1
|
Zhou Z, Wu X, Chen Y, Tan Y, Zhou Y, Huang T, Zhou H, Lai Q, Guo D. The relationship between perihematomal edema and hematoma expansion in acute spontaneous intracerebral hemorrhage: an exploratory radiomics analysis study. Front Neurosci 2024; 18:1394795. [PMID: 38745941 PMCID: PMC11091303 DOI: 10.3389/fnins.2024.1394795] [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: 03/02/2024] [Accepted: 04/18/2024] [Indexed: 05/16/2024] Open
Abstract
Background The relationship between early perihematomal edema (PHE) and hematoma expansion (HE) is unclear. We investigated this relationship in patients with acute spontaneous intracerebral hemorrhage (ICH), using radiomics. Methods In this multicenter retrospective study, we analyzed 490 patients with spontaneous ICH who underwent non-contrast computed tomography within 6 h of symptom onset, with follow-up imaging at 24 h. We performed HE and PHE image segmentation, and feature extraction and selection to identify HE-associated optimal radiomics features. We calculated radiomics scores of hematoma (Radscores_HEA) and PHE (Radscores_PHE) and constructed a combined model (Radscore_HEA_PHE). Relationships of the PHE radiomics features or Radscores_PHE with clinical variables, hematoma imaging signs, Radscores_HEA, and HE were assessed by univariate, correlation, and multivariate analyses. We compared predictive performances in the training (n = 296) and validation (n = 194) cohorts. Results Shape_VoxelVolume and Shape_MinorAxisLength of PHE were identified as optimal radiomics features associated with HE. Radscore_PHE (odds ratio = 1.039, p = 0.032) was an independent HE risk factor after adjusting for the ICH onset time, Glasgow Coma Scale score, baseline hematoma volume, hematoma shape, hematoma density, midline shift, and Radscore_HEA. The areas under the receiver operating characteristic curve of Radscore_PHE in the training and validation cohorts were 0.808 and 0.739, respectively. After incorporating Radscore_PHE, the integrated discrimination improvements of Radscore_HEA_PHE in the training and validation cohorts were 0.009 (p = 0.086) and -0.011 (p < 0.001), respectively. Conclusion Radscore_PHE, based on Shape_VoxelVolume and Shape_MinorAxisLength of PHE, independently predicts HE, while Radscore_PHE did not add significant incremental value to Radscore_HEA.
Collapse
Affiliation(s)
- Zhiming Zhou
- Department of Radiology, Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
- Chongqing Medical Imaging Artificial Intelligence Lab, Chongqing, China
| | - Xiaojia Wu
- Department of Radiology, Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
- Chongqing Medical Imaging Artificial Intelligence Lab, Chongqing, China
| | - Yuanyuan Chen
- Department of Radiology, Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
- Chongqing Medical Imaging Artificial Intelligence Lab, Chongqing, China
| | - Yuanxin Tan
- Department of Radiology, Fifth People's Hospital of Chongqing, Chongqing, China
| | - Yu Zhou
- Department of Radiology, Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
- Chongqing Medical Imaging Artificial Intelligence Lab, Chongqing, China
| | - Tianxing Huang
- Department of Radiology, Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
- Chongqing Medical Imaging Artificial Intelligence Lab, Chongqing, China
| | - Hongli Zhou
- Department of Radiology, Nanchong Central Hospital, Nanchong, Sichuan, China
| | - Qi Lai
- Department of Radiology, Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
- Chongqing Medical Imaging Artificial Intelligence Lab, Chongqing, China
| | - Dajing Guo
- Department of Radiology, Second Affiliated Hospital of Chongqing Medical University, Chongqing, China
- Chongqing Medical Imaging Artificial Intelligence Lab, Chongqing, China
| |
Collapse
|
2
|
Huang YW, Huang HL, Li ZP, Yin XS. Research advances in imaging markers for predicting hematoma expansion in intracerebral hemorrhage: a narrative review. Front Neurol 2023; 14:1176390. [PMID: 37181553 PMCID: PMC10166819 DOI: 10.3389/fneur.2023.1176390] [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: 02/28/2023] [Accepted: 04/03/2023] [Indexed: 05/16/2023] Open
Abstract
