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McAvoy M, Ratner B, Ferreira MJ, Levitt MR. Gene therapy for intracranial aneurysms: systemic review. J Neurointerv Surg 2025:jnis-2024-021843. [PMID: 39357890 DOI: 10.1136/jnis-2024-021843] [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: 08/12/2024] [Accepted: 09/15/2024] [Indexed: 10/04/2024]
Abstract
Treatment of intracranial aneurysms is currently limited to invasive surgical and endovascular modalities, and some aneurysms are not treatable with these methods. Identification and targeting of specific molecular pathways involved in the pathogenesis of aneurysms may improve outcomes. Low frequency somatic variants found in cancer related genes have been linked to intracranial aneurysm development. In particular, mutations in the PDGFRB gene lead to constitutively activated ERK and nuclear factor κB signaling pathways, which can be targeted with tyrosine kinase inhibitors. In this review, we describe how low frequency somatic variants in oncogenic and other genes affect the pathogenesis of aneurysm development, with a focus on gene therapy applications, such as endovascular in situ delivery of chemotherapeutics.
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Affiliation(s)
- Malia McAvoy
- Neurological Surgery, University of Washington, Seattle, Washington, USA
| | - Buddy Ratner
- Chemical Engineering, Bioengineering, Materials Science, and Engineering, University of Washington, Seattle, Washington, USA
| | - Manuel J Ferreira
- Neurological Surgery, University of Washington, Seattle, Washington, USA
| | - Michael R Levitt
- Neurological Surgery, Radiology, Mechanical Engineering, Neurology, Stroke & Applied Neuroscience Center, University of Washington, Seattle, WA, USA
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Hale AT, Liu S, Huang F, Song Y, Crowley MR, Crossman DK, Caudill C, Arynchyna-Smith A, Chapman L, Feldman MJ, Saccomano BW, Rocque BG, Rozzelle CJ, Blount JP, Johnston JM, Chong Z, Jones JG. Endoluminal Biopsy for Vein of Galen Malformation. Neurosurgery 2024; 95:1082-1088. [PMID: 38747605 PMCID: PMC11449423 DOI: 10.1227/neu.0000000000002986] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Accepted: 03/11/2024] [Indexed: 10/01/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Vein of Galen malformation (VOGM), the result of arteriovenous shunting between choroidal and/or subependymal arteries and the embryologic prosencephalic vein, is among the most severe cerebrovascular disorders of childhood. We hypothesized that in situ analysis of the VOGM lesion using endoluminal tissue sampling (ETS) is feasible and may advance our understanding of VOGM genetics, pathogenesis, and maintenance. METHODS We collected germline DNA (cheek swab) from patients and their families for genetic analysis. In situ VOGM "endothelial" cells (ECs), defined as CD31 + and CD45 - , were obtained from coils through ETS during routine endovascular treatment. Autologous peripheral femoral ECs were also collected from the access sheath. Single-cell RNA sequencing of both VOGM and peripheral ECs was performed to demonstrate feasibility to define the transcriptional architecture. Comparison was also made with a published normative cerebrovascular transcriptome atlas. A subset of VOGM ECs was reserved for future DNA sequencing to assess for somatic and second-hit mutations. RESULTS Our cohort contains 6 patients who underwent 10 ETS procedures from arterial and/or venous access during routine VOGM treatment (aged 12 days to ∼6 years). No periprocedural complications attributable to ETS occurred. Six unique coil types were used. ETS captured 98 ± 88 (mean ± SD; range 17-256) experimental ECs (CD31 + and CD45 - ). There was no discernible correlation between cell yield and coil type or route of access. Single-cell RNA sequencing demonstrated hierarchical clustering and unique cell populations within the VOGM EC compartment compared with peripheral EC controls when annotated using a publicly available cerebrovascular cell atlas. CONCLUSION ETS may supplement investigations aimed at development of a molecular-genetic taxonomic classification scheme for VOGM. Moreover, results may eventually inform the selection of personalized pharmacologic or genetic therapies for VOGM and cerebrovascular disorders more broadly.
