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Jarmund AH, Kristiansen S, Leth-Olsen M, Vogt C, Nervik I, Torp H, Nielsen EW, Nyrnes SA. Perioperative Detection of Cerebral Fat Emboli From Bone Using High-Frequency Doppler Ultrasound. ULTRASOUND IN MEDICINE & BIOLOGY 2025; 51:138-148. [PMID: 39438224 DOI: 10.1016/j.ultrasmedbio.2024.09.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2024] [Revised: 08/26/2024] [Accepted: 09/22/2024] [Indexed: 10/25/2024]
Abstract
OBJECTIVE Fat embolism syndrome and cerebral fat emboli are rare yet serious conditions arising from systemic distribution of bone marrow emboli. Emboli are known to produce high-intensity transient signals (HITS) in a Doppler signal. We hypothesized that both intramedullary nailing in pigs and median sternotomy in human infants cause bone marrow release, that some of these cause cerebral emboli, and that these were detectable by a new cerebral doppler ultrasound monitoring system (NeoDoppler). We also aimed to describe the intensity of HITS generated during these procedures. METHODS Specific pathogen-free Norwegian landrace pigs were allocated to either bilateral femoral nailing or injection of autologous bone marrow (positive controls). Testing was carried out under continuous Doppler monitoring. Presence of cerebral emboli was confirmed with histology. NeoDoppler data from infants undergoing sternotomy prior to cardiac surgery were investigated for comparison. RESULTS Eleven of twelve pigs were monitored with cerebral Doppler ultrasound during femoral surgery. HITS were seen in five (45%). Brain biopsies demonstrated bone marrow emboli in 11 of the 12 (92%). Four positive control pigs received intraarterial injections of bone marrow, saline, or contrast, and strong HITS were detected in all pigs (100%). Median sternotomy in eight human infants was associated with a significant increase in embolic burden; the HITS intensity was lower than HITS in pigs. CONCLUSION High-frequency cerebral Doppler ultrasound is a valuable tool for perioperative monitoring that can detect emboli in real-time, but sensitivity and specificity for bone marrow emboli may be limited and size-dependent.
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Affiliation(s)
- Anders Hagen Jarmund
- Department of Circulation and Medical Imaging (ISB), NTNU - Norwegian University of Science and Technology, Trondheim, Norway; Children's Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway.
| | - Steinar Kristiansen
- Department of Surgery, Nordland Hospital Trust, Bodø, Norway; Faculty of Health Sciences, Institute of Clinical Medicine, Arctic University of Norway, Tromsø, Norway; Division of Emergency Medical Services, University hospital of Northern Norway, Tromsø, Norway
| | - Martin Leth-Olsen
- Department of Circulation and Medical Imaging (ISB), NTNU - Norwegian University of Science and Technology, Trondheim, Norway; Children's Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Christina Vogt
- Department of Clinical and Molecular Medicine (IKOM), NTNU, Trondheim, Norway; Department of Pathology, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
| | - Ingunn Nervik
- Cellular and Molecular Imaging Core Facility (CMIC), NTNU, Trondheim, Norway
| | - Hans Torp
- Department of Circulation and Medical Imaging (ISB), NTNU - Norwegian University of Science and Technology, Trondheim, Norway
| | - Erik Waage Nielsen
- Department of Surgery, Nordland Hospital Trust, Bodø, Norway; Department of Surgery, Nordland Hospital Trust, Bodø, Norway; Faculty of Nursing and Health Sciences, Nord University, Bodø, Norway; Department of Pain Medicine and Research, Oslo University Hospital and University of Oslo, Oslo, Norway
| | - Siri Ann Nyrnes
- Department of Circulation and Medical Imaging (ISB), NTNU - Norwegian University of Science and Technology, Trondheim, Norway; Children's Clinic, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway
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Keunen RWM, Daal SM, Romers GJ, Hoohenkerk GJF, van Kampen PM, Suyker WJL. Diagnostic Accuracy of an Algorithm for Discriminating Presumed Solid and Gaseous Microembolic Signals During Transcranial Doppler Examinations. ULTRASOUND IN MEDICINE & BIOLOGY 2023; 49:2483-2488. [PMID: 37709563 DOI: 10.1016/j.ultrasmedbio.2023.08.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Revised: 08/09/2023] [Accepted: 08/10/2023] [Indexed: 09/16/2023]