Introduction Stroke is a major global health concern and is ranked as the second leading cause of death worldwide, with the third highest incidence of disability. Intracerebral hemorrhage (ICH) is a devastating form of stroke that is responsible for a significant proportion of stroke-related morbidity and mortality worldwide. Hematoma expansion (HE), which occurs in up to one-third of ICH patients, is a strong predictor of poor prognosis and can be potentially preventable if high-risk patients are identified early. In this review, we provide a comprehensive summary of previous research in this area and highlight the potential use of imaging markers for future research studies. Recent advances Imaging markers have been developed in recent years to aid in the early detection of HE and guide clinical decision-making. These markers have been found to be effective in predicting HE in ICH patients and include specific manifestations on Computed Tomography (CT) and CT Angiography (CTA), such as the spot sign, leakage sign, spot-tail sign, island sign, satellite sign, iodine sign, blend sign, swirl sign, black hole sign, and hypodensities. The use of imaging markers holds great promise for improving the management and outcomes of ICH patients. Conclusion The management of ICH presents a significant challenge, and identifying high-risk patients for HE is crucial to improving outcomes. The use of imaging markers for HE prediction can aid in the rapid identification of such patients and may serve as potential targets for anti-HE therapies in the acute phase of ICH. Therefore, further research is needed to establish the reliability and validity of these markers in identifying high-risk patients and guiding appropriate treatment decisions.
Collapse
Affiliation(s)
- Yong-Wei Huang
- Department of Neurosurgery, Mianyang Central Hospital, School of Medicine, University of Electronic Science and Technology of China, Mianyang, Sichuan, China
| | - Hai-Lin Huang
- Department of Neurosurgery, Mianyang Central Hospital, School of Medicine, University of Electronic Science and Technology of China, Mianyang, Sichuan, China
| | - Zong-Ping Li
- Department of Neurosurgery, Mianyang Central Hospital, School of Medicine, University of Electronic Science and Technology of China, Mianyang, Sichuan, China
| | - Xiao-Shuang Yin
- Department of Immunology, Mianyang Central Hospital, School of Medicine, University of Electronic Science and Technology of China, Mianyang, Sichuan, China
| |
Collapse
|
3
|
Mélotte E, Maudoux A, Panda R, Kaux JF, Lagier A, Herr R, Belorgeot M, Laureys S, Gosseries O. Links Between Swallowing and Consciousness: A Narrative Review. Dysphagia 2023; 38:42-64. [PMID: 35773497 DOI: 10.1007/s00455-022-10452-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 12/06/2021] [Indexed: 01/27/2023]
Abstract
This literature review explores a wide range of themes addressing the links between swallowing and consciousness. Signs of consciousness are historically based on the principle of differentiating reflexive from volitional behaviors. We show that the sequencing of the components of swallowing falls on a continuum of voluntary to reflex behaviors and we describe several types of volitional and non-volitional swallowing tasks. The frequency, speed of initiation of the swallowing reflex, efficacy of the pharyngeal phase of swallowing and coordination between respiration and swallowing are influenced by the level of consciousness during non-pathological modifications of consciousness such as sleep and general anesthesia. In patients with severe brain injury, the level of consciousness is associated with several components related to swallowing, such as the possibility of extubation, risk of pneumonia, type of feeding or components directly related to swallowing such as oral or pharyngeal abnormalities. Based on our theoretical and empirical analysis, the efficacy of the oral phase and the ability to receive exclusive oral feeding seem to be the most robust signs of consciousness related to swallowing in patients with disorders of consciousness. Components of the pharyngeal phase (in terms of abilities of saliva management) and evoked cough may be influenced by consciousness, but further studies are necessary to determine if they constitute signs of consciousness as such or only cortically mediated behaviors. This review also highlights the critical lack of tools and techniques to assess and treat dysphagia in patients with disorders of consciousness.
