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Riahi Samani Z, Parker D, Akbari H, Wolf RL, Brem S, Bakas S, Verma R. Artificial intelligence-based locoregional markers of brain peritumoral microenvironment. Sci Rep 2023; 13:963. [PMID: 36653382 PMCID: PMC9849348 DOI: 10.1038/s41598-022-26448-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Accepted: 12/14/2022] [Indexed: 01/19/2023] Open
Abstract
In malignant primary brain tumors, cancer cells infiltrate into the peritumoral brain structures which results in inevitable recurrence. Quantitative assessment of infiltrative heterogeneity in the peritumoral region, the area where biopsy or resection can be hazardous, is important for clinical decision making. Here, we derive a novel set of Artificial intelligence (AI)-based markers capturing the heterogeneity of tumor infiltration, by characterizing free water movement restriction in the peritumoral region using Diffusion Tensor Imaging (DTI)-based free water volume fraction maps. We leverage the differences in the peritumoral region of metastasis and glioblastomas, the former consisting of vasogenic versus the latter containing infiltrative edema, to extract a voxel-wise deep learning-based peritumoral microenvironment index (PMI). Descriptive characteristics of locoregional hubs of uniformly high PMI values are then extracted as AI-based markers to capture distinct aspects of infiltrative heterogeneity. The proposed markers are utilized to stratify patients' survival and IDH1 mutation status on a population of 275 adult-type diffuse gliomas (CNS WHO grade 4). Our results show significant differences in the proposed markers between patients with different overall survival and IDH1 mutation status (t test, Wilcoxon rank sum test, linear regression; p < 0.01). Clustering of patients using the proposed markers reveals distinct survival groups (logrank; p < 10-5, Cox hazard ratio = 1.82; p < 0.005). Our findings provide a panel of markers as surrogates of infiltration that might capture novel insight about underlying biology of peritumoral microstructural heterogeneity, providing potential biomarkers of prognosis pertaining to survival and molecular stratification, with applicability in clinical decision making.
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Affiliation(s)
- Zahra Riahi Samani
- Diffusion & Connectomics In Precision Healthcare Research (DiCIPHR) Lab, University of Pennsylvania, Philadelphia, PA, 19104, USA.
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, 19104, USA.
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA.
| | - Drew Parker
- Diffusion & Connectomics In Precision Healthcare Research (DiCIPHR) Lab, University of Pennsylvania, Philadelphia, PA, 19104, USA
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, 19104, USA
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Hamed Akbari
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, 19104, USA
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Ronald L Wolf
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Steven Brem
- Department of Neurosurgery, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Spyridon Bakas
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, 19104, USA
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
- Department of Pathology & Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Ragini Verma
- Diffusion & Connectomics In Precision Healthcare Research (DiCIPHR) Lab, University of Pennsylvania, Philadelphia, PA, 19104, USA
- Center for Biomedical Image Computing and Analytics (CBICA), University of Pennsylvania, Philadelphia, PA, 19104, USA
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
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Implications of Cellular Immaturity in Necrosis and Microvascularization in Glioblastomas IDH-Wild-Type. Clin Pract 2022; 12:1054-1068. [PMID: 36547116 PMCID: PMC9777267 DOI: 10.3390/clinpract12060108] [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: 11/13/2022] [Revised: 12/07/2022] [Accepted: 12/09/2022] [Indexed: 12/15/2022] Open
Abstract
Necrosis and increased microvascular density in glioblastoma IDH-wild-type are the consequence of both hypoxia and cellular immaturity. Our study aimed to identify the main clinical-imaging and morphogenetic risk factors associated with tumor necrosis and microvascular in the prognosis of patient survival. We performed a retrospective study (10 years) in which we identified 39 cases. We used IDH1, Ki-67 and Nestin immunomarkers, as well as CDKN2A by FISH. The data were analyzed using SPSS Statistics. The clinical characterization identified only age over 50 years as a risk factor (HR = 3.127). The presence of the tumor residue, as well as the absence of any therapeutic element from the trimodal treatment, were predictive factors of mortality (HR = 1.024, respectively HR = 7.460). Cellular immaturity quantified by Nestin was associated with reduced overall survival (p = 0.007). Increased microvascular density was associated with an increased proliferative index (p = 0.009) as well as alterations of the CDKN2A gene (p < 0.001). CDKN2A deletions and cellular immaturity were associated with an increased percentage of necrosis (p < 0.001, respectively, p = 0.017). The main risk factors involved in the unfavorable prognosis are moderate and increased Nestin immunointensity, as well as the association of increased microvascular density with age over 50 years. Necrosis was not a risk factor.
