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Reymond P, Roussinova E, Brina O, Hofmeister J, Bernava G, Rosi A, Galand W, Lovblad KO, Pereira VM, Bouri M, Machi P. Can micro-guidewire advancement forces predict clot consistency and location to assist the first-line technique for mechanical thrombectomy? J Neurointerv Surg 2024:jnis-2024-021477. [PMID: 38637149 DOI: 10.1136/jnis-2024-021477] [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: 01/11/2024] [Accepted: 04/02/2024] [Indexed: 04/20/2024]
Abstract
BACKGROUND The identification of specific clot characteristics before mechanical thrombectomy (MTB) might allow the selection of the most effective first-line technique, thus potentially improving the procedural outcome. We aimed to evaluate if the microwire push forces could extrapolate information on clot consistency and extension before MTB, based on clot mechanical properties. METHODS We measured in vitro the forces exerted on the proximal extremity of the guidewire during the advancement and retrieval of the guidewire through clot analogs of different compositions. In addition, we analyzed the forces exerted on the guidewire to extrapolate information about the location of the proximal and distal extremities of the clot analogs. RESULTS The maximum forces recorded during the whole penetration phase were significantly different for hard and soft clots (median values, 55.6 mN vs 15.4 mN, respectively; P<0.0001). The maximum slope of the force curves recorded during the advancement of the guidewire for the first 3 s of penetration also significantly differentiated soft from hard clot analogs (7.6 mN/s vs 23.9 mN/s, respectively; P<0.0001). In addition, the qualitative analysis of the shape of the force curves obtained during the advancement and retrieval of the guidewire showed a good potential for the identification of the proximal and distal edges of the clot analogs. CONCLUSION Our results demonstrated that it was possible to differentiate between soft and hard clot analogs. Furthermore, force measurements could give important information about the location of the clot extremities. Such an approach might support the selection of the first-line MTB technique, with the potential to improve the outcome.
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Affiliation(s)
- Philippe Reymond
- Neuroradiology, University Hospitals of Geneva, Geneva, Switzerland
| | - Evgenia Roussinova
- Translational Neural Engineering Lab (TNE), Swiss Federal Institute of Technology Lausanne, Lausanne, Switzerland
| | - Olivier Brina
- Neuroradiology, University Hospitals of Geneva, Geneva, Switzerland
| | | | | | - Andrea Rosi
- Neuroradiology, University Hospitals of Geneva, Geneva, Switzerland
| | - William Galand
- Biorobotics Laboratory (BioRob), Swiss Federal Institute of Technology Lausanne, EPFL, Lausanne, Switzerland
| | | | - Vitor M Pereira
- Department of Neurosurgery, Unity Health Toronto, Toronto, Ontario, Canada
| | - Mohamed Bouri
- Translational Neural Engineering Lab (TNE), Swiss Federal Institute of Technology Lausanne, Lausanne, Switzerland
- Biorobotics Laboratory (BioRob), Swiss Federal Institute of Technology Lausanne, EPFL, Lausanne, Switzerland
| | - Paolo Machi
- Neuroradiology, University Hospitals of Geneva, Geneva, Switzerland
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Bertalan G, Duparc R, Krepuska M, Toth D, Madjidyar J, Thurner P, Schubert T, Kulcsar Z. Dynamic Perviousness Predicts Revascularization Success in Acute Ischemic Stroke. Diagnostics (Basel) 2024; 14:535. [PMID: 38473007 DOI: 10.3390/diagnostics14050535] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2024] [Revised: 02/29/2024] [Accepted: 03/01/2024] [Indexed: 03/14/2024] Open
Abstract
BACKGROUND The predictive value of thrombus perviousness in acute ischemic stroke (AIS), as measured by computed tomography (CT), has been intensively studied with conflicting results. In this study, we investigate the predictive potential of the novel concept of dynamic perviousness using three-dimensional (3D) volumetric evaluation of occlusive thrombi. METHODS The full thrombus volume in 65 patients with a hyperdense artery sign on non-contrast CT (NCCT), who underwent mechanical thrombectomy (MT), was segmented. Perviousness maps were computed voxel-wise for the entire thrombus volume as thrombus attenuation increase (TAI) between NCCT and CT angiography (CTA) as well as between CTA and late venous phase CT (CTV). Perviousness was analyzed for its association with NIHSS at admission, Thrombolysis In Cerebral Infarction (TICI) score, and number of MT passes. RESULTS The mean late-uptake TAI of thrombi with NIHSS scores greater than 21 at admission was approximately 100% higher than for lower scored NIHSS (p between 0.05 and 0.005). Concerning revascularization results, thrombi requiring less than four MT passes had ca. 80% higher group mean late-uptake TAI than clots requiring four or more passes (p = 0.03), and thrombi with TICI score III had ca. 95% higher group mean late-uptake TAI than thrombi with TICI II (p = 0.03). Standard perviousness showed no significant correlation with MT results. CONCLUSION Standard thrombus perviousness of 3D clot volume is not associated with revascularization results in AIS. In contrast, dynamic perviousness assessed with a voxel-wise characterization of 3D thrombi volume may be a better predictor of MT outcomes than standard perviousness.