Collapse
Affiliation(s)
- Evelyne Mélotte
- Coma Science Group, GIGA-Consciousness, University of Liège, Liège, Belgium.
- Physical and Rehabilitation Medicine Department, University and University Hospital of Liège, Avenue de l'Hopital 1, 4000, Liège, Belgium.
- Centre du Cerveau², University Hospital of Liège, Liège, Belgium.
| | - Audrey Maudoux
- Sensation and Perception Research Group, GIGA, University and University Hospital of Liège, Liège, Belgium
- Otorhinolaryngology Head and Neck Surgery Department, Robert Debré University Hospital, APHP, Paris, France
| | - Rajanikant Panda
- Coma Science Group, GIGA-Consciousness, University of Liège, Liège, Belgium
| | - Jean-François Kaux
- Physical and Rehabilitation Medicine Department, University and University Hospital of Liège, Avenue de l'Hopital 1, 4000, Liège, Belgium
| | - Aude Lagier
- Otorhinolaryngology Head and Neck Surgery Department, University Hospital of Liège, Liège, Belgium
| | - Roxanne Herr
- Department of Speech and Language Pathology, Faculty of Medicine, University of Strasbourg, Strasbourg, France
| | - Marion Belorgeot
- Physical and Rehabilitation Medicine Department, University Hospital of Nîmes, Nîmes, France
| | - Steven Laureys
- Coma Science Group, GIGA-Consciousness, University of Liège, Liège, Belgium
- Centre du Cerveau², University Hospital of Liège, Liège, Belgium
| | - Olivia Gosseries
- Coma Science Group, GIGA-Consciousness, University of Liège, Liège, Belgium
- Centre du Cerveau², University Hospital of Liège, Liège, Belgium
| |
Collapse
|
4
|
Tsai HH, Hsieh YC, Lin JS, Kuo ZT, Ho CY, Chen CH, Chang CF. Functional Investigation of Meningeal Lymphatic System in Experimental Intracerebral Hemorrhage. Stroke 2022; 53:987-998. [DOI: 10.1161/strokeaha.121.037834] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background:
Promotion of hematoma resolution in a timely manner reduces intracerebral hemorrhage (ICH) brain injury induced by toxic blood components and subsequent neuroinflammation. The meningeal lymphatic system is responsible for clearance of macromolecules and pathogenic substances from the central nervous system; however, its role in intraparenchymal hematoma clearance and ICH outcomes is unknown. In the present study, we aimed to understand the contribution of the meningeal lymphatic system to ICH pathologies and to test whether pharmacological enhancement of meningeal lymphatic function promotes hematoma resolution and brain recovery after ICH.
Methods:
Immunofluorescence of whole-mount meninges was used to measure complexity and coverage level of meningeal lymphatic vasculature following ICH induction. Fluorescent microbeads and PKH-26-labeled erythrocytes were used to evaluate drainage function of the meningeal lymphatic system. Visudyne treatment, deep cervical lymph node ligation, and VEGF (vascular endothelial growth factor)-C injection were performed to manipulate meningeal lymphatic function. Neurobehavioral performance and hematoma volume were assayed by the cylinder test and histological measurements. Iron deposition, residual erythrocytes, neuronal loss, and astrogliosis were assessed by immunohistochemistry and antibody-based fluorescence staining.
Results:
Meningeal lymphangiogenesis and enhanced lymphatic drainage occurred during the late phase of ICH. Ablation and blockage of meningeal lymphatic vessels impeded hematoma clearance, whereas pharmacological enhancement of their function reduced hematoma volume, improved behavioral performance, and reduced brain residual erythrocytes, iron deposition, neuronal loss, and astroglial activation.
Conclusions:
Early enhancement of meningeal lymphatic function is beneficial for ICH recovery. Targeting the meningeal lymphatic system is therefore a potential therapeutic approach for treating ICH.
Collapse
Affiliation(s)
- Hsin-Hsi Tsai
- Department of Neurology, National Taiwan University Hospital Bei-Hu Branch, Taipei (H.-H.T.)
