M., Y.R.H., I.T., M.V.C.), Concord Repatriation and General Hospital, Sydney, Australia
| | - Nathan Manning
- Department of Neurointervention (N.M.), Liverpool Hospital, Sydney, Australia
| | - Irene Tan
- From the Department of Radiology (A.M., Y.R.H., I.T., M.V.C.), Concord Repatriation and General Hospital, Sydney, Australia
| | - Michael V Chan
- From the Department of Radiology (A.M., Y.R.H., I.T., M.V.C.), Concord Repatriation and General Hospital, Sydney, Australia
- Concord Hospital Clinical School (A.M., M.V.C.), The University of Sydney, Sydney, Australia
| |
Collapse
|
5
|
Dai Z, Zhang L, Liu X, Kou M, An L, Wang W, Xu J, Su Y. Predictive Value of Quantitative Electroencephalogram Combined with Transcranial Doppler Ultrasound in Delayed Cerebral Ischemia after Subarachnoid Hemorrhage. World Neurosurg 2024; 186:e48-e53. [PMID: 38310949 DOI: 10.1016/j.wneu.2024.01.150] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2023] [Revised: 01/24/2024] [Accepted: 01/25/2024] [Indexed: 02/06/2024]
Abstract
OBJECTIVE To explore the predictive value of transcranial Doppler ultrasound (TCD) combined with quantitative electroencephalogram (QEEG) in delayed cerebral ischemia (DCI) caused by aneurysmal subarachnoid hemorrhage (aSAH). METHODS The participants were 105 patients with aSAH treated from June 2020 to December 2022. Patients were divided into DCI group (n = 34) and non-DCI group (n = 71) according to the presence of DCI 14 days after onset. Further comparison was conducted on the baseline data as well as the parameters of QEEG and TCD within 24 hours after admission. Multivariate logistic analysis was performed to investigate risk factors related to DCI within 14 days of admission in aSAH patients. RESULTS There were significant differences in the comparison of the proportion of Hunt-Hess grading, relative δ power (RDP), relative α power (RAP), relative α/β power ratio (ADR), as well as peak systolic velocity (Vs), mean blood flow velocity (MBFV) and pulsatility index (PI) of middle cerebral artery between the two groups (P < 0.05). Furthermore, Logistic regression analysis revealed that ADR (odds ratio 1.668, 95% CI 1.369-4.345) and MBFV of middle cerebral artery (odds ratio 3.279, 95% CI 2.332-6.720) were risk factors for the occurrence of DCI in aSAH patients (P < 0.05). In addition, evaluation of the predictive value revealed that combined use of the 2 indicators showed the highest predictive value (area under the curve 0.959, 95% CI 0.896-0.993). CONCLUSIONS Patients with aSAH complicated by DCI have relatively higher MBFV of middle cerebral artery and ADR. Combined use of the 2 indicators can provide reference for early prediction of DCI in aSAH patients.
Collapse
Affiliation(s)
- Zhicheng Dai
- Department of Neurosurgery, The First People's Hospital of Baiyin City, Baiyin, China.