Abstract
OBJECTIVE The aim of the work described here was to assess the diagnostic accuracy of a new algorithm (SGA-a) for time-domain analysis of transcranial Doppler audio signals to discriminate presumed solid and gaseous microembolic signals and artifacts (SGAs). METHODS SGA-a was validated by human experts in an artifact cohort of 20 patients subjected to a 1-h transcranial Doppler exam before cardiac surgery (cohort 1). Emboli were validated in a cohort of 10 patients after aortic valve replacement in a 4-h monitoring period (cohort 2). The SGA misclassification rate was estimated by testing SGA-a on artifact-free test files of solid and gaseous emboli. RESULTS In cohort 1 (n = 24,429), artifacts were classified with an accuracy of 94.5%. In cohort 2 (n = 12,328), the accuracy in discriminating solid/gaseous emboli from artifacts was 85.6%. The 95% limits of agreement for, respectively, the numbers of presumed solids and gaseous emboli, artifacts and microembolic signals of undetermined origin were [-10, 10], [-14, 7] and [-9, 16], and the intra-class correction coefficients were 0.99, 0.99 and 0.99, respectively. The rate of misclassification of solid test files was 2%, and the rate of misclassification of gaseous test files was 12%. CONCLUSION SGA-a can detect presumed solid and gaseous microembolic signals and differentiate them from artifacts. SGA-a could be of value when both solid and gaseous emboli may jeopardize brain function such as seen during cardiac valve and/or aortic arch replacement procedures.
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Affiliation(s)
- Rudolf W M Keunen
- Department of Cardiac Surgery, Haga Teaching Hospitals, The Hague, The Netherlands.
| | - Sayonara M Daal
- Department of Cardiac Surgery, Haga Teaching Hospitals, The Hague, The Netherlands
| | | | | | | | - Willem J L Suyker
- Department of Cardiothoracic Surgery, University Medical Center Utrecht, Utrecht, The Netherlands
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Hersant J, Ramondou P, Douillet D, Abrard S, Vandeputte P, Lapébie FX, Abraham P, Henni S. Comparison between conventional duplex ultrasonography and the dual-gate Doppler mode for hemodynamic measurements of the carotid arteries. Ultrasonography 2022; 41:373-381. [PMID: 34974673 PMCID: PMC8942739 DOI: 10.14366/usg.21175] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 11/09/2021] [Indexed: 12/24/2022] Open
Abstract
Purpose This study investigated the correlations of hemodynamic parameters measured to quantify stenosis between the gold-standard duplex ultrasonography and the dual-gate Doppler mode. Methods Patients examined due to suspicion of carotid artery stenosis or for surveillance of known stenosis were invited to participate in this prospective single-center study. Upon acceptance, the hemodynamic characteristics of the carotid arteries were determined successively in standard duplex and dual-gate Doppler modes. The correlations between the two modes were analyzed by computing Pearson coefficients (r2) and Lin concordance coefficients (ρc). The degree of agreement between the two methods was visualized using Bland-Altman graphical representations. Results The correlation between internal carotid artery peak systolic velocity measured by standard duplex ultrasonography and dual-gate Doppler mode was good (r2=0.642). The same high level of correlation was observed for the carotid ratio (r2=0.544). However, the Bland-Altman graphical representation and the Lin concordance coefficients (ρc=0.75 and ρc=0.74 for the internal carotid artery peak systolic velocity and carotid ratio, respectively) showed that a lack of precision generated some discrepancies between the two measurement methods. Conclusion Although some discrepancies were observed, the hemodynamic measurements were closely correlated between the two ultrasonography modes. Therefore, the dual-gate Doppler mode may have obvious advantages over conventional ultrasonography, offering interesting development possibilities.