- Department of Neurology, National Taiwan University Hospital, Taipei (H.-H.T.)
| | - Yung-Chia Hsieh
- School of Medicine, National Taiwan University College of Medicine, Taipei. (Y.-C.H.)
- Department and Graduate Institute of Physiology, National Taiwan University College of Medicine, Taipei. (Y.-C.H., J.S.L., Z.-T.K., C.-Y.H., C.-H.C., C.-F.C.)
| | - Jhih Syuan Lin
- Department and Graduate Institute of Physiology, National Taiwan University College of Medicine, Taipei. (Y.-C.H., J.S.L., Z.-T.K., C.-Y.H., C.-H.C., C.-F.C.)
| | - Zi-Ting Kuo
- Department and Graduate Institute of Physiology, National Taiwan University College of Medicine, Taipei. (Y.-C.H., J.S.L., Z.-T.K., C.-Y.H., C.-H.C., C.-F.C.)
| | - Chi-Ying Ho
- Department and Graduate Institute of Physiology, National Taiwan University College of Medicine, Taipei. (Y.-C.H., J.S.L., Z.-T.K., C.-Y.H., C.-H.C., C.-F.C.)
| | - Chih-Hung Chen
- Department and Graduate Institute of Physiology, National Taiwan University College of Medicine, Taipei. (Y.-C.H., J.S.L., Z.-T.K., C.-Y.H., C.-H.C., C.-F.C.)
| | - Che-Feng Chang
- Department and Graduate Institute of Physiology, National Taiwan University College of Medicine, Taipei. (Y.-C.H., J.S.L., Z.-T.K., C.-Y.H., C.-H.C., C.-F.C.)
| |
Collapse
|
5
|
Gong K, Shi T, Zhao L, Xu Z, Wang Z. Comparing the inter-observer reliability of the Tada formula among neurosurgeons while estimating the intracerebral haematoma volume. Clin Neurol Neurosurg 2021; 205:106668. [PMID: 33962148 DOI: 10.1016/j.clineuro.2021.106668] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Revised: 03/13/2021] [Accepted: 04/21/2021] [Indexed: 12/09/2022]
Abstract
OBJECTIVE To compare the inter-observer reliability among neurosurgeons while estimating the intracerebral haematoma (ICH) volume by the Tada formula and assess its influence on predicting the severity and prognosis of various ICHs. METHODS We obtained clinical data from 262 consecutive patients with spontaneous ICH. The haematoma volume was independently calculated and compared by 3D Slicer and eight neurosurgeons. The inter-observer reliability was obtained by calculating the intraclass correlation coefficients (ICC) and Cohen's kappa score (kappa), within different shape and volume ICH subgroups. We conducted the receiver operating characteristic analysis to assess the predictive value of the ICH volume evaluated for clinical features, including the Glasgow Coma Scale at the onset of the disease, ICH-related surgical treatments, the length of stay in the intensive care unit, the length of hospitalisation, the modified Rankin Scale score at discharge, and in-hospital deaths. RESULTS The median haematoma volume was 17.4 ml (range, 7.3-34.7 ml). The estimated volumes were significantly different among neurosurgeons (p < 0.001). Six out of eight neurosurgeons demonstrated obvious deviations from the 3D Slicer software (p < 0.001). Round (ICC: 0.947) and tapered (ICC: 0.954) haematomas were more consistently evaluated between the neurosurgeons. We observed a substantial strength of agreement between neurosurgeons with kappa> 0.693 and ICC: 0.938 in the entire volume range, and slight to fair strength of agreement with kappa> 0.175 and ICC: 0.689 between 20 ml and 40 ml volume interval. All estimated volumes had a positive predictive value for clinical features, with the area under the curve > 0.5 (p < 0.05). However, the 3D Slicer software performed relatively better than most neurosurgeons. CONCLUSIONS There exists a significant inter-observer variability among neurosurgeons when utilizing the Tada formula, thus demonstrating significant implications for ICH-related clinical practices and researches.
