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Mittal AM, Nowicki KW, Mantena R, Cao C, Rochlin EK, Dembinski R, Lang MJ, Gross BA, Friedlander RM. Advances in biomarkers for vasospasm - Towards a future blood-based diagnostic test. World Neurosurg X 2024; 22:100343. [PMID: 38487683 PMCID: PMC10937316 DOI: 10.1016/j.wnsx.2024.100343] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2023] [Accepted: 02/21/2024] [Indexed: 03/17/2024] Open
Abstract
Objective Cerebral vasospasm and the resultant delayed cerebral infarction is a significant source of mortality following aneurysmal SAH. Vasospasm is currently detected using invasive or expensive imaging at regular intervals in patients following SAH, thus posing a risk of complications following the procedure and financial burden on these patients. Currently, there is no blood-based test to detect vasospasm. Methods PubMed, Web of Science, and Embase databases were systematically searched to retrieve studies related to cerebral vasospasm, aneurysm rupture, and biomarkers. The study search dated from 1997 to 2022. Data from eligible studies was extracted and then summarized. Results Out of the 632 citations screened, only 217 abstracts were selected for further review. Out of those, only 59 full text articles met eligibility and another 13 were excluded. Conclusions We summarize the current literature on the mechanism of cerebral vasospasm and delayed cerebral ischemia, specifically studies relating to inflammation, and provide a rationale and commentary on a hypothetical future bloodbased test to detect vasospasm. Efforts should be focused on clinical-translational approaches to create such a test to improve treatment timing and prediction of vasospasm to reduce the incidence of delayed cerebral infarction.
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Affiliation(s)
- Aditya M. Mittal
- University of Pittsburgh Medical Center, Department of Neurosurgery, Pittsburgh, PA, USA
| | | | - Rohit Mantena
- University of Pittsburgh Medical Center, Department of Neurosurgery, Pittsburgh, PA, USA
| | - Catherine Cao
- University of Pittsburgh Medical Center, Department of Neurosurgery, Pittsburgh, PA, USA
| | - Emma K. Rochlin
- Loyola University Stritch School of Medicine, Maywood, IL, USA
| | - Robert Dembinski
- University of Pittsburgh Medical Center, Department of Neurosurgery, Pittsburgh, PA, USA
| | - Michael J. Lang
- University of Pittsburgh Medical Center, Department of Neurosurgery, Pittsburgh, PA, USA
| | - Bradley A. Gross
- University of Pittsburgh Medical Center, Department of Neurosurgery, Pittsburgh, PA, USA
| | - Robert M. Friedlander
- University of Pittsburgh Medical Center, Department of Neurosurgery, Pittsburgh, PA, USA
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Nagahama H, Sasaki M, Komatsu K, Sato K, Katagiri Y, Kamagata M, Kataoka-Sasaki Y, Oka S, Ukai R, Yokoyama T, Terada K, Kobayashi M, Kocsis JD, Honmou O. A practical protocol for high-spatial-resolution magnetic resonance angiography for cerebral arteries in rats. J Neurosci Methods 2023; 386:109784. [PMID: 36608904 DOI: 10.1016/j.jneumeth.2023.109784] [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: 10/19/2022] [Revised: 12/09/2022] [Accepted: 01/02/2023] [Indexed: 01/05/2023]
Abstract
BACKGROUND Magnetic resonance angiography (MRA) is an important tool in rat models of cerebrovascular disease. Although MRA has long been used in rodents, the image quality is typically not as high as that observed in clinical practice. Moreover, studies on MRA image quality in rats are limited. This study aimed to develop a practical high-spatial-resolution MRA protocol for imaging cerebral arteries in rats. NEW METHOD We used the "half position method" regarding coil placement and modified the imaging parameters and image reconstruction method. We applied this new imaging method to measure maturation-related signal changes on rat MRAs. RESULTS The new practical high-spatial-resolution MRA imaging protocol obtained a signal intensity up to 3.5 times that obtained using a basic coil system, simply by modifying the coil placement method. This method allowed the detection of a gradual decrease in the signal in cerebral vessels with maturation. COMPARISON WITH EXISTING METHODS A high-spatial-resolution MRA for rats was obtained with an imaging time of approximately 100 min. Comparable resolution and image quality were obtained using the new protocol with an imaging time of 30 min CONCLUSIONS: The new practical high-spatial-resolution MRA protocol can be implemented simply and successfully to achieve high image quality with an imaging time of approximately 30 min. This protocol will benefit researchers performing MRA imaging in cerebral artery studies in rats.
