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Li Y, Girard R, Srinath A, Cruz DV, Ciszewski C, Chen C, Lightle R, Romanos S, Sone JY, Moore T, DeBiasse D, Stadnik A, Lee JJ, Shenkar R, Koskimäki J, Lopez-Ramirez MA, Marchuk DA, Ginsberg MH, Kahn ML, Shi C, Awad IA. Transcriptomic signatures of individual cell types in cerebral cavernous malformation. Cell Commun Signal 2024; 22:23. [PMID: 38195510 PMCID: PMC10775676 DOI: 10.1186/s12964-023-01301-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 08/30/2023] [Indexed: 01/11/2024] Open
Abstract
Cerebral cavernous malformation (CCM) is a hemorrhagic neurovascular disease with no currently available therapeutics. Prior evidence suggests that different cell types may play a role in CCM pathogenesis. The contribution of each cell type to the dysfunctional cellular crosstalk remains unclear. Herein, RNA-seq was performed on fluorescence-activated cell sorted endothelial cells (ECs), pericytes, and neuroglia from CCM lesions and non-lesional brain tissue controls. Differentially Expressed Gene (DEG), pathway and Ligand-Receptor (LR) analyses were performed to characterize the dysfunctional genes of respective cell types within CCMs. Common DEGs among all three cell types were related to inflammation and endothelial-to-mesenchymal transition (EndMT). DEG and pathway analyses supported a role of lesional ECs in dysregulated angiogenesis and increased permeability. VEGFA was particularly upregulated in pericytes. Further pathway and LR analyses identified vascular endothelial growth factor A/ vascular endothelial growth factor receptor 2 signaling in lesional ECs and pericytes that would result in increased angiogenesis. Moreover, lesional pericytes and neuroglia predominantly showed DEGs and pathways mediating the immune response. Further analyses of cell specific gene alterations in CCM endorsed potential contribution to EndMT, coagulation, and a hypoxic microenvironment. Taken together, these findings motivate mechanistic hypotheses regarding non-endothelial contributions to lesion pathobiology and may lead to novel therapeutic targets. Video Abstract.
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Affiliation(s)
- Ying Li
- Department of Neurosurgery, First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, China
- Department of Neurological Surgery, Neurovascular Surgery Program, The University of Chicago, Chicago, IL, USA
| | - Romuald Girard
- Department of Neurological Surgery, Neurovascular Surgery Program, The University of Chicago, Chicago, IL, USA
| | - Abhinav Srinath
- Department of Neurological Surgery, Neurovascular Surgery Program, The University of Chicago, Chicago, IL, USA
| | - Diana Vera Cruz
- Center for Research Informatics, The University of Chicago, Chicago, IL, USA
| | - Cezary Ciszewski
- Human Disease and Immune Discovery Core, The University of Chicago, Chicago, IL, USA
| | - Chang Chen
- Center for Research Informatics, The University of Chicago, Chicago, IL, USA
| | - Rhonda Lightle
- Department of Neurological Surgery, Neurovascular Surgery Program, The University of Chicago, Chicago, IL, USA
| | - Sharbel Romanos
- Department of Neurological Surgery, Neurovascular Surgery Program, The University of Chicago, Chicago, IL, USA
| | - Je Yeong Sone
- Department of Neurological Surgery, Neurovascular Surgery Program, The University of Chicago, Chicago, IL, USA
| | - Thomas Moore
- Department of Neurological Surgery, Neurovascular Surgery Program, The University of Chicago, Chicago, IL, USA
| | - Dorothy DeBiasse
- Department of Neurological Surgery, Neurovascular Surgery Program, The University of Chicago, Chicago, IL, USA
| | - Agnieszka Stadnik
- Department of Neurological Surgery, Neurovascular Surgery Program, The University of Chicago, Chicago, IL, USA
| | - Justine J Lee
- Department of Neurological Surgery, Neurovascular Surgery Program, The University of Chicago, Chicago, IL, USA
| | - Robert Shenkar
- Department of Neurological Surgery, Neurovascular Surgery Program, The University of Chicago, Chicago, IL, USA
| | - Janne Koskimäki
- Department of Neurosurgery, Division of Clinical Neurosciences, Turku University Hospital and University of Turku, Turku, Finland
- Department of Neurosurgery, Oulu University Hospital, Neurocenter, Oulu, Finland
| | - Miguel A Lopez-Ramirez
- Department of Medicine, University of California, La Jolla, San Diego, CA, USA
- Department of Pharmacology, University of California, La Jolla, San Diego, CA, USA
| | - Douglas A Marchuk
- Department of Molecular Genetics and Microbiology, Duke University School of Medicine, Durham, NC, USA
| | - Mark H Ginsberg
- Department of Medicine, University of California, La Jolla, San Diego, CA, USA
| | - Mark L Kahn
- Department of Medicine and Cardiovascular Institute, University of Pennsylvania, Philadelphia, PA, USA
| | - Changbin Shi
- Department of Neurosurgery, First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, China
| | - Issam A Awad
- Department of Neurological Surgery, Neurovascular Surgery Program, The University of Chicago, Chicago, IL, USA.
- Department of Neurological Surgery, University of Chicago Medicine, 5841 S Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA.