| | - Lina Zhang
- Department of Electrophysiology, The First People's Hospital of Baiyin City, Baiyin, China
| | - Xuewu Liu
- Department of Neurosurgery, The First People's Hospital of Baiyin City, Baiyin, China
| | - Minqian Kou
- Department of Electrophysiology, The First People's Hospital of Baiyin City, Baiyin, China
| | - Longfei An
- Department of Neurosurgery, The First People's Hospital of Baiyin City, Baiyin, China
| | - Wenxuan Wang
- Department of Electrophysiology, The First People's Hospital of Baiyin City, Baiyin, China
| | - Jingyuan Xu
- Department of Electrophysiology, The First People's Hospital of Baiyin City, Baiyin, China
| | - Yan Su
- Department of Electrophysiology, The First People's Hospital of Baiyin City, Baiyin, China
| |
Collapse
|
6
|
Malinova V, Kranawetter B, Tuzi S, Rohde V, Mielke D. Early localization of tissue at risk for delayed cerebral ischemia after aneurysmal subarachnoid hemorrhage: blood distribution on initial imaging vs early CT perfusion. Neurosurg Rev 2024; 47:223. [PMID: 38758245 PMCID: PMC11101576 DOI: 10.1007/s10143-024-02457-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 04/20/2024] [Accepted: 05/07/2024] [Indexed: 05/18/2024]
Abstract
OBJECTIVE Delayed cerebral ischemia (DCI) is a potentially reversible adverse event after aneurysmal subarachnoid hemorrhage (aSAH), when early detected and treated. Computer tomography perfusion (CTP) is used to identify the tissue at risk for DCI. In this study, the predictive power of early CTP was compared with that of blood distribution on initial CT for localization of tissue at risk for DCI. METHODS A consecutive patient cohort with aSAH treated between 2012 and 2020 was retrospectively analyzed. Blood distribution on CT was semi-quantitatively assessed with the Hijdra-score. The vessel territory with the most surrounding blood and the one with perfusion deficits on CTP performed on day 3 after ictus were considered to be at risk for DCI, respectively. RESULTS A total of 324 patients were included. Delayed infarction occurred in 17% (56/324) of patients. Early perfusion deficits were detected in 82% (46/56) of patients, 85% (39/46) of them developed infarction within the predicted vessel territory at risk. In 46% (25/56) a vessel territory at risk was reliably determined by the blood distribution. For the prediction of DCI, blood amount/distribution was inferior to CTP. Concerning the identification of "tissue at risk" for DCI, a combination of both methods resulted in an increase of sensitivity to 64%, positive predictive value to 58%, and negative predictive value to 92%. CONCLUSIONS Regarding the DCI-prediction, early CTP was superior to blood amount/distribution, while a consideration of subarachnoid blood distribution may help identify the vessel territories at risk for DCI in patients without early perfusion deficits.
Collapse
Affiliation(s)
- Vesna Malinova
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany.
- Department of Neurosurgery, Georg-August-University, Robert-Koch-Straße 40, 37075, Göttingen, Germany.
| | - Beate Kranawetter
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany
| | - Sheri Tuzi
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany
| | - Veit Rohde
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany
| | - Dorothee Mielke
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany
| |
Collapse
|
7
|
Malinova V, Kranawetter B, Tuzi S, Moerer O, Rohde V, Mielke D. Optimal cerebral perfusion pressure in aneurysmal subarachnoid hemorrhage and its relation to perfusion deficits on CT-perfusion. J Cereb Blood Flow Metab 2024:271678X241237879. [PMID: 38708962 PMCID: PMC11572175 DOI: 10.1177/0271678x241237879] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/27/2023] [Revised: 12/04/2023] [Accepted: 12/08/2023] [Indexed: 05/07/2024]
Abstract
Preservation of optimal cerebral perfusion is a crucial part of the acute management after aneurysmal subarachnoid hemorrhage (aSAH). A few studies indicated possible benefits of maintaining a cerebral perfusion pressure (CPP) near the calculated optimal CPP (CPPopt), representing an individually optimal condition at which cerebral autoregulation functions at its best. This retrospective observational monocenter study was conducted to investigate, whether "suboptimal" perfusion with actual CPP deviating from CPPopt correlates with perfusion deficits detected by CT-perfusion (CTP). A consecutive cohort of aSAH-patients was reviewed and patients with available parameters for CPPopt-calculation, who simultaneously received CTP, were analyzed. By plotting the pressure reactivity index (PRx) versus CPP, CPP correlating the lowest PRx value was identified as CPPopt. Perfusion deficits on CTP were documented. In 86 out of 324 patients, the inclusion criteria were met. Perfusion deficits were detected in 47% (40/86) of patients. In 43% of patients, CPP was lower than CPPopt, which correlated with detected perfusion deficits (r = 0.23, p = 0.03). Perfusion deficits were found in 62% of patients with CPPCPPopt (OR 3, p = 0.01). These findings support the hypothesis, that a deviation of CPP from CPPopt is an indicator of suboptimal cerebral perfusion.