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Affiliation(s)
- Andrew T. Hale
- Department of Neurosurgery, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Shanrun Liu
- Single Cell and Flow Cytometry Core, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Fengyuan Huang
- Heflin Genetics Center and Genetics Research Division, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Yuwei Song
- Heflin Genetics Center and Genetics Research Division, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Michael R. Crowley
- Heflin Genetics Center and Genetics Research Division, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - David K. Crossman
- Heflin Genetics Center and Genetics Research Division, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Caroline Caudill
- Division of Pediatric Neurosurgery, Children's of Alabama, Birmingham, Alabama, USA
| | - Anastasia Arynchyna-Smith
- Department of Neurosurgery, University of Alabama at Birmingham, Birmingham, Alabama, USA
- Division of Pediatric Neurosurgery, Children's of Alabama, Birmingham, Alabama, USA
| | - Lindsey Chapman
- Division of Pediatric Neurosurgery, Children's of Alabama, Birmingham, Alabama, USA
| | - Michael J. Feldman
- Division of Pediatric Neurosurgery, Children's of Alabama, Birmingham, Alabama, USA
| | - Benjamin W. Saccomano
- Department of Neurosurgery, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Brandon G. Rocque
- Department of Neurosurgery, University of Alabama at Birmingham, Birmingham, Alabama, USA
- Division of Pediatric Neurosurgery, Children's of Alabama, Birmingham, Alabama, USA
| | - Curtis J. Rozzelle
- Department of Neurosurgery, University of Alabama at Birmingham, Birmingham, Alabama, USA
- Division of Pediatric Neurosurgery, Children's of Alabama, Birmingham, Alabama, USA
| | - Jeffrey P. Blount
- Department of Neurosurgery, University of Alabama at Birmingham, Birmingham, Alabama, USA
- Division of Pediatric Neurosurgery, Children's of Alabama, Birmingham, Alabama, USA
| | - James M. Johnston
- Department of Neurosurgery, University of Alabama at Birmingham, Birmingham, Alabama, USA
- Division of Pediatric Neurosurgery, Children's of Alabama, Birmingham, Alabama, USA
| | - Zechen Chong
- Heflin Genetics Center and Genetics Research Division, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Jesse G. Jones
- Department of Neurosurgery, University of Alabama at Birmingham, Birmingham, Alabama, USA
- Division of Pediatric Neurosurgery, Children's of Alabama, Birmingham, Alabama, USA
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Tang X, Zhang Y, Zhang H, Zhang N, Dai Z, Cheng Q, Li Y. Single-Cell Sequencing: High-Resolution Analysis of Cellular Heterogeneity in Autoimmune Diseases. Clin Rev Allergy Immunol 2024; 66:376-400. [PMID: 39186216 DOI: 10.1007/s12016-024-09001-6] [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] [Accepted: 07/20/2024] [Indexed: 08/27/2024]
Abstract
Autoimmune diseases (AIDs) are complex in etiology and diverse in classification but clinically show similar symptoms such as joint pain and skin problems. As a result, the diagnosis is challenging, and usually, only broad treatments can be available. Consequently, the clinical responses in patients with different types of AIDs are unsatisfactory. Therefore, it is necessary to conduct more research to figure out the pathogenesis and therapeutic targets of AIDs. This requires research technologies with strong extraction and prediction capabilities. Single-cell sequencing technology analyses the genomic, epigenomic, or transcriptomic information at the single-cell level. It can define different cell types and states in greater detail, further revealing the molecular mechanisms that drive disease progression. These advantages enable cell biology research to achieve an unprecedented resolution and scale, bringing a whole new vision to life science research. In recent years, single-cell technology especially single-cell RNA sequencing (scRNA-seq) has been widely used in various disease research. In this paper, we present the innovations and applications of single-cell sequencing in the medical field and focus on the application contributing to the differential diagnosis and precise treatment of AIDs. Despite some limitations, single-cell sequencing has a wide range of applications in AIDs. We finally present a prospect for the development of single-cell sequencing. These ideas may provide some inspiration for subsequent research.
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Affiliation(s)
- Xuening Tang
- Department of Pediatrics, The Second Xiangya Hospital, Central South University, Changsha, Hunan, 410011, China
- Department of Neurosurgery, Xiangya Hospital, Central South University, Changsha, Hunan, 410008, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, 410008, China
| | - Yudi Zhang
- Department of Pediatrics, The Second Xiangya Hospital, Central South University, Changsha, Hunan, 410011, China
| | - Hao Zhang
- Department of Neurosurgery, The Second Affiliated Hospital, Chongqing Medical University, Chongqing, 400010, China
| | - Nan Zhang
- College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, Hubei, 430074, China
| | - Ziyu Dai
- Department of Neurosurgery, Xiangya Hospital, Central South University, Changsha, Hunan, 410008, China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, 410008, China
| | - Quan Cheng
- Department of Neurosurgery, Xiangya Hospital, Central South University, Changsha, Hunan, 410008, China.