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Sone JY, Koskimäki J, Girard R. Editorial for "The Consistence of Dynamic-Contrast-Enhanced MRI and Filter-Exchange Imaging in Measuring Water Exchange Across the Blood-Brain Barrier in High-Grade Glioma". J Magn Reson Imaging 2023; 58:1861-1862. [PMID: 37052208 DOI: 10.1002/jmri.28726] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Accepted: 03/09/2023] [Indexed: 04/14/2023] Open
Affiliation(s)
- Je Yeong Sone
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Janne Koskimäki
- Department of Neurosurgery, Division of Clinical Neurosciences, Turku University Hospital and University of Turku, Turku, Finland
- Department of Neurosurgery, Oulu University Hospital, Neurocenter, Oulu, Finland
| | - Romuald Girard
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
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Romanos SG, Srinath A, Li Y, Xie B, Chen C, Li Y, Moore T, Bi D, Sone JY, Lightle R, Hobson N, Zhang D, Koskimäki J, Shen L, McCurdy S, Lai CC, Stadnik A, Piedad K, Carrión-Penagos J, Shkoukani A, Snellings D, Shenkar R, Sulakhe D, Ji Y, Lopez-Ramirez MA, Kahn ML, Marchuk DA, Ginsberg MH, Girard R, Awad IA. Circulating Plasma miRNA Homologs in Mice and Humans Reflect Familial Cerebral Cavernous Malformation Disease. Transl Stroke Res 2023; 14:513-529. [PMID: 35715588 PMCID: PMC9758276 DOI: 10.1007/s12975-022-01050-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Revised: 06/02/2022] [Accepted: 06/06/2022] [Indexed: 01/16/2023]
Abstract
Patients with familial cerebral cavernous malformation (CCM) inherit germline loss of function mutations and are susceptible to progressive development of brain lesions and neurological sequelae during their lifetime. To date, no homologous circulating molecules have been identified that can reflect the presence of germ line pathogenetic CCM mutations, either in animal models or patients. We hypothesize that homologous differentially expressed (DE) plasma miRNAs can reflect the CCM germline mutation in preclinical murine models and patients. Herein, homologous DE plasma miRNAs with mechanistic putative gene targets within the transcriptome of preclinical and human CCM lesions were identified. Several of these gene targets were additionally found to be associated with CCM-enriched pathways identified using the Kyoto Encyclopedia of Genes and Genomes. DE miRNAs were also identified in familial-CCM patients who developed new brain lesions within the year following blood sample collection. The miRNome results were then validated in an independent cohort of human subjects with real-time-qPCR quantification, a technique facilitating plasma assays. Finally, a Bayesian-informed machine learning approach showed that a combination of plasma levels of miRNAs and circulating proteins improves the association with familial-CCM disease in human subjects to 95% accuracy. These findings act as an important proof of concept for the future development of translatable circulating biomarkers to be tested in preclinical studies and human trials aimed at monitoring and restoring gene function in CCM and other diseases.
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Affiliation(s)
- Sharbel G Romanos
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
| | - Abhinav Srinath
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
| | - Ying Li
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
- Department of Neurosurgery, First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang, 150001, China
| | - Bingqing Xie
- Section of Genetic Medicine, Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Chang Chen
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
- Bioinformatics Core, Biological Sciences Division, University of Chicago, Chicago, IL, USA
| | - Yan Li
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
- Bioinformatics Core, Biological Sciences Division, University of Chicago, Chicago, IL, USA
| | - Thomas Moore
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
| | - Dehua Bi
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
- Department of Public Health Sciences, University of Chicago, Chicago, IL, USA
| | - Je Yeong Sone
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
| | - Rhonda Lightle
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
| | - Nick Hobson
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
| | - Dongdong Zhang
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
| | - Janne Koskimäki
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
| | - Le Shen
- Department of Surgery, The University of Chicago, Chicago, IL, USA
| | - Sara McCurdy
- Department of Medicine, University of California San Diego, La Jolla, San Diego, CA, USA
| | - Catherine Chinhchu Lai
- Department of Medicine, University of California San Diego, La Jolla, San Diego, CA, USA
| | - Agnieszka Stadnik
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
| | - Kristina Piedad
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
| | - Julián Carrión-Penagos
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
| | - Abdallah Shkoukani
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
| | - Daniel Snellings
- Molecular Genetics and Microbiology Department, Duke University Medical Center, Durham, NC, USA
| | - Robert Shenkar
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
| | - Dinanath Sulakhe
- Bioinformatics Core, Biological Sciences Division, University of Chicago, Chicago, IL, USA
| | - Yuan Ji
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
- Department of Public Health Sciences, University of Chicago, Chicago, IL, USA
| | - Miguel A Lopez-Ramirez
- Department of Medicine, University of California San Diego, La Jolla, San Diego, CA, USA
- Department of Pharmacology, University of California San Diego, La Jolla, San Diego, CA, USA
| | - Mark L Kahn
- Department of Medicine and Cardiovascular Institute, University of Pennsylvania, Philadelphia, PA, USA
| | - Douglas A Marchuk
- Molecular Genetics and Microbiology Department, Duke University Medical Center, Durham, NC, USA
| | - Mark H Ginsberg
- Department of Medicine, University of California San Diego, La Jolla, San Diego, CA, USA
| | - Romuald Girard
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA
| | - Issam A Awad
- Department of Neurological Surgery, Neurovascular Surgery Program, University of Chicago Medicine and Biological Sciences, 5841 S. Maryland, MC3026/Neurosurgery J341, Chicago, IL, 60637, USA.