Collapse
Affiliation(s)
- Kai Gong
- Department of Neurosurgery, The First Affiliated Hospital of Xia'men University, Xia'men, Fujian, China
| | - Tao Shi
- Department of Neurosurgery, The First Affiliated Hospital of Xia'men University, Xia'men, Fujian, China
| | - Lizheng Zhao
- Department of Rehabilitation, Xia'men Humanity Rehabilitation Hospital, Xia'men, Fujian, China
| | - Zhong Xu
- Department of Gastroenterology, The First Affiliated Hospital of Xia'men University, Xia'men, Fujian, China
| | - Zhanxiang Wang
- The First Affiliated Hospital of Xia'men University, 55# Zhenhai Road, Xia'men, Fujian 361003, China.
| |
Collapse
|
6
|
Bakar B, Akkaya S, Say B, Yuksel U, Alhan A, Turğut E, Ogden M, Ergun U. In spontaneous intracerebral hematoma patients, prediction of the hematoma expansion risk and mortality risk using radiological and clinical markers and a newly developed scale. Neurol Res 2021; 43:482-495. [PMID: 33402048 DOI: 10.1080/01616412.2020.1870338] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Objective: In patients with spontaneous intracerebral hematoma (ICH), early-stage hematoma expansion has been associated with poor prognosis in literature. This study aimed to develop predictive parameter(s) as well as a new scale to define hematoma expansion and short-term prognosis in patients with ICH.Methods: In 46 patients with ICH, Glasgow Coma Scale (GCS) scores, non-contrast CT (NCCT) markers (hematoma volume on admission and follow-up, hypodensity, intraventricular hemorrhage, blend and island sign, BAT score), and modified Rankin Scale scores were evaluated for predicting the hematoma expansion risk and mortality risk. Furthermore, a newly developed scale called the 'HEMRICH scale' was constituted using the GCS score, hematoma volumes, and some NCCT markers.Results: Roc-Curve and Logistic Regression test results revealed that GCS score, initial hematoma volume value, hypodensity, intraventricular haemorrhage, BAT score, and HEMRICH scale score could be the best markers in predicting hematoma expansion risk whereas GCS score, intraventricular haemorrhage, BAT score, hematoma expansion, and HEMRICH scale score could be the best markers in predicting mortality risk (p = 0.01). Moreover, Factor analysis and Reliability test results showed that HEMRICH scale score could predict both hematoma expansion and mortality risks validly (Kaiser-Meyer-Olkin test value = 0.729) and reliably (Cronbach's alpha = 0.564).Conclusion: It was concluded that the GCS score, intraventricular haemorrhage, and BAT score could predict both hematoma expansion risk and mortality risk in the early stage in patients with ICH. Furthermore, it was suggested that the newly produced HEMRICH scale could be a valid and reliable scale for predicting both hematoma expansion and mortality risk.
Collapse
Affiliation(s)
- Bulent Bakar
- Department of Neurosurgery, Kirikkale University Faculty of Medicine, Kirikkale, Turkey
| | - Suleyman Akkaya
- Department of Neurosurgery, Kirikkale University Faculty of Medicine, Kirikkale, Turkey
| | - Bahar Say
- Department of Neurology, Kirikkale University Faculty of Medicine, Kirikkale, Turkey
| | - Ulas Yuksel
- Department of Neurosurgery, Kirikkale University Faculty of Medicine, Kirikkale, Turkey
| | - Aslihan Alhan
- Department of Biostatistics, Ufuk University Faculty of Medicine, Ankara, Turkey
| | - Esra Turğut
- Department of Neurology, Kirikkale University Faculty of Medicine, Kirikkale, Turkey
| | - Mustafa Ogden
- Department of Neurosurgery, Kirikkale University Faculty of Medicine, Kirikkale, Turkey
| | - Ufuk Ergun
- Department of Neurology, Kirikkale University Faculty of Medicine, Kirikkale, Turkey
| |
Collapse
|