Collapse
Affiliation(s)
- Vesna Malinova
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany
| | - Beate Kranawetter
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany
| | - Sheri Tuzi
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany
| | - Onnen Moerer
- Department of Anesthesiology, University Medical Center Göttingen, Göttingen, Germany
| | - Veit Rohde
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany
| | - Dorothee Mielke
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany
| |
Collapse
|
8
|
Nafees Ahmed S, Prakasam P. A systematic review on intracranial aneurysm and hemorrhage detection using machine learning and deep learning techniques. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2023; 183:1-16. [PMID: 37499766 DOI: 10.1016/j.pbiomolbio.2023.07.001] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Revised: 07/05/2023] [Accepted: 07/15/2023] [Indexed: 07/29/2023]
Abstract
The risk of discovering an intracranial aneurysm during the initial screening and follow-up screening are reported as around 11%, and 7% respectively (Zuurbie et al., 2023) to these mass effects, unruptured aneurysms frequently generate symptoms, however, the real hazard occurs when an aneurysm ruptures and results in a cerebral hemorrhage known as a subarachnoid hemorrhage. The objective is to study the multiple kinds of hemorrhage and aneurysm detection problems and develop machine and deep learning models to recognise them. Due to its early stage, subarachnoid hemorrhage, the most typical symptom after aneurysm rupture, is an important medical condition. It frequently results in severe neurological emergencies or even death. Although most aneurysms are asymptomatic and won't burst, because of their unpredictable growth, even small aneurysms are susceptible. A timely diagnosis is essential to prevent early mortality because a large percentage of hemorrhage cases present can be fatal. Physiological/imaging markers and the degree of the subarachnoid hemorrhage can be used as indicators for potential early treatments in hemorrhage. The hemodynamic pathomechanisms and microcellular environment should remain a priority for academics and medical professionals. There is still disagreement about how and when to care for aneurysms that have not ruptured despite studies reporting on the risk of rupture and outcomes. We are optimistic that with the progress in our understanding of the pathophysiology of hemorrhages and aneurysms and the advancement of artificial intelligence has made it feasible to conduct analyses with a high degree of precision, effectiveness and reliability.
Collapse
Affiliation(s)
- S Nafees Ahmed
- School of Electronics Engineering, Vellore Institute of Technology, Vellore, India.
| | - P Prakasam
- School of Electronics Engineering, Vellore Institute of Technology, Vellore, India.
| |
Collapse
|
9
|
The value of comorbidities and illness severity scores as prognostic tools for early outcome estimation in patients with aneurysmal subarachnoid hemorrhage. Neurosurg Rev 2022; 45:3829-3838. [PMID: 36367594 PMCID: PMC9663372 DOI: 10.1007/s10143-022-01890-5] [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: 04/19/2022] [Revised: 10/24/2022] [Accepted: 10/31/2022] [Indexed: 11/13/2022]
Abstract
Aneurysmal subarachnoid hemorrhage (aSAH) is a severe cerebrovascular disease not only causing brain injury but also frequently inducing a significant systemic reaction affecting multiple organ systems. In addition to hemorrhage severity, comorbidities and acute extracerebral organ dysfunction may impact the prognosis after aSAH as well. The study objective was to assess the value of illness severity scores for early outcome estimation after aSAH. A retrospective analysis of consecutive aSAH patients treated from 2012 to 2020 was performed. Comorbidities were evaluated applying the Charlson comorbidity index (CCI) and the American Society of Anesthesiologists (ASA) classification. Organ dysfunction was assessed by calculating the simplified acute physiology score (SAPS II) 24 h after admission. Modified Rankin scale (mRS) at 3 months was documented. The outcome discrimination power was evaluated. A total of 315 patients were analyzed. Significant comorbidities (CCI > 3) and physical performance impairment (ASA > 3) were found in 15% and 12% of all patients, respectively. The best outcome discrimination power showed SAPS II (AUC 0.76), whereas ASA (AUC 0.65) and CCI (AUC 0.64) exhibited lower discrimination power. A SAPS II cutoff of 40 could reliably discriminate patients with good (mRS ≤ 3) from those with poor outcome (p < 0.0001). Calculation of SAPS II allowed a comprehensive depiction of acute organ dysfunctions and facilitated a reliable early prognosis estimation in our study. In direct comparison to CCI and ASA, SAPS II demonstrated the highest discrimination power and deserves a consideration as a prognostic tool after aSAH.