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Affiliation(s)
- Hiroshi Nagahama
- Department of Neural Regenerative Medicine, Research Institute for Frontier Medicine, Sapporo Medical University School of Medicine, Sapporo 060-8556, Japan; Division of Radioisotope Research, Biomedical Research, Education and Instrumentation Center, Sapporo Medical University School of Medicine, Sapporo, Hokkaido 060-8556, Japan
| | - Masanori Sasaki
- Department of Neural Regenerative Medicine, Research Institute for Frontier Medicine, Sapporo Medical University School of Medicine, Sapporo 060-8556, Japan; Department of Neurology, Yale University School of Medicine, Neurology, PO BOX 208018, New Haven, CT 06510, USA.
| | - Katsuya Komatsu
- Department of Neurosurgery, Sapporo Medical University School of Medicine, Sapporo 060-8556, Japan
| | - Kaori Sato
- Division of Radioisotope Research, Biomedical Research, Education and Instrumentation Center, Sapporo Medical University School of Medicine, Sapporo, Hokkaido 060-8556, Japan
| | - Yoshimi Katagiri
- Division of Radioisotope Research, Biomedical Research, Education and Instrumentation Center, Sapporo Medical University School of Medicine, Sapporo, Hokkaido 060-8556, Japan
| | - Masaki Kamagata
- Division of Radioisotope Research, Biomedical Research, Education and Instrumentation Center, Sapporo Medical University School of Medicine, Sapporo, Hokkaido 060-8556, Japan
| | - Yuko Kataoka-Sasaki
- Department of Neural Regenerative Medicine, Research Institute for Frontier Medicine, Sapporo Medical University School of Medicine, Sapporo 060-8556, Japan
| | - Shinichi Oka
- Department of Neural Regenerative Medicine, Research Institute for Frontier Medicine, Sapporo Medical University School of Medicine, Sapporo 060-8556, Japan
| | - Ryo Ukai
- Department of Neural Regenerative Medicine, Research Institute for Frontier Medicine, Sapporo Medical University School of Medicine, Sapporo 060-8556, Japan
| | - Takahiro Yokoyama
- Department of Neural Regenerative Medicine, Research Institute for Frontier Medicine, Sapporo Medical University School of Medicine, Sapporo 060-8556, Japan
| | - Kojiro Terada
- Department of Neural Regenerative Medicine, Research Institute for Frontier Medicine, Sapporo Medical University School of Medicine, Sapporo 060-8556, Japan
| | - Masato Kobayashi
- Department of Neural Regenerative Medicine, Research Institute for Frontier Medicine, Sapporo Medical University School of Medicine, Sapporo 060-8556, Japan
| | - Jeffery D Kocsis
- Department of Neurology, Yale University School of Medicine, Neurology, PO BOX 208018, New Haven, CT 06510, USA; Department of Neuroscience, Yale University School of Medicine, Neurology, PO BOX 208018, New Haven, CT 06510, USA
| | - Osamu Honmou
- Department of Neural Regenerative Medicine, Research Institute for Frontier Medicine, Sapporo Medical University School of Medicine, Sapporo 060-8556, Japan; Department of Neurology, Yale University School of Medicine, Neurology, PO BOX 208018, New Haven, CT 06510, USA
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Goursaud S, Martinez de Lizarrondo S, Grolleau F, Chagnot A, Agin V, Maubert E, Gauberti M, Vivien D, Ali C, Gakuba C. Delayed Cerebral Ischemia After Subarachnoid Hemorrhage: Is There a Relevant Experimental Model? A Systematic Review of Preclinical Literature. Front Cardiovasc Med 2021; 8:752769. [PMID: 34869659 PMCID: PMC8634441 DOI: 10.3389/fcvm.2021.752769] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Accepted: 10/21/2021] [Indexed: 12/14/2022] Open
Abstract