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Affiliation(s)
- Gergely Bertalan
- Department of Neuroradiology, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland
| | - Roxane Duparc
- Department of Neuroradiology, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland
| | - Miklos Krepuska
- Department of Neuroradiology, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland
| | - Daniel Toth
- Department of Neuroradiology, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland
| | - Jawid Madjidyar
- Department of Neuroradiology, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland
| | - Patrick Thurner
- Department of Neuroradiology, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland
| | - Tilman Schubert
- Department of Neuroradiology, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland
| | - Zsolt Kulcsar
- Department of Neuroradiology, University Hospital Zürich, Frauenklinikstrasse 10, 8091 Zürich, Switzerland
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Dai Y, Xu H, Fang X, Xiong X, Song Z, Hu S, Yu Y, Hu C, Zhang Y. Dual-energy CT in assessment of thrombus perviousness and its application in predicting outcomes after intravenous thrombolysis in acute ischemic stroke. Eur J Radiol 2023; 164:110861. [PMID: 37167682 DOI: 10.1016/j.ejrad.2023.110861] [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: 12/27/2022] [Revised: 04/02/2023] [Accepted: 05/02/2023] [Indexed: 05/13/2023]
Abstract
PURPOSE To evaluate the feasibility of using iodine overlay maps reconstructed from dual-energy CT (DECT) to assess thrombus perviousness and investigate its value in predicting outcomes after intravenous thrombolysis in patients with acute ischemic stroke. METHOD 86 patients with proximal intracranial occlusions of the anterior circulation who underwent intravenous thrombolysis were included in this study. Thrombus iodine concentrations (ICthrombus) and normalized iodine concentrations (NICthrombus) were compared to conventional perviousness parameters (thrombus attenuation increase, TAI; void fraction, ε and CTA-index). The associations between perviousness parameters and outcomes were analyzed by Spearman's correlation and regression analysis. RESULTS ICthrombus and NICthrombus were significantly correlated with conventional perviousness parameters (P < 0.001). The median ICthrombus was 6.81 (interquartile range [IQR], 4.76-8.73) mg/ml in the favorable functional outcome group, which was higher than 3.52 (IQR, 2.08-6.86) mg/ml in the unfavorable outcome group (P = 0.001). The median NICthrombus was 0.095 (IQR, 0.068-0.116) and 0.054 (IQR, 0.031-0.083) in the favorable and unfavorable outcome groups, respectively (P < 0.001). NICthrombus predicted favorable outcome with a higher area under the curve (AUC) of 0.755 than any conventional perviousness parameter (P < 0.05). In the multivariable regression model, ICthrombus was independently associated with favorable outcome (odds ratio [OR] = 1.472, 95 % CI: 1.154-1.877, P = 0.002) and successful recanalization (OR = 1.356, 95 % CI: 1.093-1.681, P = 0.006). ICthrombus was negatively correlated with the final infarct volume (FIV) (r = -0.262, P = 0.020). Results for NICthrombus were similar. CONCLUSIONS DECT is of great value in assessing thrombus perviousness. NICthrombus is a meaningful predictor of stroke prognosis and recanalization after intravenous thrombolysis in acute ischemic stroke.
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Affiliation(s)
- Yao Dai
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou 215006, China; Department of Radiology, Dushu Lake Hospital Affiliated to Soochow University, Suzhou 215124, China
| | - Haimin Xu
- Department of Radiology, Dushu Lake Hospital Affiliated to Soochow University, Suzhou 215124, China
| | - Xiang Fang
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou 215006, China
| | - Xing Xiong
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou 215006, China
| | - Ziyang Song
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou 215006, China
| | - Su Hu
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou 215006, China
| | - Yixing Yu
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou 215006, China
| | - Chunhong Hu
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou 215006, China.
| | - Yu Zhang
- Department of Radiology, Dushu Lake Hospital Affiliated to Soochow University, Suzhou 215124, China.