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Laurentino TDS, Soares RDS, Marie SKN, Oba-Shinjo SM. Correlation of Matrisome-Associatted Gene Expressions with LOX Family Members in Astrocytomas Stratified by IDH Mutation Status. Int J Mol Sci 2022; 23:ijms23179507. [PMID: 36076905 PMCID: PMC9455728 DOI: 10.3390/ijms23179507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2022] [Revised: 08/02/2022] [Accepted: 08/16/2022] [Indexed: 12/05/2022] Open
Abstract
Tumor cell infiltrative ability into surrounding brain tissue is a characteristic of diffusely infiltrative astrocytoma and is strongly associated with extracellular matrix (ECM) stiffness. Collagens are the most abundant ECM scaffolding proteins and contribute to matrix organization and stiffness. LOX family members, copper-dependent amine oxidases, participate in the collagen and elastin crosslinking that determine ECM tensile strength. Common IDH mutations in lower-grade gliomas (LGG) impact prognosis and have been associated with ECM stiffness. We analyzed the expression levels of LOX family members and matrisome-associated genes in astrocytoma stratified by malignancy grade and IDH mutation status. A progressive increase in expression of all five LOX family members according to malignancy grade was found. LOX, LOXL1, and LOXL3 expression correlated with matrisome gene expressions. LOXL1 correlations were detected in LGG with IDH mutation (IDHmut), LOXL3 correlations in LGG with IDH wild type (IDHwt) and strong LOX correlations in glioblastoma (GBM) were found. These increasing correlations may explain the increment of ECM stiffness and tumor aggressiveness from LGG-IDHmut and LGG-IDHwt through to GBM. The expression of the mechanosensitive transcription factor, β-catenin, also increased with malignancy grade and was correlated with LOXL1 and LOXL3 expression, suggesting involvement of this factor in the outside–in signaling pathway.
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Dong X, Zhang P, Liu L, Li H, Cheng S, Li S, Wang Y, Zheng C, Dong J, Zhang L. The Circ_0001367/miR-545-3p/LUZP1 Axis Regulates Cell Proliferation, Migration and Invasion in Glioma Cells. Front Oncol 2021; 11:781471. [PMID: 34869035 PMCID: PMC8637337 DOI: 10.3389/fonc.2021.781471] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Accepted: 11/01/2021] [Indexed: 01/05/2023] Open
Abstract
Glioma is the most common primary intracranial malignant tumour in adults. It has a high incidence and poses a serious threat to human health. Circular RNA is a hotspot of cancer research. In this study, we aimed to explore the role of circ_0001367 in gliomagenesis and the underlying mechanism. First, qRT-PCR was conducted, which showed that circ_0001367 level was downregulated in glioma tissues and cells. Next, gain-of-function and loss-of-function assays were performed, which indicated that circ_0001367 inhibited the proliferation, migration and invasion of glioma cells. Subsequent bioinformatics analysis, dual-luciferase reporter assays, RNA immunoprecipitation assays and cell function assays demonstrated that circ_0001367 inhibited the proliferation, migration and invasion of glioma cells by absorbing miR-545-3p and thereby regulating the expression of leucine zipper protein (LUZP1). Finally, an in vivo experiment was conducted, which demonstrated that circ_0001367 inhibited glioma growth in vivo by modulating miR-545-3p and LUZP1. Taken together, the results of this study demonstrate that the circ_0001367/miR-545-3p/LUZP1 axis may be a novel target for glioma therapy.