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan, 410008, China.
| | - Yongzhen Li
- Department of Pediatrics, The Second Xiangya Hospital, Central South University, Changsha, Hunan, 410011, China.
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Shekhtman O, Sioutas GS, Piavchenko G, Bhalla S, Cooke DL, Winkler E, Burkhardt JK, Srinivasan VM. Endovascular biopsy in neurointerventional surgery: A systematic review. Interv Neuroradiol 2024:15910199241240508. [PMID: 38515364 PMCID: PMC11569772 DOI: 10.1177/15910199241240508] [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: 12/13/2023] [Accepted: 03/04/2024] [Indexed: 03/23/2024] Open
Abstract
INTRODUCTION Endothelial cells (ECs) continuously line the cerebrovasculature. Molecular aberrations in the ECs are hallmarks and contributory factors to the development of cerebrovascular diseases, including intracranial aneurysms and arteriovenous malformations (AVMs). Endovascular biopsy has been introduced as a method to harvest ECs and obtain relevant biologic information. We aimed to summarize the literature on endovascular biopsy in neurointerventional surgery. METHODS We conducted a comprehensive literature search in multiple databases, identifying eligible studies focusing on neurosurgical applications of endovascular biopsy. The systematic review followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) statement. The relevant information was collected, including study characteristics, biopsy techniques, and key findings. RESULTS Nine studies met the inclusion criteria and were included. The studies involved the collection of ECs using various endovascular devices including coils, guide wires, different stents, and forceps. Endothelial-enrichment techniques, such fluorescence-activated cell sorting (FACS), collected ECs and facilitated downstream applications of bulk or single-cell RNA sequencing (scRNAseq). The studies provided insights into gene expression profiles and identified potential biomarkers associated with intracranial aneurysms. However, challenges were observed in obtaining an adequate number of ECs and identifying consistent biomarkers. CONCLUSION Endovascular biopsy of endothelial cells (ECs) in cerebrovascular pathologies shows promise for gene expression profiling. However, many studies have been limited in sample size and underpowered to identify "signature genes" for aneurysm growth or rupture. Advancements in minimally invasive biopsy methods have potential to facilitate applications of precision medicine in the treatment of cerebrovascular disorders.
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Affiliation(s)
- Oleg Shekhtman
- Department of Neurosurgery, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Georgios S Sioutas
- Department of Neurosurgery, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Gennadii Piavchenko
- Department of Human Anatomy and Histology, Sechenov University, Moscow, Russia
| | - Shubhang Bhalla
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA, USA
| | - Daniel L Cooke
- Department of Interventional Radiology, University of California San Francisco, San Francisco, CA, USA
| | - Ethan Winkler
- Department of Neurological Surgery, University of California San Francisco, San Francisco, CA, USA
| | - Jan-Karl Burkhardt
- Department of Neurosurgery, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
| | - Visish M Srinivasan
- Department of Neurosurgery, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, USA
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Zabriskie MS, Cooke DL, Wang C, Alexander MD. Spatially resolved transcriptomics for evaluation of intracranial vessels in a rabbit model: Proof of concept. Interv Neuroradiol 2023; 29:307-314. [PMID: 35306920 PMCID: PMC10369109 DOI: 10.1177/15910199221088691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Revised: 03/01/2022] [Accepted: 03/03/2022] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND Better understanding of vessel biology and vascular pathophysiology is needed to improve understanding of cerebrovascular disorders. Tissue from diseased vessels can offer the best data. Rabbit models can be effective for studying intracranial vessels, filling gaps resulting from difficulties acquiring human tissue. Spatially-resolved transcriptomics (SRT) in particular hold promise for studying such models as they build on RNA sequencing methods, augmenting such data with histopathology. METHODS Rabbit brains with intact arteries were flash frozen, cryosectioned, and stained with H&E to confirm adequate inclusion of intracranial vessels before proceeding with tissue optimization and gene expression analysis using the Visium SRT platform. SRT results were analyzed with k-means clustering analysis, and differential gene expression was examined, comparing arteries to veins. RESULTS Cryosections were successfully mounted on Visium proprietary slides. Quality control thresholds were met. Optimum permeabilization was determined to be 24 min for the tissue optimization step. In analysis of SRT data, k-means clustering distinguished vascular tissue from parenchyma. When comparing gene expression traits, the most differentially expressed genes were those found in smooth muscle cells. These genes were more commonly expressed in arteries compared to veins. CONCLUSIONS Intracranial vessels from model rabbits can be processed and analyzed with the Visium SRT platform. Face validity is found in the ability of SRT data to distinguish vessels from parenchymal tissue and differential expression analysis accurately distinguishing arteries from veins. SRT should be considered for future animal model investigations into cerebrovascular diseases.