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Srinath A, Xie B, Li Y, Sone JY, Romanos S, Chen C, Sharma A, Polster S, Dorrestein PC, Weldon KC, DeBiasse D, Moore T, Lightle R, Koskimäki J, Zhang D, Stadnik A, Piedad K, Hagan M, Shkoukani A, Carrión-Penagos J, Bi D, Shen L, Shenkar R, Ji Y, Sidebottom A, Pamer E, Gilbert JA, Kahn ML, D'Souza M, Sulakhe D, Awad IA, Girard R. Plasma metabolites with mechanistic and clinical links to the neurovascular disease cavernous angioma. Commun Med (Lond) 2023; 3:35. [PMID: 36869161 PMCID: PMC9984539 DOI: 10.1038/s43856-023-00265-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Accepted: 02/20/2023] [Indexed: 03/05/2023] Open
Abstract
BACKGROUND Cavernous angiomas (CAs) affect 0.5% of the population, predisposing to serious neurologic sequelae from brain bleeding. A leaky gut epithelium associated with a permissive gut microbiome, was identified in patients who develop CAs, favoring lipid polysaccharide producing bacterial species. Micro-ribonucleic acids along with plasma levels of proteins reflecting angiogenesis and inflammation were also previously correlated with CA and CA with symptomatic hemorrhage. METHODS The plasma metabolome of CA patients and CA patients with symptomatic hemorrhage was assessed using liquid-chromatography mass spectrometry. Differential metabolites were identified using partial least squares-discriminant analysis (p < 0.05, FDR corrected). Interactions between these metabolites and the previously established CA transcriptome, microbiome, and differential proteins were queried for mechanistic relevance. Differential metabolites in CA patients with symptomatic hemorrhage were then validated in an independent, propensity matched cohort. A machine learning-implemented, Bayesian approach was used to integrate proteins, micro-RNAs and metabolites to develop a diagnostic model for CA patients with symptomatic hemorrhage. RESULTS Here we identify plasma metabolites, including cholic acid and hypoxanthine distinguishing CA patients, while arachidonic and linoleic acids distinguish those with symptomatic hemorrhage. Plasma metabolites are linked to the permissive microbiome genes, and to previously implicated disease mechanisms. The metabolites distinguishing CA with symptomatic hemorrhage are validated in an independent propensity-matched cohort, and their integration, along with levels of circulating miRNAs, enhance the performance of plasma protein biomarkers (up to 85% sensitivity and 80% specificity). CONCLUSIONS Plasma metabolites reflect CAs and their hemorrhagic activity. A model of their multiomic integration is applicable to other pathologies.
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Affiliation(s)
- Abhinav Srinath
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Bingqing Xie
- Department of Medicine, University of Chicago, Chicago, IL, 60637, USA
| | - Ying Li
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
- Department of Neurosurgery, First Affiliated Hospital of Harbin Medical University, 150001, Harbin, Heilongjiang, China
| | - Je Yeong Sone
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Sharbel Romanos
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Chang Chen
- Bioinformatics Core, Center for Research Informatics, The University of Chicago, Chicago, IL, 60637, USA
| | - Anukriti Sharma
- Department of Surgery, The University of Chicago, 5841 S. Maryland Avenue, Chicago, IL, 60637, USA
- Department of Pediatrics, The University of California San Diego and Scripps Institution of Oceanography, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Sean Polster
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Pieter C Dorrestein
- Department of Pediatrics, The University of California San Diego and Scripps Institution of Oceanography, 9500 Gilman Drive, La Jolla, CA, 92093, USA
- Department of Pharmacology, The University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Kelly C Weldon
- Department of Pediatrics, The University of California San Diego and Scripps Institution of Oceanography, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Dorothy DeBiasse
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Thomas Moore
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Rhonda Lightle
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Janne Koskimäki
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Dongdong Zhang
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Agnieszka Stadnik
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Kristina Piedad
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Matthew Hagan
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Abdallah Shkoukani
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Julián Carrión-Penagos
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Dehua Bi
- Department of Public Health Sciences, University of Chicago, Chicago, IL, USA
| | - Le Shen
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
- Department of Surgery, The University of Chicago, 5841 S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Robert Shenkar
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
| | - Yuan Ji
- Department of Public Health Sciences, University of Chicago, Chicago, IL, USA
| | - Ashley Sidebottom
- Host-Microbe Metabolomics Facility, Duchossois Family Institute, University of Chicago, Chicago, IL, USA
| | - Eric Pamer
- Host-Microbe Metabolomics Facility, Duchossois Family Institute, University of Chicago, Chicago, IL, USA
| | - Jack A Gilbert
- Department of Surgery, The University of Chicago, 5841 S. Maryland Avenue, Chicago, IL, 60637, USA
- Department of Pediatrics, The University of California San Diego and Scripps Institution of Oceanography, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Mark L Kahn
- Department of Medicine and Cardiovascular Institute, University of Pennsylvania, 3400 Civic Center Boulevard, Philadelphia, PA, 19104, USA
| | - Mark D'Souza
- Host-Microbe Metabolomics Facility, Duchossois Family Institute, University of Chicago, Chicago, IL, USA
| | - Dinanath Sulakhe
- Host-Microbe Metabolomics Facility, Duchossois Family Institute, University of Chicago, Chicago, IL, USA
| | - Issam A Awad
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA.