Collapse
|
10
|
Han H, Chen Y, Li R, Lin F, Lu J, Chen X, Wang S. The value of early CT perfusion parameters for predicting delayed cerebral ischemia after aneurysmal subarachnoid hemorrhage: a systematic review and meta-analysis. Neurosurg Rev 2022; 45:2517-2531. [PMID: 35377027 DOI: 10.1007/s10143-022-01779-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 03/13/2022] [Accepted: 03/28/2022] [Indexed: 12/30/2022]
Abstract
Delayed cerebral ischemia (DCI) is a devastating complication of aneurysmal subarachnoid hemorrhage (aSAH). We aim to investigate the efficacy of early CT perfusion (CTP) parameters for predicting DCI in patients with aSAH. The search was conducted in five databases (PubMed, Embase, Cochrane Library, China National Knowledge Infrastructure, and China Biology Medicine database). Studies were reviewed by two independent authors, and the included studies were assessed for methodological quality. Fifteen studies with 882 participants were included for the final analysis. The meta-analysis of quantitative parameters showed that mean transit time represented the most valuable predictor when the calculation of the mean value was uniformed (MD 0.30 s, 95% CI: 0.10 to 0.49 s, P = 0.003). Semi-quantitative parameters using relative values or index scores were also widely used to minimize undue variations derived from patients, operators, machines, and software. Studies also demonstrated that these relative parameters had better predictive accuracy than corresponding absolute parameters. Perfusion thresholds in each study were incomparable, and the results warranted further validation. The best threshold for the prediction was 0.9 using the relative cerebral blood flow parameter (sensitivity 97% and specificity 89%). We conclude that CTP in the early phase is a promising tool for predicting DCI in aSAH patients. However, the parameters require standardization. Future studies with prospective, multi-centered design and large sample size are needed to validate the thresholds and optimize the parameters.
Collapse
Affiliation(s)
- Heze Han
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.,China National Clinical Research Center for Neurological Diseases, Beijing, China
| | - Yu Chen
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.,China National Clinical Research Center for Neurological Diseases, Beijing, China
| | - Runting Li
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.,China National Clinical Research Center for Neurological Diseases, Beijing, China
| | - Fa Lin
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.,China National Clinical Research Center for Neurological Diseases, Beijing, China
| | - Junlin Lu
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, China.,China National Clinical Research Center for Neurological Diseases, Beijing, China
| | - Xiaolin Chen
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, China. .,China National Clinical Research Center for Neurological Diseases, Beijing, China.
| | - Shuo Wang
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, Beijing, China. .,China National Clinical Research Center for Neurological Diseases, Beijing, China.
| |
Collapse
|
11
|
Qin L, Wang Y, Xie Z, Ma Y. The Role of ET-1 in Early Cerebral Microcirculation Changes after Subarachnoid Hemorrhage. JOURNAL OF HEALTHCARE ENGINEERING 2022; 2022:4592986. [PMID: 35444782 PMCID: PMC9015879 DOI: 10.1155/2022/4592986] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 02/04/2022] [Accepted: 02/15/2022] [Indexed: 11/17/2022]
Abstract
Subarachnoid hemorrhage (SAH), especially aneurysmal subarachnoid hemorrhage, is a serious cerebrovascular disease with high mortality and morbidity. However, there is no effective treatment in clinics. In recent years, more and more studies have shown that early brain injury (EBI) may be an important reason for poor prognosis of SAH. Explore the mechanism of early brain injury after subarachnoid hemorrhage (SAH). In this study, 20 male New Zealand white rabbits were selected and divided into the experimental group and sham operation group, with 10 rabbits in each group. The neurobehavioral scores, food intake, and cerebral perfusion parameters, cerebral blood volume (CBV), cerebral blood flow velocity (CBF), ET-1, IL-1, and IL-6, in rabbit plasma were compared. The food intake scores and neurological dysfunction scores of the experimental group at 1 h, 6 h, 24 h, and 72 h after modeling were higher than those of the sham operation group, which had a statistical significance (P < 0.05). The dysfunction scores all showed a gradual decrease; the CBV and CBF values of the experimental group at 1 h, 6 h, 24 h, and 72 h after modeling were all lower than those of the sham operation group, which had a statistical significance (P < 0.05), and the MTT values were all higher than that of the sham operation group, which had a statistical significance (P < 0.05). The TTP values of rats in the experimental group were higher than those in the sham operation group at 6 h, 24 h, and 72 h after modeling (P < 0.05), the experimental group was in the modeling. The levels of serum ET-1, IL-1, and IL-6 at 1 h, 6 h, 24 h, and 72 h were higher than those in the sham operation group, which had a statistical significance (P < 0.05). New Zealand white rabbits can have brain perfusion volume disorder, inflammatory reaction, and cerebral vasospasm in the early stage after SAH, and brain injury can appear in the early stage.