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Affiliation(s)
- Matthew S. Zabriskie
- Department of Radiology and Imaging Sciences, University of Utah, Salt Lake City, Utah, USA
| | - Daniel L. Cooke
- Department of Neurology and Biomedical Imaging, University of California San Francisco, San Francisco, California, USA
| | - Chuanzhuo Wang
- Department of Radiology, Shengjing Hospital of China Medical University, Shenyang, Liaoning, China
| | - Matthew D. Alexander
- Department of Radiology and Imaging Sciences, University of Utah, Salt Lake City, Utah, USA
- Department of Neurosurgery, University of Utah, Salt Lake City, Utah, USA
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Zeng L, Yang K, Zhang T, Zhu X, Hao W, Chen H, Ge J. Research progress of single-cell transcriptome sequencing in autoimmune diseases and autoinflammatory disease: A review. J Autoimmun 2022; 133:102919. [PMID: 36242821 DOI: 10.1016/j.jaut.2022.102919] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Revised: 09/16/2022] [Accepted: 09/19/2022] [Indexed: 12/07/2022]
Abstract
Autoimmunity refers to the phenomenon that the body's immune system produces antibodies or sensitized lymphocytes to its own tissues to cause an immune response. Immune disorders caused by autoimmunity can mediate autoimmune diseases. Autoimmune diseases have complicated pathogenesis due to the many types of cells involved, and the mechanism is still unclear. The emergence of single-cell research technology can solve the problem that ordinary transcriptome technology cannot be accurate to cell type. It provides unbiased results through independent analysis of cells in tissues and provides more mRNA information for identifying cell subpopulations, which provides a novel approach to study disruption of immune tolerance and disturbance of pro-inflammatory pathways on a cellular basis. It may fundamentally change the understanding of molecular pathways in the pathogenesis of autoimmune diseases and develop targeted drugs. Single-cell transcriptome sequencing (scRNA-seq) has been widely applied in autoimmune diseases, which provides a powerful tool for demonstrating the cellular heterogeneity of tissues involved in various immune inflammations, identifying pathogenic cell populations, and revealing the mechanism of disease occurrence and development. This review describes the principles of scRNA-seq, introduces common sequencing platforms and practical procedures, and focuses on the progress of scRNA-seq in 41 autoimmune diseases, which include 9 systemic autoimmune diseases and autoinflammatory diseases (rheumatoid arthritis, systemic lupus erythematosus, etc.) and 32 organ-specific autoimmune diseases (5 Skin diseases, 3 Nervous system diseases, 4 Eye diseases, 2 Respiratory system diseases, 2 Circulatory system diseases, 6 Liver, Gallbladder and Pancreas diseases, 2 Gastrointestinal system diseases, 3 Muscle, Bones and joint diseases, 3 Urinary system diseases, 2 Reproductive system diseases). This review also prospects the molecular mechanism targets of autoimmune diseases from the multi-molecular level and multi-dimensional analysis combined with single-cell multi-omics sequencing technology (such as scRNA-seq, Single cell ATAC-seq and single cell immune group library sequencing), which provides a reference for further exploring the pathogenesis and marker screening of autoimmune diseases and autoimmune inflammatory diseases in the future.
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Affiliation(s)
- Liuting Zeng
- Department of Rheumatology, Peking Union Medical College Hospital, Chinese Academy of Medical Science & Peking Union Medical College, National Clinical Research Center for Dermatologic and Immunologic Diseases, State Key Laboratory of Complex Severe and Rare Diseases, Beijing, China.
| | - Kailin Yang
- Key Laboratory of Hunan Province for Integrated Traditional Chinese and Western Medicine on Prevention and Treatment of Cardio-Cerebral Diseases, Hunan University of Chinese Medicine, Changsha, China.
| | - Tianqing Zhang
- Key Laboratory of Hunan Province for Integrated Traditional Chinese and Western Medicine on Prevention and Treatment of Cardio-Cerebral Diseases, Hunan University of Chinese Medicine, Changsha, China
| | - Xiaofei Zhu
- Key Laboratory of Hunan Province for Integrated Traditional Chinese and Western Medicine on Prevention and Treatment of Cardio-Cerebral Diseases, Hunan University of Chinese Medicine, Changsha, China.
| | - Wensa Hao
- Institute of Materia Medica, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, China
| | - Hua Chen
- Department of Rheumatology, Peking Union Medical College Hospital, Chinese Academy of Medical Science & Peking Union Medical College, National Clinical Research Center for Dermatologic and Immunologic Diseases, State Key Laboratory of Complex Severe and Rare Diseases, Beijing, China.
| | - Jinwen Ge
- Key Laboratory of Hunan Province for Integrated Traditional Chinese and Western Medicine on Prevention and Treatment of Cardio-Cerebral Diseases, Hunan University of Chinese Medicine, Changsha, China; Hunan Academy of Chinese Medicine, Changsha, China.