| | - Romuald Girard
- Neurovascular Surgery Program, Department of Neurological Surgery, The University of Chicago, 5841S. Maryland Avenue, Chicago, IL, 60637, USA
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Spiegel J, Sone JY, Butler T, Pirraglia E, de Leon MJ. Traumatic brain injury accelerates Parkinson’s disease onset without altering Parkinson’s neuropathology. Alzheimers Dement 2021. [DOI: 10.1002/alz.051517] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Jonathan Spiegel
- Weill Cornell Medicine New York NY USA
- Warren Alpert School of Medicine Providence RI USA
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6
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Spiegel J, Sone JY, Butler T, Pirraglia E, de Leon MJ. Traumatic brain injury and age at onset of cognitive decline in corticobasal degeneration, corticobasal syndrome, and progressive supranuclear palsy. Alzheimers Dement 2021. [DOI: 10.1002/alz.051511] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Jonathan Spiegel
- Warren Alpert School of Medicine Providence RI USA
- Weill Cornell Medicine New York NY USA
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Sone JY, Li Y, Hobson N, Romanos SG, Srinath A, Lyne SB, Shkoukani A, Carrión-Penagos J, Stadnik A, Piedad K, Lightle R, Moore T, Li Y, Bi D, Shenkar R, Carroll T, Ji Y, Girard R, Awad IA. Perfusion and permeability as diagnostic biomarkers of cavernous angioma with symptomatic hemorrhage. J Cereb Blood Flow Metab 2021; 41:2944-2956. [PMID: 34039038 PMCID: PMC8756480 DOI: 10.1177/0271678x211020587] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Cavernous angiomas with symptomatic hemorrhage (CASH) have a high risk of rebleeding, and hence an accurate diagnosis is needed. With blood flow and vascular leak as established mechanisms, we analyzed perfusion and permeability derivations of dynamic contrast-enhanced quantitative perfusion (DCEQP) MRI in 745 lesions of 205 consecutive patients. Thirteen respective derivations of lesional perfusion and permeability were compared between lesions that bled within a year prior to imaging (N = 86), versus non-CASH (N = 659) using machine learning and univariate analyses. Based on logistic regression and minimizing the Bayesian information criterion (BIC), the best diagnostic biomarker of CASH within the prior year included brainstem lesion location, sporadic genotype, perfusion skewness, and high-perfusion cluster area (BIC = 414.9, sensitivity = 74%, specificity = 87%). Adding a diagnostic plasma protein biomarker enhanced sensitivity to 100% and specificity to 85%. A slightly modified derivation achieved similar accuracy (BIC = 321.6, sensitivity = 80%, specificity = 82%) in the cohort where CASH occurred 3-12 months prior to imaging after signs of hemorrhage would have disappeared on conventional MRI sequences. Adding the same plasma biomarker enhanced sensitivity to 100% and specificity to 87%. Lesional blood flow on DCEQP may distinguish CASH after hemorrhagic signs on conventional MRI have disappeared and are enhanced in combination with a plasma biomarker.
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Affiliation(s)
- Je Yeong Sone
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Yan Li
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA.,Center for Research Informatics, University of Chicago, Chicago, USA
| | - Nicholas Hobson
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Sharbel G Romanos
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Abhinav Srinath
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Seán B Lyne
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Abdallah Shkoukani
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Julián Carrión-Penagos
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Agnieszka Stadnik
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Kristina Piedad
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Rhonda Lightle
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Thomas Moore
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Ying Li
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Dehua Bi
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA.,Department of Public Health Sciences, University of Chicago, Chicago, USA
| | - Robert Shenkar
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Timothy Carroll
- Department of Diagnostic Radiology, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Yuan Ji
- Department of Public Health Sciences, University of Chicago, Chicago, USA
| | - Romuald Girard
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
| | - Issam A Awad
- Neurovascular Surgery Program, Department of Neurological Surgery, University of Chicago Medicine and Biological Sciences, Chicago, USA
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8
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Sone JY, Hobson N, Srinath A, Romanos SG, Li Y, Carrión-Penagos J, Shkoukani A, Stadnik A, Piedad K, Lightle R, Moore T, DeBiasse D, Bi D, Shenkar R, Carroll T, Ji Y, Girard R, Awad IA. Perfusion and Permeability MRI Predicts Future Cavernous Angioma Hemorrhage and Growth. J Magn Reson Imaging 2021; 55:1440-1449. [PMID: 34558140 PMCID: PMC8942875 DOI: 10.1002/jmri.27935] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Revised: 09/13/2021] [Accepted: 09/14/2021] [Indexed: 01/02/2023] Open
Abstract
BACKGROUND Cerebral cavernous angioma (CA) is a capillary vasculopathy affecting more than a million Americans with a small fraction of cases demonstrating lesional bleed or growth with major clinical sequelae. Perfusion and permeability are fundamental features of CA pathophysiology, but their role as prognostic biomarkers is unclear. PURPOSE To investigate whether perfusion or permeability lesional descriptors derived from dynamic contrast-enhanced quantitative perfusion (DCEQP) magnetic resonance imaging (MRI) can predict subsequent lesional bleed/growth in the year following imaging. STUDY TYPE Single-site case-controlled study. SUBJECTS Two hundred and five consecutively enrolled patients (63.4% female). FIELD STRENGTH/SEQUENCE Three-Tesla/T1 -mapping with contrast-enhanced dynamic two-dimensional (2D) spoiled gradient recalled acquisition (SPGR) sequences. ASSESSMENT Prognostic associations with bleed/growth (present or absent) in the following year were assessed in 745 CA lesions evaluated by DCEQP in the 205 patients in relation to lesional descriptors calculated from permeability and perfusion maps. A subgroup of 30 cases also underwent peripheral blood collection at the time of DCEQP scans and assays of plasma levels of soluble CD14, IL-1β, VEGF, and soluble ROBO4 proteins, whose weighted combination had been previously reported in association with future CA bleeding. STATISTICAL TESTS Mann-Whitney U-test for univariate analyses. Logistic regression models minimizing the Bayesian information criterion (BIC), testing sensitivity and specificity (receiver operating characteristic curves) of weighted combinations of parameters. RESULTS The best prognostic biomarker for lesional bleed or growth included brainstem lesion location, mean lesional permeability, and low-value perfusion cluster mean (BIC = 201.5, sensitivity = 77%, specificity = 72%, P < 0.05). Adding a previously published prognostic plasma protein biomarker improved the performance of the imaging model (sensitivity = 100%, specificity = 88%, P < 0.05). DATA CONCLUSION A combination of MRI-based descriptors reflecting higher lesional permeability and lower perfusion cluster may potentially predict future bleed/growth in CAs. The sensitivity and specificity of the prognostic imaging biomarker can be enhanced when combined with brainstem lesion location and a plasma protein biomarker of CA hemorrhage. LEVEL OF EVIDENCE 2 TECHNICAL EFFICACY: Stage 5.