Collapse
Affiliation(s)
- Lei Qin
- Department of Radiology, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, China
- Department of Medical Imaging Diagnostics, College of Medical Imaging, Bengbu Medical College, Bengbu 233000, China
| | - Yanan Wang
- Department of Function, The Second Affiliated Hospital of Bengbu Medical College, Bengbu 233040, China
| | - Zongyu Xie
- Department of Radiology, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, China
- Department of Medical Imaging Diagnostics, College of Medical Imaging, Bengbu Medical College, Bengbu 233000, China
| | - Yichuan Ma
- Department of Radiology, The First Affiliated Hospital of Bengbu Medical College, Bengbu 233000, China
- Department of Medical Imaging Diagnostics, College of Medical Imaging, Bengbu Medical College, Bengbu 233000, China
| |
Collapse
|
12
|
Prediction and Risk Assessment Models for Subarachnoid Hemorrhage: A Systematic Review on Case Studies. BIOMED RESEARCH INTERNATIONAL 2022; 2022:5416726. [PMID: 35111845 PMCID: PMC8802084 DOI: 10.1155/2022/5416726] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 12/01/2021] [Accepted: 12/08/2021] [Indexed: 01/09/2023]
Abstract
Subarachnoid hemorrhage (SAH) is one of the major health issues known to society and has a higher mortality rate. The clinical factors with computed tomography (CT), magnetic resonance image (MRI), and electroencephalography (EEG) data were used to evaluate the performance of the developed method. In this paper, various methods such as statistical analysis, logistic regression, machine learning, and deep learning methods were used in the prediction and detection of SAH which are reviewed. The advantages and limitations of SAH prediction and risk assessment methods are also being reviewed. Most of the existing methods were evaluated on the collected dataset for the SAH prediction. In some researches, deep learning methods were applied, which resulted in higher performance in the prediction process. EEG data were applied in the existing methods for the prediction process, and these methods demonstrated higher performance. However, the existing methods have the limitations of overfitting problems, imbalance data problems, and lower efficiency in feature analysis. The artificial neural network (ANN) and support vector machine (SVM) methods have been applied for the prediction process, and considerably higher performance is achieved by using this method.
Collapse
|
13
|
Malinova V, Döring K, Psychogios MN, Rohde V, Mielke D. Impact of Implementing an Elaborated CT Perfusion Protocol for Aneurysmal SAH on Functional Outcome: CTP Protocol for SAH. AJNR Am J Neuroradiol 2021; 42:1956-1961. [PMID: 34556476 PMCID: PMC8583263 DOI: 10.3174/ajnr.a7279] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Accepted: 07/03/2021] [Indexed: 12/30/2022]
Abstract
BACKGROUND AND PURPOSE The acute phase of aneurysmal SAH is characterized by a plethora of impending complications with the potential to worsen patients' outcomes. The aim of this study was to evaluate whether an elaborated CTP-based imaging protocol during the acute aneurysmal SAH phase is able to prevent delayed infarctions and contribute to a better outcome. MATERIALS AND METHODS In 2012, an elaborated CTP-based protocol was implemented for the management of patients with aneurysmal SAH. Retrospective analysis of patients with aneurysmal SAH treated from 2010 to 2013 was performed, comparing the patients treated before (group one, 2010-2011) with those treated after the protocol implementation (group two, 2012-2013) with regard to delayed infarctions and outcome according to the mRS at 3-months' follow-up. RESULTS A total of 133 patients were enrolled, of whom 57 were included in group 1, and 76, in group 2. There were no significant differences between the groups concerning baseline characteristics. In the multivariate analysis, independent predictors of a good outcome (mRS ≤ 2) were younger age (P < .001), lower World Federation of Neurosurgical Societies grade (P < .001), absence of delayed infarction (P = .01), and management according to the CTP protocol (P = .01). Larger or multiple infarctions occurred significantly more often in group 1 compared with group 2 (88% versus 33% of all delayed infarctions, P = .03). The outcome in group 2 was significantly better compared with group 1 (P = .005). CONCLUSIONS The findings suggest that implementation of an elaborated CTP protocol is associated with a better outcome. An earlier initiation of further diagnostics and treatment with prevention of large territorial and/or multiple infarctions might have led to this finding.