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Affiliation(s)
- Jeanne Hersant
- Vascular Medicine, University Hospital Center, Angers, France
| | - Pierre Ramondou
- Vascular Medicine, University Hospital Center, Angers, France
| | | | | | | | | | - Pierre Abraham
- Sports Medicine, University Hospital Center, Angers, France.,MitoVasc Institute UMR CNRS 6015/INSERM 1083, Faculty of Medicine, Angers University, Angers, France
| | - Samir Henni
- Vascular Medicine, University Hospital Center, Angers, France.,MitoVasc Institute UMR CNRS 6015/INSERM 1083, Faculty of Medicine, Angers University, Angers, France
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Imaduddin SM, LaRovere KL, Kussman BD, Heldt T. A Time-Frequency Approach for Cerebral Embolic Load Monitoring. IEEE Trans Biomed Eng 2020; 67:1007-1018. [DOI: 10.1109/tbme.2019.2927709] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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Cerebral Gaseous Microemboli are Detectable During Continuous Venovenous Hemodialysis in Critically Ill Patients: An Observational Pilot Study. J Neurosurg Anesthesiol 2018; 29:236-242. [PMID: 26998647 DOI: 10.1097/ana.0000000000000296] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Continuous venovenous hemodialysis (CVVHD) may generate microemboli that cross the pulmonary circulation and reach the brain. The aim of the present study was to quantify (load per time interval) and qualify (gaseous vs. solid) cerebral microemboli (CME), detected as high-intensity transient signals, using transcranial Doppler ultrasound. MATERIALS AND METHODS Twenty intensive care unit (ICU group) patients requiring CVVHD were examined. CME were recorded in both middle cerebral arteries for 30 minutes during CVVHD and a CVVHD-free interval. Twenty additional patients, hospitalized for orthopedic surgery, served as a non-ICU control group. Statistical analyses were performed using the Mann-Whitney U test or the Wilcoxon matched-pairs signed-rank test, followed by Bonferroni corrections for multiple comparisons. RESULTS In the non-ICU group, 48 (14.5-169.5) (median [range]) gaseous CME were detected. In the ICU group, the 67.5 (14.5-588.5) gaseous CME detected during the CVVHD-free interval increased 5-fold to 344.5 (59-1019) during CVVHD (P<0.001). The number of solid CME was low in all groups (non-ICU group: 2 [0-5.5]; ICU group CVVHD-free interval: 1.5 [0-14.25]; ICU group during CVVHD: 7 [3-27.75]). CONCLUSIONS This observational pilot study shows that CVVHD was associated with a higher gaseous but not solid CME burden in critically ill patients. Although the differentiation between gaseous and solid CME remains challenging, our finding may support the hypothesis of microbubble generation in the CVVHD circuit and its transpulmonary translocation toward the intracranial circulation. Importantly, the impact of gaseous and solid CME generated during CVVHD on brain integrity of critically ill patients currently remains unknown and is highly debated.
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Sombune P, Phienphanich P, Phuechpanpaisal S, Muengtaweepongsa S, Ruamthanthong A, Chazal PD, Tantibundhit C. Automated Cerebral Emboli Detection Using Adaptive Threshold and Adaptive Neuro-Fuzzy Inference System. IEEE ACCESS 2018; 6:55361-55371. [DOI: 10.1109/access.2018.2871136] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/03/2023]
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Halkos ME, Anderson A, Binongo JNG, Stringer A, Lasanajak Y, Thourani VH, Lattouf OM, Guyton RA, Baio KT, Sarin E, Keeling WB, Cook NR, Carssow K, Neill A, Glas KE, Puskas JD. Operative strategies to reduce cerebral embolic events during on- and off-pump coronary artery bypass surgery: A stratified, prospective randomized trial. J Thorac Cardiovasc Surg 2017; 154:1278-1285.e1. [PMID: 28728785 DOI: 10.1016/j.jtcvs.2017.04.089] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/10/2016] [Revised: 03/08/2017] [Accepted: 04/10/2017] [Indexed: 12/01/2022]
Abstract
OBJECTIVE To determine the impact of different aortic clamping strategies on the incidence of cerebral embolic events during coronary artery bypass grafting (CABG). METHODS Between 2012 and 2015, 142 patients with low-grade aortic disease (epiaortic ultrasound grade I/II) undergoing primary isolated CABG were studied. Those undergoing off-pump CABG were randomized to a partial clamp (n = 36) or clampless facilitating device (CFD; n = 36) strategy. Those undergoing on-pump CABG were randomized to a single-clamp (n = 34) or double-clamp (n = 36) strategy. Transcranial Doppler ultrasonography (TCD) was performed to identify high-intensity transient signals (HITS) in the middle cerebral arteries during periods of aortic manipulation. Neurocognitive testing was performed at baseline and 30-days postoperatively. The primary endpoint was total number of HITS detected by TCD. Groups were compared using the Mann-Whitney U test. RESULTS In the off-pump group, the median number of total HITS were higher in the CFD subgroup (30.0; interquartile range [IQR], 22-43) compared with the partial clamp subgroup (7.0; IQR, 0-16; P < .0001). In the CFD subgroup, the median number of total HITS was significantly lower for patients with 1 CFD compared with patients with >1 CFD (12.5 [IQR, 4-19] vs 36.0 [IQR, 25-47]; P = .001). In the on-pump group, the median number of total HITS was 10.0 (IQR, 3-17) in the single-clamp group, compared with 16.0 (IQR, 4-49) in the double-clamp group (P = .10). There were no differences in neurocognitive outcomes across the groups. CONCLUSIONS For patients with low-grade aortic disease, the use of CFDs was associated with an increased rate of cerebral embolic events compared with partial clamping during off-pump CABG. A single-clamp strategy during on-pump CABG did not significantly reduce embolic events compared with a double-clamp strategy.