Delayed cerebral ischemia (DCI) is one of the main prognosis factors for disability after aneurysmal subarachnoid hemorrhage (SAH). The lack of a consensual definition for DCI had limited investigation and care in human until 2010, when a multidisciplinary research expert group proposed to define DCI as the occurrence of cerebral infarction (identified on imaging or histology) associated with clinical deterioration. We performed a systematic review to assess whether preclinical models of SAH meet this definition, focusing on the combination of noninvasive imaging and neurological deficits. To this aim, we searched in PUBMED database and included all rodent SAH models that considered cerebral ischemia and/or neurological outcome and/or vasospasm. Seventy-eight publications were included. Eight different methods were performed to induce SAH, with blood injection in the cisterna magna being the most widely used (n = 39, 50%). Vasospasm was the most investigated SAH-related complication (n = 52, 67%) compared to cerebral ischemia (n = 30, 38%), which was never investigated with imaging. Neurological deficits were also explored (n = 19, 24%). This systematic review shows that no preclinical SAH model meets the 2010 clinical definition of DCI, highlighting the inconsistencies between preclinical and clinical standards. In order to enhance research and favor translation to humans, pertinent SAH animal models reproducing DCI are urgently needed.
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Affiliation(s)
- Suzanne Goursaud
- CHU de Caen Normandie, Service de Réanimation Médicale, Caen, France.,Normandie University, UNICAEN, INSERM, U1237, PhIND ≪ Physiopathology and Imaging of Neurological Disorders ≫, Institut Blood and Brain @ Caen-Normandie, Cyceron, Caen, France
| | - Sara Martinez de Lizarrondo
- Normandie University, UNICAEN, INSERM, U1237, PhIND ≪ Physiopathology and Imaging of Neurological Disorders ≫, Institut Blood and Brain @ Caen-Normandie, Cyceron, Caen, France
| | - François Grolleau
- Centre d'Epidémiologie Clinique, AP-HP (Assistance Publique des Hôpitaux de Paris), Hôpital Hôtel Dieu, Paris, France
| | - Audrey Chagnot
- Normandie University, UNICAEN, INSERM, U1237, PhIND ≪ Physiopathology and Imaging of Neurological Disorders ≫, Institut Blood and Brain @ Caen-Normandie, Cyceron, Caen, France
| | - Véronique Agin
- Normandie University, UNICAEN, INSERM, U1237, PhIND ≪ Physiopathology and Imaging of Neurological Disorders ≫, Institut Blood and Brain @ Caen-Normandie, Cyceron, Caen, France
| | - Eric Maubert
- Normandie University, UNICAEN, INSERM, U1237, PhIND ≪ Physiopathology and Imaging of Neurological Disorders ≫, Institut Blood and Brain @ Caen-Normandie, Cyceron, Caen, France
| | - Maxime Gauberti
- Normandie University, UNICAEN, INSERM, U1237, PhIND ≪ Physiopathology and Imaging of Neurological Disorders ≫, Institut Blood and Brain @ Caen-Normandie, Cyceron, Caen, France
| | - Denis Vivien
- Normandie University, UNICAEN, INSERM, U1237, PhIND ≪ Physiopathology and Imaging of Neurological Disorders ≫, Institut Blood and Brain @ Caen-Normandie, Cyceron, Caen, France.,CHU Caen, Department of Clinical Research, CHU Caen Côte de Nacre, Caen, France
| | - Carine Ali
- Normandie University, UNICAEN, INSERM, U1237, PhIND ≪ Physiopathology and Imaging of Neurological Disorders ≫, Institut Blood and Brain @ Caen-Normandie, Cyceron, Caen, France
| | - Clément Gakuba
- Normandie University, UNICAEN, INSERM, U1237, PhIND ≪ Physiopathology and Imaging of Neurological Disorders ≫, Institut Blood and Brain @ Caen-Normandie, Cyceron, Caen, France.,CHU de Caen Normandie, Service d'Anesthésie-Réanimation Chirurgicale, Caen, France
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Malinova V, Bleuel K, Stadelmann C, Iliev B, Tsogkas I, Psychogios MN, Rohde V, Mielke D. The impact of transcranial direct current stimulation on cerebral vasospasm in a rat model of subarachnoid hemorrhage. J Cereb Blood Flow Metab 2021; 41:2000-2009. [PMID: 33504272 PMCID: PMC8323336 DOI: 10.1177/0271678x21990130] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Transcranial direct current stimulation (tDCS) has been shown to induce changes in cortical excitability and perfusion in a rat ischemic stroke model. Since perfusion disturbances are a common phenomenon, not only in ischemic but also in hemorrhagic stroke, tDCS might have a possible beneficial effect on cerebral perfusion in hemorrhagic stroke as well. We applied tDCS in a rat model of subarachnoid hemorrhage (SAH) and evaluated its