Collapse
Affiliation(s)
- V. Malinova
- From the Departments of Neurosurgery (V.M., V.R., D.M.)
| | - K. Döring
- Neuroradiology (K.D., M.-N.P.), Georg-August-University, Göttingen, Germany
| | - M.-N. Psychogios
- Neuroradiology (K.D., M.-N.P.), Georg-August-University, Göttingen, Germany,Department of Neuroradiology (M.-N.P.), Clinic of Radiology and Nuclear Medicine, University Medicine Basel, Basel, Switzerland
| | - V. Rohde
- From the Departments of Neurosurgery (V.M., V.R., D.M.)
| | - D. Mielke
- From the Departments of Neurosurgery (V.M., V.R., D.M.)
| |
Collapse
|
14
|
Döring K, Mielke D, Moerer O, Stamm G, Karsch S, Psychogios MN, Rohde V, Malinova V. Radiation Exposure in the Acute Phase after Aneurysmal Subarachnoid Hemorrhage in the Era of CT Perfusion. Clin Neuroradiol 2021; 32:123-132. [PMID: 34505910 DOI: 10.1007/s00062-021-01087-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Accepted: 08/06/2021] [Indexed: 01/01/2023]
Abstract
PURPOSE Aneurysmal subarachnoid hemorrhage (aSAH) is associated with a high risk of developing multiple complications requiring further diagnostics including imaging associated with radiation exposure (RE). Since aSAH often affects younger patients, the obtained cumulative RE may have serious long-term health consequences. The aim of this study was to calculate the cumulative RE in the acute phase after aSAH and to identify contributors to RE. Additionally, we investigated whether there is a correlation of RE with outcome. METHODS A retrospective analysis of patients with aSAH treated at our department from 2012 to 2018 was performed. The radiation dose of every single cranial radiological examination was calculated for every patient. The outcome was assessed according to the modified Rankin scale (mRS) 3 months after ictus. Factors associated with high RE were evaluated and the correlation of RE with outcome was assessed. RESULTS In 268 included consecutive patients, the mean cumulative RE per patient was 39.95 mSv, ranging from 2 to 265.5 mSv. A higher RE correlated with delayed cerebral ischemia (r = 0.52, p < 0.0001), delayed infarction (r = 0.25, p < 0.0001), delayed ischemic neurological deficits (r = 0.29, p < 0.0001) and transcranial Doppler (TCD)-vasospasm (r = 0.34, p < 0.0001). Independent predictors of outcome were age (p = 0.0001), World Federation of Neurosurgical Societies (WFNS) grade (p < 0.0001) and delayed infarction (p = 0.0004), while RE did not correlate with outcome. CONCLUSION There is a considerable imaging-related RE in aSAH patients. A meticulous decision-making process and imaging protocols with lower RE for the deployment of CT-based and fluoroscopy-based imaging is indicated in order to minimize the risk for radiation-mediated heath consequences in this patient population.
Collapse
Affiliation(s)
- Katja Döring
- Department of Neurosurgery, University Medical Center Göttingen, Georg-August-University, Robert-Koch-Straße 40, 37075, Göttingen, Germany
- Department of Neuroradiology, University Medical Center Göttingen, Göttingen, Germany
| | - Dorothee Mielke
- Department of Neurosurgery, University Medical Center Göttingen, Georg-August-University, Robert-Koch-Straße 40, 37075, Göttingen, Germany
| | - Onnen Moerer
- Department of Anesthesiology, University Medical Center Göttingen, Göttingen, Germany
| | - Georg Stamm
- Department of Diagnostic Radiology, University Medical Center Göttingen, Göttingen, Germany
| | - Susanne Karsch
- Department of Diagnostic Radiology, University Medical Center Göttingen, Göttingen, Germany
| | - Marios-Nikos Psychogios
- Department of Neuroradiology, University Medical Center Göttingen, Göttingen, Germany
- Department of Neuroradiology, Clinic of radiology and nuclear medicine, University Basel, Basel, Switzerland
| | - Veit Rohde
- Department of Neurosurgery, University Medical Center Göttingen, Georg-August-University, Robert-Koch-Straße 40, 37075, Göttingen, Germany
| | - Vesna Malinova
- Department of Neurosurgery, University Medical Center Göttingen, Georg-August-University, Robert-Koch-Straße 40, 37075, Göttingen, Germany.