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Affiliation(s)
- Michael E Halkos
- Division of Cardiothoracic Surgery, Emory University School of Medicine, Atlanta, Ga.
| | - Aaron Anderson
- Department of Neurology, Emory University School of Medicine, Atlanta, Ga
| | - Jose Nilo G Binongo
- Rollins School of Public Health, Emory University School of Medicine, Atlanta, Ga
| | - Anthony Stringer
- Department of Rehabilitation Medicine, Emory University School of Medicine, Atlanta, Ga
| | - Yi Lasanajak
- Rollins School of Public Health, Emory University School of Medicine, Atlanta, Ga
| | - Vinod H Thourani
- Division of Cardiothoracic Surgery, Emory University School of Medicine, Atlanta, Ga
| | - Omar M Lattouf
- Division of Cardiothoracic Surgery, Emory University School of Medicine, Atlanta, Ga
| | - Robert A Guyton
- Division of Cardiothoracic Surgery, Emory University School of Medicine, Atlanta, Ga
| | - Kim T Baio
- Division of Cardiothoracic Surgery, Emory University School of Medicine, Atlanta, Ga
| | - Eric Sarin
- Department of Cardiothoracic Surgery, Inova Fairfax Healthcare System, Falls Church, Va
| | - William B Keeling
- Division of Cardiothoracic Surgery, Emory University School of Medicine, Atlanta, Ga
| | - N Renee Cook
- Division of Cardiothoracic Surgery, Emory University School of Medicine, Atlanta, Ga
| | - Katherine Carssow
- Division of Cardiothoracic Surgery, Emory University School of Medicine, Atlanta, Ga
| | - Alexis Neill
- Division of Cardiothoracic Surgery, Emory University School of Medicine, Atlanta, Ga
| | - Kathryn E Glas
- Department of Anesthesiology, Emory University School of Medicine, Atlanta, Ga
| | - John D Puskas
- Department of Cardiothoracic Surgery, Mount Sinai University School of Medicine, New York, NY
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Kietaibl C, Engel A, Horvat Menih I, Huepfl M, Erdoes G, Kubista B, Ullrich R, Windhager R, Markstaller K, Klein K. Detection and differentiation of cerebral microemboli in patients undergoing major orthopaedic surgery using transcranial Doppler ultrasound. Br J Anaesth 2017; 118:400-406. [DOI: 10.1093/bja/aex001] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/09/2017] [Indexed: 01/28/2023] Open
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Ferroudji K, Benoudjit N, Bouakaz A. An automated microemboli detection and classification system using backscatter RF signals and differential evolution. AUSTRALASIAN PHYSICAL & ENGINEERING SCIENCES IN MEDICINE 2017; 40:85-99. [PMID: 28070749 DOI: 10.1007/s13246-016-0512-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2016] [Accepted: 11/28/2016] [Indexed: 01/20/2023]
Abstract
Embolic phenomena, whether air or particulate emboli, can induce immediate damages like heart attack or ischemic stroke. Embolus composition (gaseous or particulate matter) is vital in predicting clinically significant complications. Embolus detection using Doppler methods have shown their limits to differentiate solid and gaseous embolus. Radio-frequency (RF) ultrasound signals backscattered by the emboli contain additional information on the embolus in comparison to the traditionally used Doppler signals. Gaseous bubbles show a nonlinear behavior under specific conditions of the ultrasound excitation wave, this nonlinear behavior is exploited to differentiate solid from gaseous microemboli. In order to verify the usefulness of RF ultrasound signal processing in the detection and classification of microemboli, an in vitro set-up is developed. Sonovue micro bubbles are exploited to mimic the acoustic behavior of gaseous emboli. They are injected at two different concentrations (0.025 and 0.05 µl/ml) in a nonrecirculating flow phantom containing a tube of 0.8 mm in diameter. The tissue mimicking material surrounding the tube is chosen to imitate the acoustic behavior of solid emboli. Both gaseous and solid emboli are imaged using an Anthares ultrasound scanner with a probe emitting at a transmit frequency of 1.82 MHz and at two mechanical indices (MI) 0.2 and 0.6. We propose in this experimental study to exploit discrete wavelet transform and a dimensionality reduction algorithm based on differential evolution technique in the analysis and the characterization