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Affiliation(s)
- Xuchen Dong
- Department of Neurosurgery, Second Affiliated Hospital of Soochow University, Suzhou, China.,Medical College of Soochow University, Suzhou, China
| | - Peng Zhang
- Department of Neurosurgery, Second Affiliated Hospital of Soochow University, Suzhou, China.,Department of Neurosurgery, Rugao Hospital Affiliated to Nantong University, Nantong, China
| | - Liang Liu
- Department of Neurosurgery, Second Affiliated Hospital of Soochow University, Suzhou, China
| | - Haoran Li
- Department of Neurosurgery, Second Affiliated Hospital of Soochow University, Suzhou, China
| | - Shan Cheng
- Department of Neurosurgery, Second Affiliated Hospital of Soochow University, Suzhou, China
| | - Suwen Li
- Department of Neurosurgery, Second Affiliated Hospital of Soochow University, Suzhou, China
| | - Yuan Wang
- College of Pharmaceutical Sciences, Soochow University, Suzhou, China
| | - Chaonan Zheng
- College of Pharmaceutical Sciences, Soochow University, Suzhou, China
| | - Jun Dong
- Department of Neurosurgery, Second Affiliated Hospital of Soochow University, Suzhou, China
| | - Li Zhang
- College of Pharmaceutical Sciences, Soochow University, Suzhou, China
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Raghavan JV, Ganesh RA, Sonpatki P, Naik D, John AE, Arunachalam P, Shah D, P S H, Lakshmikantha A, Pillai S, Chandrachari KP, Mariswamappa K, Lale S, Shah N, Jhunjhunwala S. Immuno-phenotyping of IDH-mutant grade 3 astrocytoma and IDH-wildtype glioblastoma reveals specific differences in cells of myeloid origin. Oncoimmunology 2021; 10:1957215. [PMID: 34377594 PMCID: PMC8331013 DOI: 10.1080/2162402x.2021.1957215] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
Gliomas are heavily infiltrated with immune cells of myeloid origin. Past studies have shown that high-grade gliomas have a higher proportion of alternatively activated and suppressive myeloid cells when compared to low-grade gliomas, which correlate with poor prognosis. However, the differences in immune cell phenotypes within high-grade gliomas (between grade 3 and grade 4 or GBM) are relatively less explored, and a correlation of phenotypic characteristics between immune cells in the blood and high-grade tumors has not been performed. Additionally, myeloid cells of granulocytic origin present in gliomas remain poorly characterized. Herein, we address these questions through phenotypic characterizations of monocytes and neutrophils present in blood and tumors of individuals with glioblastoma (GBM, IDH-wild type) or grade 3 IDH-mutant gliomas. We observe that neutrophils are highly heterogeneous among individuals with glioma, and are different from healthy controls. We also show that CD163 expressing M2 monocytes are present in greater proportions in GBM tissue when compared to grade 3 IDH-mutant glioma tissue, and a larger proportion of granulocytic myeloid-derived suppressor cells are present in grade 3 IDH-mutant gliomas when compared to GBM. Finally, we demonstrate that the expression levels of CD86 and CD63 showed a high correlation between blood and tumor and suggest that these may be used as possible markers for prognosis.
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Affiliation(s)
- Jayashree V Raghavan
- Centre for BioSystems Science and Engineering, Indian Institute of Science, India
| | | | | | - Divya Naik
- Mazumdar Shaw Center for Translational Research, India
| | | | - Priyanka Arunachalam
- Centre for BioSystems Science and Engineering, Indian Institute of Science, India
| | - Darshat Shah
- Mazumdar Shaw Center for Translational Research, India
| | - Hari P S
- Mazumdar Shaw Center for Translational Research, India
| | | | | | | | | | | | - Nameeta Shah
- Mazumdar Shaw Center for Translational Research, India
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Chai RC, Chang YZ, Chang X, Pang B, An SY, Zhang KN, Chang YH, Jiang T, Wang YZ. YTHDF2 facilitates UBXN1 mRNA decay by recognizing METTL3-mediated m 6A modification to activate NF-κB and promote the malignant progression of glioma. J Hematol Oncol 2021; 14:109. [PMID: 34246306 PMCID: PMC8272379 DOI: 10.1186/s13045-021-01124-z] [Citation(s) in RCA: 92] [Impact Index Per Article: 30.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Accepted: 07/02/2021] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND The prognosis for diffuse gliomas is very poor and the mechanism underlying their malignant progression remains unclear. Here, we aimed to elucidate the role and mechanism of the RNA N6,2'-O-dimethyladenosine (m6A) reader, YTH N6-methyladenosine RNA binding protein 2 (YTHDF2), in regulating the malignant progression of gliomas. METHODS YTHDF2 mRNA levels and functions were assessed using several independent datasets. Western blotting, quantitative polymerase chain reaction, and immunohistochemistry were used to evaluate the expression levels of YTHDF2 and other molecules in human and mouse tumor tissues and cells. Knockdown and overexpression were used to evaluate the effects of YTHDF2, methyltransferase-like 3 (METTL3), and UBX domain protein 1 (UBXN1) on glioma malignancy in cell and orthotopic xenograft models. RNA immunoprecipitation (RIP), methylated RIP, and RNA stability experiments were performed to study the mechanisms underlying the oncogenic role of YTHDF2. RESULTS YTHDF2 expression was positively associated with a higher malignant grade and molecular subtype of glioma and poorer prognosis. YTHDF2 promoted the malignant progression of gliomas in both in vitro and in vivo models. Mechanistically, YTHDF2 accelerated UBXN1 mRNA degradation via METTL3-mediated m6A, which, in turn, promoted NF-κB activation. We further revealed that UBXN1 overexpression attenuated the oncogenic effect of YTHDF2 overexpression and was associated with better survival in patients with elevated YTHDF2 expression. CONCLUSIONS Our findings confirmed that YTHDF2 promotes the malignant progression of gliomas and revealed important insight into the upstream regulatory mechanism of NF-κB activation via UBXN1 with a primary focus on m6A modification.