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Rezai Jahromi B, Niemelä M. “Dolichoectatic Vertebrobasilar Artery Aneurysms”. Neurosurg Clin N Am 2022; 33:419-429. [DOI: 10.1016/j.nec.2022.06.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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Wen D, Wang X, Chen R, Li H, Zheng J, Fu W, Zhang T, Yang M, You C, Ma L. Single-Cell RNA Sequencing Reveals the Pathogenic Relevance of Intracranial Atherosclerosis in Blood Blister-Like Aneurysms. Front Immunol 2022; 13:927125. [PMID: 35874788 PMCID: PMC9304558 DOI: 10.3389/fimmu.2022.927125] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2022] [Accepted: 06/10/2022] [Indexed: 11/13/2022] Open
Abstract
BackgroundIntracranial non-branching site blood blister-like aneurysms (BBA) are extremely rare and vicious. Their etiology remains elusive, and no molecular study has been carried out to reveal its pathogenic relevance to intracranial atherosclerosis. To investigate its transcriptomic landscape and underlying potential pathogenesis, we performed single-cell RNA sequencing with extensive pathological validation.MethodsIn total, 12,245 cells were recovered for single-cell RNA sequencing analysis from 1 BBA and 2 saccular intracranial aneurysms (IAs). Unbiased clustering using Seurat-based pipeline was used for cellular landscape profiling. Cellchat was used to understand intracellular communications. Furthermore, 10 BBAs and 30 IAs were retrospectively collected for pathological validations like scanning electron microscopy, H&E stain, Masson stain, Verhoeff Van Gielson stain, and immunofluorescence.ResultsSingle-cell transcriptome profiled 14 total subclusters in 6 major groups, namely, 6 monocyte/macrophage clusters, 2 T&NK clusters, 3 vascular smooth muscle cell (VSMC) clusters, 1 dendritic cell, 1 B cell, and 1 endothelial cell cluster. The only mural cell identified in BBAs was VSMC-2 cluster, while mural cells in IAs comprise most clusters of VSMCs and endothelial cells. Upregulated genes in BBA-derived VSMCs are related to arterial mineralization and atherosclerosis, such as PTX3, SPP1, LOX, etc., whereas vasodilation and physiological regulatory genes such as MGP, ACTA2, and MYL9 were conversely enriched in conventional IA-derived VSMCs. Immune cells in the BBA were predominantly macrophages, with a low fraction of T&NK cells, while conventional IAs had a higher percentage of T&NK. Gene enrichment analysis suggested that macrophages in BBA were highly enriched in lipid metabolism as well as atherosclerosis. Ligand–receptor interaction suggested that secretory phosphoprotein 1 (also known as osteopontin) played a major role in mediating the intracellular communication between VSMC and macrophages, especially in BBA. Pathological experiments corroborate with the bioinformatic findings and further characterized BBAs as a thin-walled thrombotic aneurysm with severe atherosclerotic lesions, where ApoE+ macrophages and OPN+ mural cells are intimately involved in the inflammation process.ConclusionsThe preexisting intracranial atherosclerosis might predispose the parent artery to the pathogenic occurrence of BBAs. These data shed light on the pathophysiology of intracranial aneurysms and might assist in the further resolution of the complexity in aneurysm pathogenesis.
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Affiliation(s)
- Dingke Wen
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, China
| | - Xing Wang
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, China
| | - Ruiqi Chen
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, China
| | - Hao Li
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, China
| | - Jun Zheng
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, China
| | - Wei Fu
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, China
| | - Tianjie Zhang
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, China
| | - Mu Yang
- Radiation Oncology Key Laboratory of Sichuan Province, Sichuan Cancer Hospital and Institute, University of Electronic and Science Technology of China, Chengdu, China
- *Correspondence: Mu Yang, ; Chao You, ; Lu Ma,
| | - Chao You
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, China
- *Correspondence: Mu Yang, ; Chao You, ; Lu Ma,
| | - Lu Ma
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, China
- *Correspondence: Mu Yang, ; Chao You, ; Lu Ma,
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