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A nomogram for predicting thrombus composition in stroke patients with large vessel occlusion: combination of thrombus density and perviousness with clinical features. Neuroradiology 2023; 65:371-380. [PMID: 36064806 DOI: 10.1007/s00234-022-03046-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Accepted: 08/24/2022] [Indexed: 01/25/2023]
Abstract
PURPOSE To establish a nomogram incorporating pretreatment imaging parameters and clinical characteristics for predicting the thrombus composition of acute ischemic stroke (AIS) with large vessel occlusion (LVO). METHODS We retrospectively enrolled patients with occlusion of the Middle Cerebral Artery (MCA) who underwent Mechanical Thrombectomy (MT). Retrieved thrombi were stained with Hematoxylin and Eosin (H&E) and Martius Scarlet Blue (MSB). Thrombi are assigned to the Fibrin-rich or RBC-rich group based on the relative fractions of Red Blood Cells (RBC), fibrin, and platelet. The independent risk factors for Fibrin-rich clots were determined via univariate and multivariate logistic regression analysis and were then integrated to establish a nomogram. RESULTS In total, 98 patients were included in this study. Patients with fibrin-rich clots had worse functional outcome [modified Rankin scale (mRS) 0-2, 34.7% vs 63.2%, p = 0.005], longer procedure time (76.8 min vs 50.8 min, p = 0.001), and increased maneuvers of MT (1.84 vs 1.46, p = 0.703) than those with RBC-rich clots. The independent risk factors for Fibrin-rich clots were lower perviousness measured by Non-Contrast Computer Tomography (NCCT) and CT Angiography (CTA), lower thrombus relative attenuation on NCCT, elevated Platelet-WBC ratio (PWR) of admission peripheral blood, and previous antithrombotic medication. The nomogram showed good discrimination with an area under the Receiver Operating Characteristic (ROC) curve (AUC) of 0.852 (95% CI: 0.778-0.926). The calibration curve and decision curve analysis also displayed satisfactory accuracy and clinical utility. CONCLUSION This study has developed and internally validated an easy-to-use nomogram which can help predict clot composition and optimize therapeutic strategies for thrombectomy.
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Pilato F, Valente I, Alexandre AM, Calandrelli R, Scarcia L, D’Argento F, Lozupone E, Arena V, Pedicelli A. Correlation between Thrombus Perviousness and Distal Embolization during Mechanical Thrombectomy in Acute Stroke. Diagnostics (Basel) 2023; 13:diagnostics13030431. [PMID: 36766536 PMCID: PMC9914329 DOI: 10.3390/diagnostics13030431] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 01/07/2023] [Accepted: 01/21/2023] [Indexed: 01/27/2023] Open
Abstract
PURPOSE Thrombus permeability has been related to clot composition and treatment outcomes in stroke patients undergoing reperfusion therapies. The aim of this study was to evaluate whether thrombus perviousness, evaluated by multiphase computed tomography angiography (mCTA), is associated with distal embolization risk. METHODS We interrogated our dataset of acute ischemic stroke (AIS) patients involving the M1 segment of the middle cerebral artery (MCA) who had undergone mechanical thrombectomy, and we calculated thrombus average attenuation measurement (dHU) on non-contrast CT (NCCT) and clot perviousness on mCTA. dHU was calculated as the difference between the thrombus HU average value (tHU) and the HU average value on the contralateral side (cHU), while perviousness was calculated as the difference in mean clot density on mCTA and NCCT both in arterial (Perviousness pre-post-1) and delayed (Perviousness pre-post 2) phases. RESULTS A total of 100 patients (53 females (53%), mean age 72.74 [± 2.31]) with M1 occlusion were available for analysis. Perviousness, calculated between baseline and arterial phase of mCTA (Perviousness pre-post1), was lower in patients with distal embolization (p = 0.05), revealing an association between reduced perviousness and distal embolization risk. Logistic regression showed that thrombus perviousness calculated on the arterial phase of mCTA (OR, 0.66; 95% CI, 0.44-0.99] (p = 0.04)) and the contact aspiration technique (OR, 0.39; 95% CI, 0.15-1.02] (p = 0.05)) were protecting factors against distal embolization. CONCLUSION Our study showed an association between reduced perviousness and distal embolization, suggesting that perviousness evaluation may be a useful neuroimaging biomarker in predicting distal embolization risk during mechanical thrombectomy.