impact on vasospasm. SAH was induced using the double-hemorrhage rat model. TDCS was applied on day 3 and 4. For vasospasm assessment magnetic resonance angiography was performed on day 1, day 2 and day 5. A total of 147 rats were operated, whereat 72 rats died before day 5 and 75 rats survived the whole experiment and could be analyzed. The cathodal group consisted of 26 rats, the anodal group included 24 rats. Thirteen rats served as controls without tDCS, and twelve rats underwent a sham operation. The cathodal group revealed the lowest incidence of new vasospasm on day 5 (p = 0.01), and the lowest mean number of vasospastic vessels per rat (p = 0.02). TDCS influences the vasospasm incidence in an SAH-model in rats, where cathodal-tDCS was associated with a lower vasospasm incidence and severity.
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Affiliation(s)
- Vesna Malinova
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany
| | - Kim Bleuel
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany
| | - Christine Stadelmann
- Department of Neuropathology, University Medical Center Göttingen, Göttingen, Germany
| | - Bogdan Iliev
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany
| | - Ioannis Tsogkas
- Department of Neuroradiology, Clinic of Radiology and Nuclear Medicine, University Medicine Basel, Basel, Switzerland.,Department of Neuroradiology, University Medical Center Göttingen, Göttingen, Germany
| | - Marios N Psychogios
- Department of Neuroradiology, Clinic of Radiology and Nuclear Medicine, University Medicine Basel, Basel, Switzerland.,Department of Neuroradiology, University Medical Center Göttingen, Göttingen, Germany
| | - Veit Rohde
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany
| | - Dorothee Mielke
- Department of Neurosurgery, University Medical Center Göttingen, Göttingen, Germany
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Deng X, Liang C, Qian L, Zhang Q. miR-24 targets HMOX1 to regulate inflammation and neurofunction in rats with cerebral vasospasm after subarachnoid hemorrhage. Am J Transl Res 2021; 13:1064-1074. [PMID: 33841640 PMCID: PMC8014398] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Accepted: 01/11/2021] [Indexed: 06/12/2023]
Abstract
OBJECTIVE To investigate the effects of miR-24 and HMOX1 on the inflammatory response and neurological function in rats with cerebral vasospasm (CVS) after subarachnoid hemorrhage (SAH). METHODS Fifteen Sprague-Dawley rats were randomly assigned to the sham group (sham operation, treated with normal saline). Rat model of SAH-induced CVS was established in 90 rats, and these rats were randomly divided into the model, miR-24 NC (treated with miR-24-NC vector), miR-24 inhibitor (treated with miR-24 inhibitor vector), HMOX-NC (treated with HMOX1-NC vector), oe-HMOX1 (treated with HMOX1 overexpression vector), and miR-24 inhibitor + si-HMOX1 (treated with miR-24 inhibitor and si-HMOX1 vectors) groups. Adenoviral vectors containing the target sequences were injected into the hippocampus of the rats in the corresponding groups. Dual-luciferase reporter assay was conducted to verify the relationship between miR-24 and HMOX1. The learning and memory abilities, neurological function, cerebral edema, permeability of blood-brain barrier, myeloperoxidase activity, and levels of miR-24, HMOX1, interleukin-6, tumor necrosis factor-α, superoxide dismutase, and malondialdehyde in rats were examined. RESULTS miR-24 could negatively regulate HMOX1 expression. SAH-induced CVS was accompanied with increased miR-24 expression and decreased HMOX1 expression. Inhibiting miR-24 expression or enhancing the expression of its down streaming target, HMOX1, could partly reverse the increased oxidation and inflammation as well as functional deficits in the rats. Moreover, the effects of miR-24 inhibitor could be reversed by inhibiting HMOX1 expression. CONCLUSION miR-24 downregulation can promote HMOX1 expression, thereby decreasing the inflammatory response and improving the neurological function of rats with CVS after SAH.