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Affiliation(s)
- Rui-Chao Chai
- Department of Molecular Neuropathology, Department of Neuropathology, Beijing Neurosurgical Institute, Capital Medical University, No. 119 Nan Si Huan Xi Road, Fengtai District, Beijing, 100050, China.
- Chinese Glioma Genome Atlas Network (CGGA), Beijing, China.
| | - Yu-Zhou Chang
- Department of Molecular Neuropathology, Department of Neuropathology, Beijing Neurosurgical Institute, Capital Medical University, No. 119 Nan Si Huan Xi Road, Fengtai District, Beijing, 100050, China
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No. 119 Nan Si Huan Xi Road, Fengtai District, Beijing, 100050, China
| | - Xin Chang
- Department of Molecular Neuropathology, Department of Neuropathology, Beijing Neurosurgical Institute, Capital Medical University, No. 119 Nan Si Huan Xi Road, Fengtai District, Beijing, 100050, China
- Department of Neurosurgery, Sanbo Brain Hospital, Capital Medical University, Beijing, China
- Chinese Glioma Genome Atlas Network (CGGA), Beijing, China
| | - Bo Pang
- Department of Molecular Neuropathology, Department of Neuropathology, Beijing Neurosurgical Institute, Capital Medical University, No. 119 Nan Si Huan Xi Road, Fengtai District, Beijing, 100050, China
- Chinese Glioma Genome Atlas Network (CGGA), Beijing, China
| | - Song Yuan An
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No. 119 Nan Si Huan Xi Road, Fengtai District, Beijing, 100050, China
- Chinese Glioma Genome Atlas Network (CGGA), Beijing, China
| | - Ke-Nan Zhang
- Department of Molecular Neuropathology, Department of Neuropathology, Beijing Neurosurgical Institute, Capital Medical University, No. 119 Nan Si Huan Xi Road, Fengtai District, Beijing, 100050, China
- Chinese Glioma Genome Atlas Network (CGGA), Beijing, China
| | - Yuan-Hao Chang
- Department of Molecular Neuropathology, Department of Neuropathology, Beijing Neurosurgical Institute, Capital Medical University, No. 119 Nan Si Huan Xi Road, Fengtai District, Beijing, 100050, China
- Chinese Glioma Genome Atlas Network (CGGA), Beijing, China
| | - Tao Jiang
- Department of Molecular Neuropathology, Department of Neuropathology, Beijing Neurosurgical Institute, Capital Medical University, No. 119 Nan Si Huan Xi Road, Fengtai District, Beijing, 100050, China.
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No. 119 Nan Si Huan Xi Road, Fengtai District, Beijing, 100050, China.
- Chinese Glioma Genome Atlas Network (CGGA), Beijing, China.
| | - Yong-Zhi Wang
- Department of Molecular Neuropathology, Department of Neuropathology, Beijing Neurosurgical Institute, Capital Medical University, No. 119 Nan Si Huan Xi Road, Fengtai District, Beijing, 100050, China.
- Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, No. 119 Nan Si Huan Xi Road, Fengtai District, Beijing, 100050, China.
- Chinese Glioma Genome Atlas Network (CGGA), Beijing, China.