of the backscattered RF ultrasound signals from the emboli. Several features are evaluated from the detail coefficients. It should be noted that the features used in this study are the same used in the paper by Aydin et al. These all features are used as inputs to the classification models without using feature selection method. Then we perform feature selection using differential evolution algorithm with support vector machines classifier. The experimental results show clearly that our proposed method achieves better average classification rates compared to the results obtained in a previous study using also the same backscatter RF signals.
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Affiliation(s)
- Karim Ferroudji
- Laboratoire d'Automatique Avancée et d'Analyse des Systèmes (LAAAS), Université de Batna-2, Fesdis, Algeria.
| | - Nabil Benoudjit
- Laboratoire d'Automatique Avancée et d'Analyse des Systèmes (LAAAS), Université de Batna-2, Fesdis, Algeria
| | - Ayache Bouakaz
- UMR Inserm U930-Imagerie et cerveau, Université François Rabelais de Tours, Tours, France
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Banahan C, Rogerson Z, Rousseau C, Ramnarine KV, Evans DH, Chung EML. An in vitro comparison of embolus differentiation techniques for clinically significant macroemboli: dual-frequency technique versus frequency modulation method. ULTRASOUND IN MEDICINE & BIOLOGY 2014; 40:2642-2654. [PMID: 25218455 PMCID: PMC4195753 DOI: 10.1016/j.ultrasmedbio.2014.06.003] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/27/2014] [Revised: 05/12/2014] [Accepted: 06/03/2014] [Indexed: 06/03/2023]
Abstract
The ability to distinguish harmful solid cerebral emboli from gas bubbles intra-operatively has potential to direct interventions to reduce the risk of brain injury. In this in vitro study, two embolus discrimination techniques, dual-frequency (DF) and frequency modulation (FM) methods, are simultaneously compared to assess discrimination of potentially harmful large pieces of carotid plaque debris (0.5-1.55 mm) and thrombus-mimicking material (0.5-2 mm) from gas bubbles (0.01-2.5 mm). Detection of plaque and thrombus-mimic using the DF technique yielded disappointing results, with four out of five particles being misclassified (sensitivity: 18%; specificity: 89%). Although the FM method offered improved sensitivity, a higher number of false positives were observed (sensitivity: 72%; specificity: 50%). Optimum differentiation was achieved using the difference between peak embolus/blood ratio and mean embolus/blood ratio (sensitivity: 77%; specificity: 81%). We conclude that existing DF and FM techniques are unable to confidently distinguish large solid emboli from small gas bubbles (<50 μm).
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Affiliation(s)
- Caroline Banahan
- Medical Physics Department, University Hospitals of Leicester NHS Trust, Leicester, UK.
| | - Zach Rogerson
- Department of Physics, University of Leicester, Leicester, UK
| | - Clément Rousseau
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
| | | | - David H Evans
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
| | - Emma M L Chung
- Department of Cardiovascular Sciences, University of Leicester, Leicester, UK
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Abstract
Microembolic signals (MES) can be detected in many recipients of mechanical aortic valve prostheses by transcranial Doppler ultrasound. The nature and etiology of these MES have remained unclear for a long time. The solid and gaseous nature of MES are discussed, as well as whether or not MES may reflect artifacts. Recently, the gaseous nature of these MES has been widely established. To understand the physics of bubble formation related to mechanical heart valve prostheses, it is necessary to discuss the different types of cavitation occurring at the prostheses and the conditions leading to the degassing of blood. We describe the history of transcranial Doppler ultrasound-techniques and the current techniques in the measurement of these signals. Furthermore, the possible clinical impact of MES, as well as strategies for the design of new prostheses and surgical alternatives to diminish their load are discussed.