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Affiliation(s)
- Je Yeong Sone
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Nicholas Hobson
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Abhinav Srinath
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Sharbel G Romanos
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Ying Li
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Julián Carrión-Penagos
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Abdallah Shkoukani
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Agnieszka Stadnik
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Kristina Piedad
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Rhonda Lightle
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Thomas Moore
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Dorothy DeBiasse
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Dehua Bi
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA.,Department of Public Health Sciences, University of Chicago, Chicago, Illinois, USA
| | - Robert Shenkar
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Timothy Carroll
- Department of Diagnostic Radiology, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Yuan Ji
- Department of Public Health Sciences, University of Chicago, Chicago, Illinois, USA
| | - Romuald Girard
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
| | - Issam A Awad
- Neurovascular Surgery Program, Department of Neurosurgery, University of Chicago Medicine and Biological Sciences, Chicago, Illinois, USA
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9
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Romanos S, Srinath A, Moore T, Li Y, Koskimaki J, Zhang D, Li Y, Sone JY, Lightle R, Hobson N, Shen L, McCurdy S, Shkoukani A, Stadnik A, Piedad K, Shenkar R, Lopez-ramirez MA, Kahn ML, Marchuk DA, Ginsberg MH, Girard R, Awad IA. Abstract P737:
Human Homologs Of Differentially Expressed Plasma MicroRNAs In Preclinical Murine Models Target Fundamental Mechanisms Of Cerebral Cavernous Malformation. Stroke 2021. [DOI: 10.1161/str.52.suppl_1.p737] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Introduction:
There is a current need for sensitive and specific biomarkers of Cerebral Cavernous Malformation (CCM) that can be readily translated from preclinical to human models to accurately diagnose and monitor disease states and response to novel therapeutics. MiRNAs are small non-coding RNAs that influence gene expression and whose levels can be affected by disease states. We hypothesize that there are human homologs of differentially expressed (DE) miRNA in the plasma of CCM murine models that can be identified in CCM patients. We further hypothesize that these miRNAs have gene targets within previously published CCM transcriptomes, mechanistically linking them to CCM disease.
Methods:
Plasma miRNAs from homozygous and heterozygous
Ccm1
and
Ccm3
mice, as well as their respective
wild type
controls were sequenced and analyzed. Putative gene targets of DE miRNAs [p<0.05, false discovery rate (FDR) corrected] were queried in previously published mouse CCM transcriptomes. The human homologs of the DE miRNAs in the plasma of
Ccm1
and
Ccm3
mouse models were identified and assessed in the plasma of healthy controls (n=13),
CCM1
(n=11), and
CCM3
(n=11) patients using RT-qPCR.
Results:
5 miRNAs in homozygous and 10 in heterozygous for
Ccm1
, while 45 in homozygous and 2 in heterozygous for
Ccm3
were DE in the plasma of mouse models (p<0.05, FDR corrected), had gene targets within CCM mouse transcriptomes, and have a human homolog. Preliminary results show
mmu-miR-375-3p
as DE in both
Ccm1
+/-
and
Ccm3
-/-
mice. RT-qPCR assays show that plasma relative quantification values of the human homolog
hsa-miR-375-3p
were higher in
CCM3
than in
CCM1
patients (
p
<0.001) and in healthy controls (
p
<0.05).
Conclusion:
DE plasma miRNAs identified in mouse models with human homologs and putative gene targets mechanistically implicated in CCM disease may be used as candidate biomarkers for specific clinical contexts.
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Affiliation(s)
- Sharbel Romanos
- Surgery, Section of Neurosurgery, The Univ of Chicago Pritzker Sch of Medicine, Chicago, IL
| | | | - Thomas Moore
- The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Ying Li
- Surgery, Section of Neurosurgery, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Janne Koskimaki
- The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Dongdong Zhang
- The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Yan Li
- The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Je Yeong Sone
- The Univ of Chicago Pritzker Sch of Medicine, Chicago, IL
| | - Rhonda Lightle
- The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Nick Hobson
- The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Le Shen
- The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | | | - Abdallah Shkoukani
- Surgery, Section of Neurosurgery, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | | | - Kristina Piedad
- The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Robert Shenkar
- The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | | | | | | | | | - Romuald Girard
- The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Issam A Awad
- The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
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10
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Sone JY, Hobson N, Romanos S, Srinath A, Shkoukani A, Li Y, Carrión-Penagos J, Stadnik A, Piedad K, Bi D, Lightle R, Moore T, Shenkar R, Carroll T, Ji Y, Girard R, Awad IA. Abstract P36: Lesional Perfusion and Permeability Are Diagnostic and Prognostic Biomarkers of Cavernous Angioma With Symptomatic Hemorrhage. Stroke 2021. [DOI: 10.1161/str.52.suppl_1.p36] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Introduction:
Diagnosis of cavernous angioma with symptomatic hemorrhage (CASH) requires MRI evidence of lesional bleeding associated directly with attributable symptoms. However, hemorrhagic signs of CASH may become clinically silent on conventional MRI after 3 months. As CASH is likely to rebleed for several years, accurate diagnosis of CASH that bled more than 3 months prior is needed.
Hypothesis:
Perfusion and permeability derivations of dynamic contrast-enhanced quantitative perfusion (DCEQP) MRI can diagnose CASH and predict bleeding/growth in CAs.
Methods:
CAs of 205 consecutively enrolled patients scanned with DCEQP during clinical visits were classified as CASH that bled 3 - 12 months prior (N = 55) versus non-CASH (N = 658) or CA with (N = 23) versus without (N = 721) bleeding/growth within a year after MRI. Demographics and 13 perfusion and 13 permeability derivations of DCEQP were assessed via machine learning and univariate analyses. Logistic regression models ln (
P
/ 1 -
P
) = Σ (β
i
x
i
) + β
0
were selected as the best diagnostic and prognostic biomarkers by minimizing the Bayesian information criterion (BIC).
Results:
The best diagnostic biomarker of CASH that bled 3 - 12 months prior (BIC = 321.6, Figure A) showed 80% sensitivity and 82% specificity. Permeability derivations did not add diagnostic efficacy when combined with perfusion. The best prognostic biomarker of bleeding/growth (BIC = 201.5, Figure B) showed 77% sensitivity and 72% specificity.