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Affiliation(s)
- Fabio Pilato
- Department of Medicine and Surgery, Unit of Neurology, Neurophysiology, Neurobiology and Psichiatry, Università Campus Bio-Medico di Roma, Via Alvaro del Portillo, 00128 Roma, Italy
- Operative Research Unit of Neurology, Fondazione Policlinico Universitario Campus Bio-Medico, Via Alvaro del Portillo, 00128 Roma, Italy
- Correspondence:
| | - Iacopo Valente
- UOC Radiologia e Neuroradiologia, Polo Diagnostica Per Immagini, Radioterapia, Oncologia ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma—Area Diagnostica Per Immagini, 00168 Rome, Italy
| | - Andrea M. Alexandre
- UOC Radiologia e Neuroradiologia, Polo Diagnostica Per Immagini, Radioterapia, Oncologia ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma—Area Diagnostica Per Immagini, 00168 Rome, Italy
| | - Rosalinda Calandrelli
- UOC Radiologia e Neuroradiologia, Polo Diagnostica Per Immagini, Radioterapia, Oncologia ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma—Area Diagnostica Per Immagini, 00168 Rome, Italy
| | - Luca Scarcia
- UOC Radiologia e Neuroradiologia, Polo Diagnostica Per Immagini, Radioterapia, Oncologia ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma—Area Diagnostica Per Immagini, 00168 Rome, Italy
| | - Francesco D’Argento
- UOC Radiologia e Neuroradiologia, Polo Diagnostica Per Immagini, Radioterapia, Oncologia ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma—Area Diagnostica Per Immagini, 00168 Rome, Italy
| | - Emilio Lozupone
- Department of Neuroradiology, Vito Fazzi Hospital, 73100 Lecce, Italy
| | - Vincenzo Arena
- Istituto di Anatomia Patologica, Dipartimento Scienze della Salute della Donna, del Bambino e di Sanità Pubblica-Area Anatomia Patologica-Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Roma, Italy
| | - Alessandro Pedicelli
- UOC Radiologia e Neuroradiologia, Polo Diagnostica Per Immagini, Radioterapia, Oncologia ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma—Area Diagnostica Per Immagini, 00168 Rome, Italy
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Leonhardi J, Bailis N, Lerche M, Denecke T, Surov A, Meyer HJ. Computed Tomography Embolus Texture Analysis as a Prognostic Marker of Acute Pulmonary Embolism. Angiology 2022; 74:461-471. [PMID: 35973807 PMCID: PMC10070556 DOI: 10.1177/00033197221111862] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Texture analysis is a quantitative imaging analysis that provides novel biomarkers beyond conventional image reading. Our aim was to use texture analysis of pulmonary emboli derived from thoracic computed tomography for prediction of mortality and prognosis of acute pulmonary embolism (PE). Overall, 216 patients (116 female, 53.7%) were included in the analysis. Texture analysis was calculated on axial slices of the contrast enhanced pulmonary angiography of the proximal embolus. Clinical scores, serological parameters, need for intubation, intensive care unit (ICU) admission and mortality was assessed and correlated with the texture features. In the correlation analysis, there were several associations with mortality in days, the highest for the parameter S(0,5)SumVarnc (r = -0.43, P < 0.001). Another parameter, S(3,-3)AngScMom correlated with sepsis-related organ failure assessment score (SOFA)-score (r = 0.31, P < 0.001). Several texture features correlated with venous lactate and glucose levels. In discrimination analysis, there were significant differences in regard to texture features between survivors and non-survivors and between patients with and without the need for ICU admission (P = 0.02, respectively). These results highlight the potential clinical benefit of texture features in patients with acute PE as novel imaging biomarkers. Further studies are needed to validate these results.