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METTL3 enhances the stability of MALAT1 with the assistance of HuR via m6A modification and activates NF-κB to promote the malignant progression of IDH-wildtype glioma. Cancer Lett 2021; 511:36-46. [PMID: 33933553 DOI: 10.1016/j.canlet.2021.04.020] [Citation(s) in RCA: 83] [Impact Index Per Article: 27.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2021] [Revised: 04/18/2021] [Accepted: 04/25/2021] [Indexed: 02/06/2023]
Abstract
Understanding the role of N6-methyladenosine (m6A) in tumorigenesis and stem cell maintenance is an emerging field in glioma research. However, it is necessary to study the function of m6A in IDH-mutation and IDH-wildtype gliomas separately. Here, we aimed to elucidate the role and mechanism of the m6A writer METTL3 in regulating the malignant progression of IDH-wildtype gliomas. We demonstrated that METTL3 expression is positively associated with a higher malignant grade and poorer prognosis of IDH-wildtype gliomas but not IDH-mutant gliomas. METTL3 could also promote the malignant progression of gliomas in both in vitro and in vivo models. Mechanistically, METTL3 upregulated MALAT1 expression by enhancing its stability via m6A modification. We further revealed that HuR was essential for METTL3-mediated MALAT1 stabilization, and upregulated MALAT1 subsequently activated NF-κB. Taken together, our findings confirmed that METTL3 promoted the malignant progression of IDH-wildtype gliomas and revealed important insight into the upstream regulatory mechanism of MALAT1 and NF-κB with a primary focus on m6A modification.
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Cai X, Qiu W, Qian M, Feng S, Peng C, Zhang J, Wang Y, Wang Y. A Candidate Prognostic Biomarker Complement Factor I Promotes Malignant Progression in Glioma. Front Cell Dev Biol 2021; 8:615970. [PMID: 33614625 PMCID: PMC7889977 DOI: 10.3389/fcell.2020.615970] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2020] [Accepted: 12/21/2020] [Indexed: 11/20/2022] Open
Abstract
Objectives: Glioma is the most common and aggressive type of primary central nervous system (CNS) tumor in adults and is associated with substantial mortality rates. The aim of our study was to evaluate the prognostic significance and function of the complement factor I (CFI) in glioma. Materials and Methods: The expression levels of CFI in glioma tissues and the survival of the CFIhigh and CFIlow patient groups were analyzed using The Cancer Genome Atlas (TCGA) database and Genotype-Tissue Expression (GTEx). The correlation between CFI expression and clinicopathological features of glioma was determined by univariate and multivariate Cox regression analyses in the Chinese Glioma Genome Atlas (CGGA) database. The functional role of CFI in glioma was established through routine in vitro and in vivo assays. Results: CFI is overexpressed in glioma and its high levels correlated with poor outcomes in both TCGA and CGGA datasets. Furthermore, CFI was identified as an independent prognostic factor of glioma in the CGGA database. CFI knockdown in glioma cell lines inhibited growth in vitro and in vivo, whereas its ectopic expression increased glioma cell proliferation, migration, and invasion in vitro. CFI protein levels were also significantly higher in the glioma tissues resected from patients and correlated to worse prognosis. Conclusions: CFI is a potential prognostic biomarker in glioma and drives malignant progression.
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Affiliation(s)
- Xiaomin Cai
- Department of Neurosurgery, The 904th Hospital of Joint Logistic Support Force of People's Liberation Army (PLA), Clinical Medical College of Anhui Medical University, Wuxi, China
| | - Wenjin Qiu
- Department of Neurosurgery, The Affiliated Hospital of Guizhou Medical University, Guiyang, China
| | - Mengshu Qian
- Department of Emergency, The 904th Hospital of Joint Logistic Support Force of People's Liberation Army (PLA), Clinical Medical College of Anhui Medical University, Wuxi, China
| | - Shuang Feng
- Department of Encephalopathy, The Third Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, China
| | - Chenghao Peng
- Department of Neurosurgery, Tongji Hospital, Tongji Medical College, Huazhong, University of Science and Technology, Wuhan, China
| | - Jiale Zhang
- Department of Neurosurgery, Xijing Hospital, The Fourth Military Medical University, Xi'an, China
| | - Yi Wang
- Department of Urology, Affiliated Hospital of Nantong University, Nantong, China
| | - Yuhai Wang
- Department of Neurosurgery, The 904th Hospital of Joint Logistic Support Force of People's Liberation Army (PLA), Clinical Medical College of Anhui Medical University, Wuxi, China
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