Conclusion:
Perfusion imaging may diagnose CASH even after hemorrhagic signs disappear on conventional MRI. A combination of permeability and perfusion derivations may help predict bleeding/growth in CAs.
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Affiliation(s)
- Je Yeong Sone
- Neurovascular Surgery Program, Section of Neurosurgery, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Nicholas Hobson
- Neurovascular Surgery Program, Section of Neurosurgery, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Sharbel Romanos
- Neurovascular Surgery Program, Section of Neurosurgery, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Abhinav Srinath
- Neurovascular Surgery Program, Section of Neurosurgery, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Abdallah Shkoukani
- Neurovascular Surgery Program, Section of Neurosurgery, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Yan Li
- Cntr for Rsch Informatics, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | | | - Agnieszka Stadnik
- Neurovascular Surgery Program, Section of Neurosurgery, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Kristina Piedad
- Neurovascular Surgery Program, Section of Neurosurgery, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Dehua Bi
- Dept of Public Health Sciences, The Univ of Chicago, Chicago, IL
| | - Rhonda Lightle
- Neurovascular Surgery Program, Section of Neurosurgery, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Thomas Moore
- Neurovascular Surgery Program, Section of Neurosurgery, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Robert Shenkar
- Neurovascular Surgery Program, Section of Neurosurgery, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Timothy Carroll
- Dept of Diagnostic Radiology, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Yuan Ji
- Dept of Public Health Sciences, The Univ of Chicago, Chicago, IL
| | - Romuald Girard
- Neurovascular Surgery Program, Section of Neurosurgery, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
| | - Issam A Awad
- Neurovascular Surgery Program, Section of Neurosurgery, The Univ of Chicago Medicine and Biological Sciences, Chicago, IL
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11
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Abstract
Alzheimer's disease (AD) is the most prevalent form of dementia. Cerebrovascular dysfunction is one of the earliest events in the pathogenesis of AD, as well as in vascular and mixed dementias. Cerebral amyloid angiopathy (CAA), the deposition of amyloid around cerebral vessels, is observed in up to 90% of AD patients and in approximately 50% of elderly individuals over 80 years of age. CAA is a strong contributor to vascular dysfunction in AD. CAA-laden brain vessels are characterized by dysfunctional hemodynamics and leaky blood-brain barrier (BBB), contributing to clearance failure and further accumulation of amyloid-β (Aβ) in the cerebrovasculature and brain parenchyma. Mitochondrial dysfunction is increasingly recognized as an important early initiator of the pathogenesis of AD and CAA. The objective of this review is to discuss the effects of Aβ on cerebral microvascular cell function, focusing on its impact on endothelial mitochondria. After introducing CAA and its etiology and genetic risk factors, we describe the pathological relationship between cerebrovascular amyloidosis and brain microvascular endothelial cell dysfunction, critically analyzing its roles in disease progression, hypoperfusion, and BBB integrity. Then, we focus on discussing the effect of Aβ challenge on endothelial mitochondrial dysfunction pathways, and their contribution to the progression of neurovascular dysfunction in AD and dementia. Finally, we report potential pharmacological and non-pharmacological mitochondria-targeted therapeutic strategies which may help prevent or delay cerebrovascular failure.
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Affiliation(s)
- Rebecca Parodi-Rullán
- Alzheimer's Center at Temple, Lewis Katz School of Medicine, Temple University, Philadelphia, PA, USA
| | - Je Yeong Sone
- Department of Psychiatry, Center for Brain Health, NYU School of Medicine, New York, NY, USA
| | - Silvia Fossati
- Alzheimer's Center at Temple, Lewis Katz School of Medicine, Temple University, Philadelphia, PA, USA
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12
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Parodi‐Rullan RM, Sone JY, Fossati S. Vascular dysfunction in CAA in the presence of cardiovascular risk factors: The role of the mitochondria and therapeutic approaches. Alzheimers Dement 2020. [DOI: 10.1002/alz.043944] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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13
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Fossati S, Ramos Cejudo J, Debure L, Pirraglia E, Sone JY, Li Y, Chen J, Butler T, Zetterberg H, Blennow K, de Leon MJ. Plasma tau complements CSF tau and P-tau in the diagnosis of Alzheimer's disease. Alzheimers Dement (Amst) 2019; 11:483-492. [PMID: 31334328 PMCID: PMC6624242 DOI: 10.1016/j.dadm.2019.05.001] [Citation(s) in RCA: 60] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Introduction Plasma tau may be an accessible biomarker for Alzheimer's disease (AD), but the correlation between plasma and cerebrospinal fluid (CSF) tau and the value of combining plasma tau with CSF tau and phospho-tau (P-tau) are still unclear. Methods Plasma-tau, CSF-tau, and P-tau were measured in 97 subjects, including elderly cognitively normal controls (n = 68) and patients with AD (n = 29) recruited at the NYU Center for Brain Health, with comprehensive neuropsychological and magnetic resonance imaging evaluations. Results Plasma tau was higher in patients with AD than cognitively normal controls (P < .001, area under the receiver operating characteristic curve = 0.79) similarly to CSF tau and CSF P-tau and was negatively correlated with cognition in AD. Plasma and CSF tau measures were poorly correlated. Adding plasma tau to CSF tau or CSF P-tau significantly increased the areas under the receiver operating characteristic curve from 0.80 and 0.82 to 0.87 and 0.88, respectively. Discussion Plasma tau is higher in AD independently from CSF-tau. Importantly, adding plasma tau to CSF tau or P-tau improves diagnostic accuracy, suggesting that plasma tau may represent a useful biomarker for AD, especially when added to CSF tau measures.