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Affiliation(s)
- Axel Nötzold
- Segeberger Kliniken GmbH, Department for Cardiac and Vascular Surgery, Am Kurpark 1, 23795 Bad Segeberg, Germany.
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Cerebrospinal Fluid Markers of Brain Injury, Inflammation, and Blood-Brain Barrier Dysfunction in Cardiac Surgery. Ann Thorac Surg 2012; 94:549-55. [DOI: 10.1016/j.athoracsur.2012.04.044] [Citation(s) in RCA: 76] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/18/2012] [Revised: 04/11/2012] [Accepted: 04/12/2012] [Indexed: 11/23/2022]
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Benoudjit N, Ferroudji K, Bahaz M, Bouakaz A. In vitro microemboli classification using neural network models and RF signals. ULTRASONICS 2011; 51:247-252. [PMID: 20888614 DOI: 10.1016/j.ultras.2010.09.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2010] [Revised: 08/29/2010] [Accepted: 09/05/2010] [Indexed: 05/29/2023]
Abstract
Emboli classification is of high clinical importance for selecting appropriate treatment for patients. Several ultrasonic (US) methods using Doppler processing have been used for emboli detection and classification as solid or gaseous matter. We suggest in this experimental study exploiting the Radio-Frequency (RF) signal backscattered by the emboli since they contain additional information on the embolus than the Doppler signal. The aim of the study is the analysis of RF signals using Multilayer Perceptron (MLP) and Radial-Basis Function Network (RBFN) in order to classify emboli. Anthares scanner with RF access was used with a transmit frequency of 1.82MHz at two mechanical indices (MI) 0.2 and 0.6. The mechanical index is given as the peak negative pressure (in MPa) divided by the square root of the frequency (in MHz). A Doppler flow phantom was used containing a 0.8mm diameter vessel surrounded by a tissue mimicking material. To imitate gas emboli US behaviour, Sonovue microbubbles were injected at two different doses (10μl and 5μl) in a nonrecirculating at a constant flow. The surrounding tissue was assumed to behave as a solid emboli. In order to mimic real clinical pathological situations, Sonovue concentration was chosen such that the fundamental scattering from the tissue and from the contrast were identical. The amplitudes and bandwidths of the fundamental and the 2nd harmonic components were selected as input parameters to the MLP and RBFN models. Moreover the frequency bandwidths of the fundamental and the 2nd harmonic echoes were approximated by Gaussian functions and the coefficients were used as a third input parameter to the neural network models. The results show that the Gaussian coefficients provide the highest rate of classification in comparison to the amplitudes and the bandwidths of the fundamental and the 2nd harmonic components. The classification rates reached 89.28% and 92.85% with MLP and RBFN models respectively. This short communication demonstrates the opportunity to classify emboli based on a RF signals and neural network analysis.
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Affiliation(s)
- N Benoudjit
- Laboratoire d'Electronique Avancée, Université de Batna, Algeria
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Abstract
Multimodality monitoring of cerebral physiology encompasses the application of different monitoring techniques and integration of several measured physiologic and biochemical variables into assessment of brain metabolism, structure, perfusion, and oxygenation status. Novel monitoring techniques include transcranial Doppler ultrasonography, neuroimaging, intracranial pressure, cerebral perfusion, and cerebral blood flow monitors, brain tissue oxygen tension monitoring, microdialysis, evoked potentials, and continuous electroencephalogram. Multimodality monitoring enables immediate detection and prevention of acute neurologic injury as well as appropriate intervention based on patients' individual disease states in the neurocritical care unit. Real-time analysis of cerebral physiologic, metabolic, and cardiovascular parameters simultaneously has broadened knowledge about complex brain pathophysiology and cerebral hemodynamics. Integration of this information allows for more precise diagnosis and optimization of management of patients with brain injury.