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Affiliation(s)
- Xiaodong Deng
- Department of Neurosurgery, The First Affiliated Hospital of China Naval Medical UniversityShanghai City, China
| | - Chong Liang
- Department of Neurosurgery, Jinling Hospital, Nanjing University School of MedicineNanjing, Jiangsu Province, China
| | - Lei Qian
- Department of Neurosurgery, The First Affiliated Hospital of China Naval Medical UniversityShanghai City, China
| | - Qi Zhang
- Department of Cerebrovascular Diseases, Brain Hospital Affiliated to Tongji UniversityShanghai City, China
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6
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Mielke D, Bleuel K, Stadelmann C, Rohde V, Malinova V. The ESAS-score: A histological severity grading system of subarachnoid hemorrhage using the modified double hemorrhage model in rats. PLoS One 2020; 15:e0227349. [PMID: 32097426 PMCID: PMC7041796 DOI: 10.1371/journal.pone.0227349] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2019] [Accepted: 12/15/2019] [Indexed: 11/19/2022] Open
Abstract
Objective The amount of extravasated blood is an established surrogate marker for subarachnoid hemorrhage (SAH) severity, which varies in different experimental SAH (eSAH) models. A comprehensive eSAH grading system would allow a more reliable correlation of outcome parameters with SAH severity. The aim of this study was to define a severity score for eSAH related to the Fisher-Score in humans. Material and methods SAH was induced in 135 male rats using the modified double hemorrhage model. A sham group included 8 rats, in which saline solution instead of blood was injected. Histological analysis with HE(hematoxylin-eosin)-staining for the visualization of blood was performed in all rats on day 5. The amount and distribution of blood within the subarachnoid space and ventricles (IVH) was analyzed. Results The mortality rate was 49.6% (71/143). In all except five SAH rats, blood was visible within the subarachnoid space. As expected, no blood was detected in the sham group. The following eSAH severity score was established (ESAS-score): grade I: no SAH visible; grade II: local or diffuse thin SAH, no IVH; grade III: diffuse / thick layers of blood, no IVH; grade IV: additional IVH. Grade I was seen in five rats (7.9%), grade II in 28.6% (18/63), grade III in 41.3% (26/63) and grade IV in 22.2% (14/63) of the rats with eSAH. Conclusion The double hemorrhage model allows the induction of a high grade SAH in more than 60% of the rats, making it suitable for the evaluation of outcome parameters in severe SAH.