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Affiliation(s)
- Jakob Leonhardi
- Department of Diagnostic and Interventional Radiology, 70622University of Leipzig, Leipzig, Germany
| | - Nikolaos Bailis
- Department of Diagnostic and Interventional Radiology, 70622University of Leipzig, Leipzig, Germany
| | - Marianne Lerche
- Department of Respiratory Medicine, University Hospital Leipzig, 70622University of Leipzig, Leipzig, Germany
| | - Timm Denecke
- Department of Diagnostic and Interventional Radiology, 70622University of Leipzig, Leipzig, Germany
| | - Alexey Surov
- Department of Radiology and Nuclear Medicine, 9376Otto von Guericke University, Magdeburg, Germany
| | - Hans-Jonas Meyer
- Department of Diagnostic and Interventional Radiology, 70622University of Leipzig, Leipzig, Germany
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Mueck F, Hernandez Petzsche M, Boeckh-Behrens T, Maegerlein C, Linsenmaier U, Scaglione M, Zimmer C, Ikenberg B, Berndt M. CT Marker in Emergency Imaging of Acute Basilar Artery Occlusion: Thrombosis vs. Embolism. Diagnostics (Basel) 2022; 12:diagnostics12081817. [PMID: 36010168 PMCID: PMC9406658 DOI: 10.3390/diagnostics12081817] [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: 05/30/2022] [Revised: 07/23/2022] [Accepted: 07/25/2022] [Indexed: 12/02/2022] Open
Abstract
Purpose: Acute basilar artery occlusion, a neurovascular emergency leading to high rates of morbidity and mortality, is usually diagnosed by CT imaging. The outcome is partly dependent on etiology, with a worse outcome in occlusions with underlying basilar artery stenosis. As this occlusion type requires a more complex angiographic therapy, this study aimed to develop new CT markers in emergency admission imaging to rapidly identify underlying stenosis. Methods: A total of 213 consecutive patients (female n = 91, age in years (mean/SD/range): 72/13/28−97), who received endovascular treatment at a single comprehensive stroke center for acute basilar artery occlusion, were included in this study. After applying strict inclusion criteria for imaging analyses, novel CT imaging markers, such as ‘absolute density loss’ (ADL) and relative thrombus attenuation (CTA-index), that measure perviousness, were assessed for n = 109 patients by use of CT-angiography and correlated to different occlusion patterns (thrombotic vs. embolic). Inter-observer agreement was assessed using an intraclass correlation coefficient for independent measures of a radiologist and a neuroradiologist. Associations between the imaging markers and clinical and interventional parameters were tested. Results: CT markers differ between the subgroups of basilar artery occlusions with and without underlying stenosis (for ADL: 169 vs. 227 HU (p = 0.03), for CTA-index: 0.55 vs. 0.70 (p < 0.001)), indicating a higher perviousness in the case of stenosis. A good inter-rater agreement was observed for ADL and CTA-index measures (ICC 0.92/0.88). For the case of embolic occlusions, a more pervious thrombus correlates to shorter time intervals, longer procedure times, and worse reperfusion success (p-values < 0.05, respectively). Conclusions: ADL and CTA-index are easy to assess in the emergency setting of acute basilar artery occlusion with the use of routinely acquired CT-angiography. They show a high potential to differentiate thrombotic from embolic occlusions, with an impact on therapeutic decisions and angiographic procedures. Measurements can be quickly performed with good reliability, facilitating implementation in clinical practice.
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Affiliation(s)
- Fabian Mueck
- Institute for Diagnostic and Interventional Radiology, HELIOS Clinics Munich West, Munich Perlach & Augustinum Munich, 81241 Munich, Germany; (F.M.); (U.L.)
| | - Moritz Hernandez Petzsche
- Department of Diagnostic and Interventional Neuroradiology, Klinikum Rechts der Isar, School of Medicine, Technical University of Munich, 81675 Munich, Germany; (M.H.P.); (T.B.-B.); (C.M.); (C.Z.)
| | - Tobias Boeckh-Behrens
- Department of Diagnostic and Interventional Neuroradiology, Klinikum Rechts der Isar, School of Medicine, Technical University of Munich, 81675 Munich, Germany; (M.H.P.); (T.B.-B.); (C.M.); (C.Z.)
| | - Christian Maegerlein
- Department of Diagnostic and Interventional Neuroradiology, Klinikum Rechts der Isar, School of Medicine, Technical University of Munich, 81675 Munich, Germany; (M.H.P.); (T.B.-B.); (C.M.); (C.Z.)
| | - Ulrich Linsenmaier
- Institute for Diagnostic and Interventional Radiology, HELIOS Clinics Munich West, Munich Perlach & Augustinum Munich, 81241 Munich, Germany; (F.M.); (U.L.)
| | - Mariano Scaglione
- Department of Radiology, University of Sassari, 07100 Sassari SS, IT and James Cook University Hospital, Middlesbrough TS4 3BW, UK;
| | - Claus Zimmer
- Department of Diagnostic and Interventional Neuroradiology, Klinikum Rechts der Isar, School of Medicine, Technical University of Munich, 81675 Munich, Germany; (M.H.P.); (T.B.-B.); (C.M.); (C.Z.)
| | - Benno Ikenberg
- Department of Neurology, Klinikum Rechts der Isar, School of Medicine, Technical University of Munich, 81675 Munich, Germany;
| | - Maria Berndt
- Department of Diagnostic and Interventional Neuroradiology, Klinikum Rechts der Isar, School of Medicine, Technical University of Munich, 81675 Munich, Germany; (M.H.P.); (T.B.-B.); (C.M.); (C.Z.)