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Affiliation(s)
- Katja Elfriede Wartenberg
- Neurological Intensive Care Unit, New York Presbyterian Hospital, Columbia University Medical Center, 710 W. 168th Street, New York, NY 10032, USA
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Ng HS, Nygaard H, Hasenkam JM, Johansen P. Gaseous emboli detection based on a dual-wavelet transform analysis. Proc Inst Mech Eng H 2007; 221:687-98. [DOI: 10.1243/09544119jeim295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
Emboli monitoring is nowadays based on the assessment of microembolic signals by Doppler ultrasound. However, the present systems have problems in detecting multiple emboli. A more dedicated algorithm for post-processing of the recorded Doppler signals was proposed. Based on the hypothesis that single and multiple gaseous emboli can be quantified by combining discrete and continuous wavelet transformation, the aim of this study was to detect gaseous emboli and to validate our method visually. A flow rig was used where gaseous emboli were generated. Doppler signals and visual validation data of gaseous emboli were acquired simultaneously. Microembolic signals were extracted and analysed using wavelet transformation. Results were validated against a visual reference. At various degrees of bubble generation, the system had 100 per cent detection during a low frequency of bubble generation but an estimation error of 7.4 per cent during a high frequency of bubble generation. The estimation error varied between - 7.4 and +3 per cent. The system had a higher rate of success in detecting large gaseous emboli in small numbers than small gaseous emboli in large numbers. Single and double emboli were successfully detected and separated, whereas gaseous emboli clouds could be detected but not quantified. Being able to separate simultaneous gaseous emboli may offer new means of increasing detectability for embolism monitoring.
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Affiliation(s)
- H S Ng
- Department of Biomedical Engineering, Engineering College of Aarhus, Aarhus, Denmark
- Department of Cardiothoracic and Vascular Surgery and Institute of Clinical Medicine, Aarhus University Hospital, Aarhus, Denmark
| | - H Nygaard
- Department of Biomedical Engineering, Engineering College of Aarhus, Aarhus, Denmark
- Department of Cardiothoracic and Vascular Surgery and Institute of Clinical Medicine, Aarhus University Hospital, Aarhus, Denmark
| | - J M Hasenkam
- Department of Cardiothoracic and Vascular Surgery and Institute of Clinical Medicine, Aarhus University Hospital, Aarhus, Denmark
| | - P Johansen
- Department of Biomedical Engineering, Engineering College of Aarhus, Aarhus, Denmark
- Department of Cardiothoracic and Vascular Surgery and Institute of Clinical Medicine, Aarhus University Hospital, Aarhus, Denmark
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Abstract
Multimodality monitoring of cerebral physiology encompasses the application of different monitoring techniques and integration of several measured physiological and biochemical variables into the assessment of brain metabolism, structure, perfusion and oxygenation status, in addition to clinical evaluation. Novel monitoring techniques include transcranial Doppler ultrasonography, neuroimaging, intracranial pressure, cerebral perfusion and cerebral blood flow monitors, brain tissue oxygen tension monitoring, microdialysis, evoked potentials and continuous electroencephalography. Multimodality monitoring enables the immediate detection and prevention of acute neurological events, as well as appropriate intervention based on a patient’s individual disease state in the neurocritical care unit. Simultaneous real-time analysis of cerebral physiological, metabolic and cardiovascular parameters has broadened knowledge regarding complex brain pathophysiology and cerebral hemodynamics. Integration of this information allows for a more precise diagnosis and optimization of management of patients with brain injury.
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Affiliation(s)
- Katja Elfriede Wartenberg
- Columbia University, Division of Stroke and Critical Care, Neurological Institute, 710 West 168th Street, NY 10032, USA
| | - J Michael Schmidt
- Columbia University, Division of Stroke and Critical Care, Neurological Institute, 710 W, 168th Street, NY 10032, USA
| | - Derk W Krieger
- Cleveland Clinic Foundation, Section of Stroke and Neurologic Intensive Care, Department of Neurology, S91, 9500 Euclid Avenue, OH 44195, USA
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17
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Caplan LR, Wong KS, Gao S, Hennerici MG. Is Hypoperfusion an Important Cause of Strokes? If So, How? Cerebrovasc Dis 2006; 21:145-53. [PMID: 16401883 DOI: 10.1159/000090791] [Citation(s) in RCA: 107] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2005] [Accepted: 09/13/2005] [Indexed: 01/13/2023] Open
Abstract
Traditionally hypoperfusion and embolism are considered separate important causes of stroke in patients with arterial occlusive disease. However, although hypoperfusion and embolism differ in mechanisms and location, they generally coincide in severe obstructive lesions and cause washout disturbances of embolism in low perfusion territories distal to stenosis. Unless the collateral blood supply is sufficient to prevent ischemia, multiple remote spot-like infarctions occur within the hypoperfused brain territory. In border-zone distributed infarction - long suspected to result from hemodynamic compromise alone - complementary interaction of embolisation and hypoperfusion territories has to be considered. Thus hypoperfusion with embolism or embolism alone are the most common explanations for stroke, the former often associated with less severe clinical deficits than the latter.