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Affiliation(s)
- Dorothee Mielke
- Department of Neurosurgery, Georg-August-University Göttingen, Göttingen, Germany
| | - Kim Bleuel
- Department of Neuropathology, Georg-August-University Göttingen, Göttingen, Germany
| | - Christine Stadelmann
- Department of Neuropathology, Georg-August-University Göttingen, Göttingen, Germany
| | - Veit Rohde
- Department of Neurosurgery, Georg-August-University Göttingen, Göttingen, Germany
| | - Vesna Malinova
- Department of Neurosurgery, Georg-August-University Göttingen, Göttingen, Germany
- * E-mail:
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Simader E, Budinsky L, Helbich TH, Sherif C, Höftberger R, Kasprian G, Raunegger T, Hacker P, Ankersmit HJ, Beer L, Haider T. Subarachnoid hemorrhage in rats - Visualizing blood distribution in vivo using gadolinium-enhanced magnetic resonance imaging: Technical note. J Neurosci Methods 2019; 325:108370. [PMID: 31326605 DOI: 10.1016/j.jneumeth.2019.108370] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2019] [Revised: 07/17/2019] [Accepted: 07/17/2019] [Indexed: 11/15/2022]
Abstract
BACKGROUND The aims of this study were to assess the feasibility of magnetic resonance imaging (MRI) to track the in vivo distribution of autologous, injected blood in a subarachnoid hemorrhage model (SAH), and to evaluate whether this technique results in observable morphological detriment. NEW METHOD We used an SAH model of stereotactic injection of autologous blood into the prechiasmatic cistern in Sprague Dawley rats. To visualize its in vivo distribution, a gadolinium-containing contrast agent was added to the autologous blood prior to injection. MRI was performed on a 9.4 T Bruker Biospec scanner preoperatively, as well as at variable time points between 30 min to 23 days after SAH. T1-weighted and diffusion-weighted images were acquired. The morphological examination was completed by a histopathological work-up. RESULTS Upon injection of contrast agent-enriched autologous blood, enhancement was observed in the entire subarachnoid space within 30 min of injection. Total clearance was noted at the first postoperative day. SAH induction did not result in changes in clinical scores or on histopathological or radiological images. COMPARISON WITH EXISTING METHODS We modified an established method to allow in vivo MRI monitoring of subarachnoid blood distribution in an SAH model. CONCLUSION This technique could be used to evaluate the distribution of blood components during the development of novel SAH models. Since no additional morphological detriment was observed, this technique could be used as a validation tool to verify correct application and induction in preclinical SAH models.
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Affiliation(s)
- Elisabeth Simader
- FFG Project 852748 "APOSEC", Medical University of Vienna, Department of Thoracic Surgery, Medical University of Vienna, Vienna, Austria; Department of Internal Medicine III, Division of Rheumatology, Medical University of Vienna, Vienna, Austria
| | - Lubos Budinsky
- Department of Biomedical Imaging and Image-guided Therapy, Division of Molecular and Gender Imaging, Medical University of Vienna, Vienna, Austria; Slovak Academy of Sciences, Bratislava, Slovakia
| | - Thomas H Helbich
- Department of Biomedical Imaging and Image-guided Therapy, Division of Molecular and Gender Imaging, Medical University of Vienna, Vienna, Austria
| | - Camillo Sherif
- Department of Neurosurgery, Krankenanstalt Rudolfstiftung, Vienna, Austria
| | | | - Gregor Kasprian
- Department of Biomedical Imaging and Image-guided Therapy, Division of Molecular and Gender Imaging, Medical University of Vienna, Vienna, Austria
| | - Thomas Raunegger
- FFG Project 852748 "APOSEC", Medical University of Vienna, Department of Thoracic Surgery, Medical University of Vienna, Vienna, Austria
| | - Philipp Hacker
- FFG Project 852748 "APOSEC", Medical University of Vienna, Department of Thoracic Surgery, Medical University of Vienna, Vienna, Austria
| | - Hendrik Jan Ankersmit
- FFG Project 852748 "APOSEC", Medical University of Vienna, Department of Thoracic Surgery, Medical University of Vienna, Vienna, Austria; Christian Doppler Laboratory for Cardiac and Thoracic Diagnosis and Regeneration, Vienna, Austria
| | - Lucian Beer
- Department of Biomedical Imaging and Image-guided Therapy, Division of Molecular and Gender Imaging, Medical University of Vienna, Vienna, Austria; Department of Radiology and Cancer Research UK Cambridge Center, Cambridge CB2 0QQ, UK
| | - Thomas Haider
- Department of Orthopedics and Trauma Surgery, Medical University of Vienna, Austria.
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