- Correspondence:
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Mishra NK, Liebeskind DS. Artificial Intelligence in Stroke. Artif Intell Med 2022. [DOI: 10.1007/978-3-030-64573-1_197] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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9
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Hanning U, Sporns PB, Psychogios MN, Jeibmann A, Minnerup J, Gelderblom M, Schulte K, Nawabi J, Broocks G, Meyer L, Krähling H, Brehm A, Wildgruber M, Fiehler J, Kniep H. Imaging-based prediction of histological clot composition from admission CT imaging. J Neurointerv Surg 2021; 13:1053-1057. [PMID: 33483457 DOI: 10.1136/neurintsurg-2020-016774] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Revised: 12/14/2020] [Accepted: 12/23/2020] [Indexed: 01/31/2023]
Abstract
BACKGROUND Thrombus composition has been shown to be a major determinant of recanalization success and occurrence of complications in mechanical thrombectomy. The most important parameters of thrombus behavior during interventional procedures are relative fractions of fibrin and red blood cells (RBCs). We hypothesized that quantitative information from admission non-contrast CT (NCCT) and CT angiography (CTA) can be used for machine learning based prediction of thrombus composition. METHODS The analysis included 112 patients with occlusion of the carotid-T or middle cerebral artery who underwent thrombectomy. Thrombi samples were histologically analyzed and fractions of fibrin and RBCs were determined. Thrombi were semi-automatically delineated in CTA scans and NCCT scans were registered to the same space. Two regions of interest (ROIs) were defined for each thrombus: small-diameter ROIs capture vessel walls and thrombi, large-diameter ROIs reflect peri-vascular tissue responses. 4844 quantitative image markers were extracted and evaluated for their ability to predict thrombus composition using random forest algorithms in a nested fivefold cross validation. RESULTS Test set receiver operating characteristic area under the curve was 0.83 (95% CI 0.80 to 0.87) for differentiating RBC-rich thrombi and 0.84 (95% CI 0.80 to 0.87) for differentiating fibrin-rich thrombi. At maximum Youden-Index, RBC-rich thrombi were identified at 77% sensitivity and 74% specificity; for fibrin-rich thrombi the classifier reached 81% sensitivity at 73% specificity. CONCLUSIONS Machine learning based analysis of admission imaging allows for prediction of clot composition. Perspectively, such an approach could allow selection of clot-specific devices and retrieval procedures for personalized thrombectomy strategies.
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Affiliation(s)
- Uta Hanning
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Peter B Sporns
- Department of Neuroradiology, Clinic of Radiology and Nuclear Medicine, University Hospital Basel, Basel, Switzerland
| | - Marios N Psychogios
- Department of Neuroradiology, Clinic of Radiology and Nuclear Medicine, University Hospital Basel, Basel, Switzerland
| | - Astrid Jeibmann
- Institute of Neuropathology, University Hospital Münster, Münster, Germany
| | - Jens Minnerup
- Department of Neurology, University Hospital Münster, Münster, Germany
| | - Mathias Gelderblom
- Department of Neurology, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Karolin Schulte
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Jawed Nawabi
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg Eppendorf, Hamburg, Germany.,Department of Radiology, Charité School of Medicine and University Hospital Berlin, Berlin, Germany
| | - Gabriel Broocks
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Lukas Meyer
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Hermann Krähling
- Institute of Neuropathology, University Hospital Münster, Münster, Germany
| | - Alex Brehm
- Department of Neuroradiology, Clinic of Radiology and Nuclear Medicine, University Hospital Basel, Basel, Switzerland
| | - Moritz Wildgruber
- Department of Radiology, Ludwig-Maximilians-University (LMU) Munich, Munich, Germany
| | - Jens Fiehler
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg Eppendorf, Hamburg, Germany
| | - Helge Kniep
- Department of Diagnostic and Interventional Neuroradiology, University Medical Center Hamburg Eppendorf, Hamburg, Germany
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Artificial Intelligence in Stroke. Artif Intell Med 2021. [DOI: 10.1007/978-3-030-58080-3_197-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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