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Affiliation(s)
- Silvia Fossati
- Department of Psychiatry, New York University, School of Medicine, New York, NY, USA.,Department of Neurology, New York University, School of Medicine, New York, NY, USA
| | - Jaime Ramos Cejudo
- Department of Psychiatry, New York University, School of Medicine, New York, NY, USA
| | - Ludovic Debure
- Department of Psychiatry, New York University, School of Medicine, New York, NY, USA
| | - Elizabeth Pirraglia
- Department of Psychiatry, New York University, School of Medicine, New York, NY, USA
| | - Je Yeong Sone
- Department of Psychiatry, New York University, School of Medicine, New York, NY, USA
| | - Yi Li
- Department of Psychiatry, New York University, School of Medicine, New York, NY, USA
| | - Jingyun Chen
- Department of Psychiatry, New York University, School of Medicine, New York, NY, USA
| | - Tracy Butler
- Department of Psychiatry, New York University, School of Medicine, New York, NY, USA.,Department of Neurology, New York University, School of Medicine, New York, NY, USA
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden.,Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden.,Department of Neurodegenerative Disease, UCL Institute of Neurology, Queen Square, London, United Kingdom.,UK Dementia Research Institute at UCL, London, United Kingdom
| | - Kaj Blennow
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden.,Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
| | - Mony J de Leon
- Department of Psychiatry, New York University, School of Medicine, New York, NY, USA
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14
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Sone JY, Courtney-Kay Lamb S, Techar K, Dammavalam V, Uppal M, Williams C, Bergman T, Tupper D, Ort P, Samadani U. High prevalence of prior contact sports play and concussion among orthopedic and neurosurgical department chairs. J Neurosurg Pediatr 2018; 22:1-8. [PMID: 29701560 DOI: 10.3171/2018.1.peds17640] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
OBJECTIVE Increased understanding of the consequences of traumatic brain injury has heightened concerns about youth participation in contact sports. This study investigated the prevalence of high school and collegiate contact sports play and concussion history among surgical department chairs. METHODS A cross-sectional survey was administered to 107 orthopedic and 74 neurosurgery chairs. Responses were compared to published historical population norms for contact sports (high school 27.74%, collegiate 1.44%), football (high school 10.91%, collegiate 0.76%), and concussion prevalence (12%). One-proportion Z-tests, chi-square tests, and binary logistic regression were used to analyze differences. RESULTS High school contact sports participation was 2.35-fold higher (65.3%, p < 0.001) for orthopedic chairs and 1.73-fold higher (47.9%, p = 0.0018) for neurosurgery chairs than for their high school peers. Collegiate contact sports play was 31.0-fold higher (44.7%, p < 0.001) for orthopedic chairs and 15.1-fold higher (21.7%, p < 0.001) for neurosurgery chairs than for their college peers. Orthopedic chairs had a 4.30-fold higher rate of high school football participation (46.9%, p < 0.001) while neurosurgery chairs reported a 3.05-fold higher rate (33.3%, p < 0.001) than their high school peers. Orthopedic chairs reported a 28.1-fold higher rate of collegiate football participation (21.3%, p < 0.001) and neurosurgery chairs reported an 8.58-fold higher rate (6.5%, p < 0.001) compared to their college peers. The rate at which orthopedic (42.6%, p < 0.001) and neurosurgical (42.4%, p < 0.001) chairs reported having at least 1 concussion in their lifetime was significantly higher than the reported prevalence in the general population. After correction for worst possible ascertainment bias, all results except high school contact sports participation remained significant. CONCLUSIONS The high prevalence of youth contact sports play and concussion among surgical specialty chairs affirms that individuals in careers requiring high motor and cognitive function frequently played contact sports. The association highlights the need to further examine the relationships between contact sports and potential long-term benefits as well as risks of sport-related injury.
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Affiliation(s)
- Je Yeong Sone
- 1Department of Chemistry, New York University College of Arts and Science
| | | | - Kristina Techar
- 3Department of Surgery and.,4Neurosurgery, University of Minnesota
| | | | - Mohit Uppal
- 3Department of Surgery and.,4Neurosurgery, University of Minnesota
| | - Cedric Williams
- 3Department of Surgery and.,4Neurosurgery, University of Minnesota
| | - Thomas Bergman
- 3Department of Surgery and.,4Neurosurgery, University of Minnesota
| | - David Tupper
- 5Section of Neuropsychology, Hennepin County Medical Center; and
| | - Paul Ort
- 6Department of Orthopedics, VA NY Harbor Healthcare, NYU School of Medicine, New York, New York
| | - Uzma Samadani
- 3Department of Surgery and.,4Neurosurgery, University of Minnesota.,7Surgery, Minneapolis VA Medical Center, Minneapolis, Minnesota
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15
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Abstract
Helmets are one of the earliest and most enduring methods of personal protection in human civilization. Although primarily developed for combat purposes in ancient times, modern helmets have become highly diversified to sports, recreation, and transportation. History and the scientific literature exhibit that helmets continue to be the primary and most effective prevention method against traumatic brain injury (TBI), which presents high mortality and morbidity rates in the US. The neurosurgical and neurotrauma literature on helmets and TBI indicate that helmets provide effectual protection against moderate to severe head trauma resulting in severe disability or death. However, there is a dearth of scientific data on helmet efficacy against concussion in both civilian and military aspects. The objective of this literature review was to explore the historical evolution of helmets, consider the effectiveness of helmets in protecting against severe intracranial injuries, and examine recent evidence on helmet efficacy against concussion. It was also the goal of this report to emphasize the need for more research on helmet efficacy with improved experimental design and quantitative standardization of assessments for concussion and TBI, and to promote expanded involvement of neurosurgery in studying the quantitative diagnostics of concussion and TBI. Recent evidence summarized by this literature review suggests that helmeted patients do not have better relative clinical outcome and protection against concussion than unhelmeted patients.