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Affiliation(s)
- Louis R Caplan
- Department of Neurology, Beth Israel Deaconess Medical Center, Boston, Massachusetts, USA
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18
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Kudo T, Inoue Y, Nakamura H, Sugano N, Hirokawa M, Iwai T. Characteristics of Peripheral Microembolization During Iliac Stenting: Doppler Ultrasound Monitoring. Eur J Vasc Endovasc Surg 2005; 30:311-4. [PMID: 15890546 DOI: 10.1016/j.ejvs.2005.04.004] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2004] [Accepted: 04/04/2005] [Indexed: 11/20/2022]
Abstract
OBJECTIVE To evaluate the characteristics of distal microembolic signals (MES) during iliac stenting using Doppler ultrasound monitoring. DESIGN Prospective clinical study. METHODS A 2-MHz probe was used to monitor continuously at the ipsilateral tibioperoneal trunks during technically and hemodynamically successful iliac stenting in 10 patients without infrainguinal occlusive lesion. MESs at guide-wire, balloon, or stent crossing (phase 1), predilatation (phase 2), stent deployment (phase 3), postdilatation (phase 4), and contrast medium or heparinized saline injection (at injection) were analyzed. Differentiation of gaseous emboli from particulate emboli was achieved by calculation of the sample volume length. RESULTS No distal embolic complications were observed. Five hundred and forty-one MESs were detected. The MES incidence and intensity in phase 3 were significantly higher than those in phase 1, phase 2, and phase 4 (p<0.05). The MES intensity at injection was significantly higher than that in each of four phases (p<0.0001). CONCLUSIONS Both the MES incidence and intensity were highest at stent deployment. Further study is required of microembolism during endovascular procedures in the lower extremities.
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Affiliation(s)
- T Kudo
- Department of Vascular and Applied Surgery, Graduate School, Tokyo Medical and Dental University, Tokyo, Japan.
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19
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Wong KSL. Is the Measurement of Cerebral Microembolic Signals a Good Surrogate Marker for Evaluating the Efficacy of Antiplatelet Agents in the Prevention of Stroke? Eur Neurol 2005; 53:132-9. [PMID: 15860918 DOI: 10.1159/000085569] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2004] [Accepted: 01/27/2005] [Indexed: 11/19/2022]
Abstract
Stroke is difficult to treat with few treatment options. Until such time as appropriate therapeutic regimens are established, prevention, both in the primary and in the secondary setting, is of paramount importance. Evaluation of pharmacological agents for the prevention of stroke in conventional clinical studies has the advantage that the outcome parameter is a direct measure of efficacy, and the disadvantage that many patients must be recruited and many evaluations performed over an extended period to provide adequate statistical power, making such studies lengthy and costly. Measurement of cerebral microembolic signals (MES) using transcranial Doppler ultrasonography has been proposed as a useful surrogate end point to investigate new antiplatelet agents and to evaluate further the benefits of existing antiplatelet therapies. MES measurements may provide a means of more directly evaluating the pharmacological activity of an antiplatelet agent. However, does measurement of MES accurately predict efficacy in stroke prevention? This review evaluates recent studies where the relationship between MES and cerebral ischaemic events has been explored and studies where the effects of antiplatelet agents on MES rates have been investigated. Overall, there is a growing body of evidence to suggest that MES may be used as a surrogate marker for cerebral infarction and clinical events, thus allowing quick appraisal of the efficacy of antiplatelet agents. Studies currently in progress should provide further insight into the value of the measurement of MES in clinical studies in stroke prevention.
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Affiliation(s)
- K S Lawrence Wong
- Division of Neurology, Department of Medicine and Therapeutics, The Chinese University of Hong Kong, The Prince of Wales Hospital, Hong Kong, China.
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