| |
Collapse
|
15
|
Kawano A, Sugimoto K, Nomura S, Inoue T, Kawano R, Oka F, Sadahiro H, Ishihara H, Suzuki M. Association Between Spreading Depolarization and Delayed Cerebral Ischemia After Subarachnoid Hemorrhage: Post Hoc Analysis of a Randomized Trial of the Effect of Cilostazol on Delayed Cerebral Ischemia. Neurocrit Care 2021; 35:91-99. [PMID: 34462881 DOI: 10.1007/s12028-021-01330-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2021] [Accepted: 08/09/2021] [Indexed: 11/26/2022]
Abstract
BACKGROUND Delayed cerebral ischemia (DCI) after aneurysmal subarachnoid hemorrhage (SAH) remains an important problem with a complex pathophysiology. We used data from a single-center randomized trial to assess the effect of a phosphodiesterase inhibitor, cilostazol, in patients with aneurysmal SAH to explore the relationships of DCI with vasospasm, spreading depolarization (SD) and microcirculatory disturbance. METHODS A post hoc analysis of a single-center, prospective, randomized trial of the effect of cilostazol on DCI and SD after aneurysmal SAH was performed. From all randomized cohorts, patients who underwent both SD monitoring and digital subtraction angiography (DSA) on day 9 ± 2 from onset were included. Cerebral circulation time (CCT), which was divided into proximal CCT and peripheral CCT (as a measure of microcirculatory disturbance), was obtained from DSA. Logistic regression was conducted to determine factors associated with DCI. RESULTS Complete data were available for 28 of 50 patients. Of the 28 patients, 8 (28.5%) had DCI during the study period. Multivariate analysis indicated a strong association between the number of SDs on the day DSA was performed (i.e., a delayed time point after SAH onset) and DCI (odds ratio 2.064, 95% confidence interval 1.045-4.075, P = 0.037, area under the curve 0.836), whereas the degree of angiographic vasospasm and peripheral CCT were not significant factors for DCI. CONCLUSIONS There is a strong association between SD and DCI. Our results suggest that SD is an important therapeutic target and a potentially useful biomarker for DCI.
Collapse
Affiliation(s)
- Akiko Kawano
- Department of Neurosurgery, Yamaguchi University School of Medicine, Yamaguchi, Japan
| | - Kazutaka Sugimoto
- Department of Neurosurgery, Yamaguchi University School of Medicine, Yamaguchi, Japan.
| | - Sadahiro Nomura
- Department of Neurosurgery, Yamaguchi University School of Medicine, Yamaguchi, Japan
| | - Takao Inoue
- Department of Neurosurgery, Yamaguchi University School of Medicine, Yamaguchi, Japan
- Department of Advanced ThermoNeuroBiology, Yamaguchi University School of Medicine, Yamaguchi, Japan
| | - Reo Kawano
- Center for Integrated Medical Research, Hiroshima University Hospital, Hiroshima, Japan
| | - Fumiaki Oka
- Department of Neurosurgery, Yamaguchi University School of Medicine, Yamaguchi, Japan
| | - Hirokazu Sadahiro
- Department of Neurosurgery, Yamaguchi University School of Medicine, Yamaguchi, Japan
| | - Hideyuki Ishihara
- Department of Neurosurgery, Yamaguchi University School of Medicine, Yamaguchi, Japan
| | - Michiyasu Suzuki
- Department of Neurosurgery, Yamaguchi University School of Medicine, Yamaguchi, Japan
- Department of Advanced ThermoNeuroBiology, Yamaguchi University School of Medicine, Yamaguchi, Japan
| |
Collapse
|
16
|
Schembri M, Verbaan D, Emmer BJ, Coert BA, Majoie CBLM, Vandertop WP, van den Berg R. Cerebral circulation time on DSA during endovascular treatment in WFNS grade I aneurysmal SAH patients-a predictor of DCI? Neuroradiology 2021; 63:2131-2138. [PMID: 34263336 DOI: 10.1007/s00234-021-02749-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Accepted: 06/06/2021] [Indexed: 10/20/2022]