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Affiliation(s)
- Je Yeong Sone
- 1Department of Neurosurgery, New York University School of Medicine, New York, New York
| | - Douglas Kondziolka
- 1Department of Neurosurgery, New York University School of Medicine, New York, New York
| | - Jason H. Huang
- 2Department of Neurosurgery, Baylor Scott & White Central Division, Temple, Texas; and
| | - Uzma Samadani
- 3Department of Neurosurgery, Hennepin County Medical Center, University of Minnesota, Minneapolis, Minnesota
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16
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Samadani U, Li M, Qian M, Laska E, Ritlop R, Kolecki R, Reyes M, Altomare L, Sone JY, Adem A, Huang P, Kondziolka D, Wall S, Frangos S, Marmar C. Sensitivity and specificity of an eye movement tracking-based biomarker for concussion. Concussion 2015; 1:CNC3. [PMID: 30202548 PMCID: PMC6114025 DOI: 10.2217/cnc.15.3] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2015] [Accepted: 06/05/2015] [Indexed: 12/05/2022] Open
Abstract
Object: The purpose of the current study is to determine the sensitivity and specificity of an eye tracking method as a classifier for identifying concussion. Methods: Brain injured and control subjects prospectively underwent both eye tracking and Sport Concussion Assessment Tool 3. The results of eye tracking biomarker based classifier models were then validated against a dataset of individuals not used in building a model. The area under the curve (AUC) of receiver operating characteristics was examined. Results: An optimal classifier based on best subset had an AUC of 0.878, and a cross-validated AUC of 0.852 in CT- subjects and an AUC of 0.831 in a validation dataset. The optimal misclassification rate in an external dataset (n = 254) was 13%. Conclusion: If one defines concussion based on history, examination, radiographic and Sport Concussion Assessment Tool 3 criteria, it is possible to generate an eye tracking based biomarker that enables detection of concussion with reasonably high sensitivity and specificity.
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Affiliation(s)
- Uzma Samadani
- Department of Neurosurgery, New York Harbor Health Care System, NY, USA.,Department of Neurosurgery, New York University, School of Medicine, NY, USA.,Steven & Alexandra Cohen Veterans Center for Post-Traumatic Stress & Traumatic Brain Injury, New York University Langone Medical Center, NY, USA.,Department of Neurosurgery, New York Harbor Health Care System, NY, USA.,Department of Neurosurgery, New York University, School of Medicine, NY, USA.,Steven & Alexandra Cohen Veterans Center for Post-Traumatic Stress & Traumatic Brain Injury, New York University Langone Medical Center, NY, USA
| | - Meng Li
- Steven & Alexandra Cohen Veterans Center for Post-Traumatic Stress & Traumatic Brain Injury, New York University Langone Medical Center, NY, USA.,Steven & Alexandra Cohen Veterans Center for Post-Traumatic Stress & Traumatic Brain Injury, New York University Langone Medical Center, NY, USA
| | - Meng Qian
- Steven & Alexandra Cohen Veterans Center for Post-Traumatic Stress & Traumatic Brain Injury, New York University Langone Medical Center, NY, USA.,Steven & Alexandra Cohen Veterans Center for Post-Traumatic Stress & Traumatic Brain Injury, New York University Langone Medical Center, NY, USA
| | - Eugene Laska
- Steven & Alexandra Cohen Veterans Center for Post-Traumatic Stress & Traumatic Brain Injury, New York University Langone Medical Center, NY, USA.,Nathan Kline Institute for Psychiatric Research, Orangeburg, NJ, USA.,Steven & Alexandra Cohen Veterans Center for Post-Traumatic Stress & Traumatic Brain Injury, New York University Langone Medical Center, NY, USA.,Nathan Kline Institute for Psychiatric Research, Orangeburg, NJ, USA
| | | | - Radek Kolecki
- Department of Neurosurgery, New York University, School of Medicine, NY, USA.,Department of Neurosurgery, New York University, School of Medicine, NY, USA
| | - Marleen Reyes
- Department of Neurosurgery, New York Harbor Health Care System, NY, USA.,Department of Neurosurgery, New York University, School of Medicine, NY, USA.,Department of Neurosurgery, New York Harbor Health Care System, NY, USA.,Department of Neurosurgery, New York University, School of Medicine, NY, USA
| | - Lindsey Altomare
- Department of Neurosurgery, New York University, School of Medicine, NY, USA.,Department of Neurosurgery, New York University, School of Medicine, NY, USA
| | - Je Yeong Sone
- Department of Neurosurgery, New York University, School of Medicine, NY, USA.,Department of Neurosurgery, New York University, School of Medicine, NY, USA
| | - Aylin Adem
- Department of Neurosurgery, New York University, School of Medicine, NY, USA.,Department of Neurosurgery, New York University, School of Medicine, NY, USA
| | - Paul Huang
- Department of Neurosurgery, New York University, School of Medicine, NY, USA.,Department of Neurosurgery, New York University, School of Medicine, NY, USA
| | - Douglas Kondziolka
- Department of Neurosurgery, New York University, School of Medicine, NY, USA.,Department of Neurosurgery, New York University, School of Medicine, NY, USA
| | - Stephen Wall
- Department of Emergency Medicine, New York University School of Medicine, NY, USA.,Department of Emergency Medicine, New York University School of Medicine, NY, USA
| | - Spiros Frangos
- Department of Trauma Surgery, New York University School of Medicine, NY, USA.,Department of Trauma Surgery, New York University School of Medicine, NY, USA
| | - Charles Marmar
- Steven & Alexandra Cohen Veterans Center for Post-Traumatic Stress & Traumatic Brain Injury, New York University Langone Medical Center, NY, USA.,Steven & Alexandra Cohen Veterans Center for Post-Traumatic Stress & Traumatic Brain Injury, New York University Langone Medical Center, NY, USA
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