Abstract
PURPOSE Delayed cerebral ischemia (DCI) remains a contributor to poor outcome following aneurysmal subarachnoid hemorrhage (aSAH). We evaluated cerebral circulation time (CCT) on digital subtraction angiography (DSA) during endovascular treatment (EVT) in WFNS grade I aSAH patients as a predictor of DCI. METHODS Of 135 consecutive WNFS grade I aSAH patients, 90 were included. Age, gender, time of DSA from ictus (< 72 h or > 72 h), Fisher scale, severe vasospasm, development of DCI, EVD-dependent hydrocephalus, re-bleeding, and procedural complications were recorded. CCT was calculated retrospectively from multiphase DSA. Association with DCI was established through univariate and, subsequently, multivariable logistic regression. An optimal threshold value was identified using ROC curve analysis. Patient groups defined by threshold CCT value, DCI, and, subsequently, time of DSA from ictus were analyzed using χ2 and Fisher's exact test. RESULTS CCT was the only significant factor in the multivariable logistic regression for the outcome development of DCI (OR/second increase in CCT = 1.46 [95% CI 1.14-1.86, p = .003]). When CCT was dichotomized at 8.5 s, the odds ratio for developing DCI was 7.12 (95% CI 1.93-26.34, p = .003) for CCT > 8.5 s compared with < 8.5 s. There was a significant difference for DCI in all patient groups dichotomized by CCT < 8.5 s and > 8.5 s (all patients, p = .001; patients imaged before and after 72 h of ictus, p = .024 and p = .034, respectively). CONCLUSION A CCT > 8.5 s on DSA during EVT in WFNS grade I aSAH patients is associated with an increased risk of developing DCI and may aid in the management of high-risk patients.
Collapse
Affiliation(s)
- Mark Schembri
- Department of Neuroradiology, Amsterdam University Medical Centers (Location AMC), Meibergdreef 9, 1105 AZ, Amsterdam-Zuidoost, The Netherlands.
| | - Dagmar Verbaan
- Department of Neurosurgery, Neurosurgical Center Amsterdam, Amsterdam University Medical Centers (Location AMC), Meibergdreef 9, 1105 AZ, Amsterdam-Zuidoost, The Netherlands
| | - Bart J Emmer
- Department of Neuroradiology, Amsterdam University Medical Centers (Location AMC), Meibergdreef 9, 1105 AZ, Amsterdam-Zuidoost, The Netherlands
| | - Bert A Coert
- Department of Neurosurgery, Neurosurgical Center Amsterdam, Amsterdam University Medical Centers (Location AMC), Meibergdreef 9, 1105 AZ, Amsterdam-Zuidoost, The Netherlands
| | - Charles B L M Majoie
- Department of Neuroradiology, Amsterdam University Medical Centers (Location AMC), Meibergdreef 9, 1105 AZ, Amsterdam-Zuidoost, The Netherlands
| | - W Peter Vandertop
- Department of Neurosurgery, Neurosurgical Center Amsterdam, Amsterdam University Medical Centers (Location AMC), Meibergdreef 9, 1105 AZ, Amsterdam-Zuidoost, The Netherlands
| | - René van den Berg
- Department of Neuroradiology, Amsterdam University Medical Centers (Location AMC), Meibergdreef 9, 1105 AZ, Amsterdam-Zuidoost, The Netherlands
| |
Collapse
|
17
|
Imaging Predictors of Vasospasm and Delayed Cerebral Ischaemia After Subarachnoid Haemorrhage. Curr Treat Options Neurol 2020. [DOI: 10.1007/s11940-020-00653-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
|
18
|
The effectiveness of lumbar cerebrospinal fluid drainage in aneurysmal subarachnoid hemorrhage with different bleeding amounts. Neurosurg Rev 2019; 43:739-747. [DOI: 10.1007/s10143-019-01116-1] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2019] [Revised: 05/07/2019] [Accepted: 05/17/2019] [Indexed: 11/27/2022]
|