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Lundquist J, Shams N, Wallin M, Hallbäck M, Lönnqvist PA, Karlsson J. Capnodynamic end-expiratory lung volume assessment in anesthetized healthy children. Paediatr Anaesth 2024; 34:251-258. [PMID: 38055609 DOI: 10.1111/pan.14804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Revised: 10/18/2023] [Accepted: 11/21/2023] [Indexed: 12/08/2023]
Abstract
BACKGROUND Capnodynamic lung function monitoring generates variables that may be useful for pediatric perioperative ventilation. AIMS Establish normal values for end-expiratory lung volume CO2 in healthy children undergoing anesthesia and to compare these values to previously published values obtained with alternative end-expiratory lung volume methods. The secondary aim was to investigate the ability of end-expiratory lung volume CO2 to react to positive end-expiratory pressure-induced changes in end-expiratory lung volume. In addition, normal values for associated volumetric capnography lung function variables were examined. METHODS Fifteen pediatric patients with healthy lungs (median age 8 months, range 1-36 months) undergoing general anesthesia were examined before start of surgery. Tested variables were recorded at baseline positive end-expiratory pressure 3 cmH2 O, 1 and 3 min after positive end-expiratory pressure 10 cmH2 O and 3 min after returning to baseline positive end-expiratory pressure 3 cmH2 O. RESULTS Baseline end-expiratory lung volume CO2 was 32 mL kg-1 (95% CI 29-34 mL kg-1 ) which increased to 39 mL kg-1 (95% CI 35-43 mL kg-1 , p < .0001) and 37 mL kg-1 (95% CI 34-41 mL kg-1 , p = .0003) 1 and 3 min after positive end-expiratory pressure 10 cmH2 O, respectively. End-expiratory lung volume CO2 returned to baseline, 33 mL kg-1 (95% CI 29-37 mL kg-1 , p = .72) 3 min after re-establishing positive end-expiratory pressure 3 cmH2 O. Airway dead space increased from 1.1 mL kg-1 (95% CI 0.9-1.4 mL kg-1 ) to 1.4 (95% CI 1.1-1.8 mL kg-1 , p = .003) and 1.5 (95% CI 1.1-1.8 mL kg-1 , p < .0001) 1 and 3 min after positive end-expiratory pressure 10 cmH2 O, respectively, and 1.2 mL kg-1 (95% CI 0.9-1.4 mL kg-1 , p = .08) after 3 min of positive end-expiratory pressure 3 cmH2 O. Additional volumetric capnography and lung function variables showed no major changes in response to positive end-expiratory pressure variations. CONCLUSIONS Capnodynamic noninvasive and continuous end-expiratory lung volume CO2 values assessed during anesthesia in children were in close agreement with previously reported end-expiratory lung volume values generated by alternative methods. Furthermore, positive end-expiratory pressure changes resulted in physiologically expected end-expiratory lung volume CO2 responses in a timely manner, suggesting that it can be used to trend end-expiratory lung volume changes during anesthesia.
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Affiliation(s)
- Johanna Lundquist
- Pediatric perioperative medicine and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
| | - Niki Shams
- Pediatric perioperative medicine and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
| | - Mats Wallin
- Department of Physiology and Pharmacology (FYFA), C3, Eriksson I Lars, PA Lönnqvist group, Section of Anesthesiology and Intensive Care, Anestesi- och Intensivvårdsavdelningen, Karolinska Institute, Stockholm, Sweden
| | | | - Per-Arne Lönnqvist
- Pediatric perioperative medicine and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
- Department of Physiology and Pharmacology (FYFA), C3, Eriksson I Lars, PA Lönnqvist group, Section of Anesthesiology and Intensive Care, Anestesi- och Intensivvårdsavdelningen, Karolinska Institute, Stockholm, Sweden
| | - Jacob Karlsson
- Pediatric perioperative medicine and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
- Department of Physiology and Pharmacology (FYFA), C3, Eriksson I Lars, PA Lönnqvist group, Section of Anesthesiology and Intensive Care, Anestesi- och Intensivvårdsavdelningen, Karolinska Institute, Stockholm, Sweden
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Karlsson J, Hallbäck M, Svedmyr A, Lönnqvist PA, Wallin M. Standardized blood volume changes monitored by capnodynamic hemodynamic variables: An experimental comparative study in pigs. Acta Anaesthesiol Scand 2023. [PMID: 37184945 DOI: 10.1111/aas.14253] [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: 01/16/2022] [Revised: 03/15/2023] [Accepted: 04/11/2023] [Indexed: 05/16/2023]
Abstract
BACKGROUND The capnodynamic method, based on Volumetric capnography and differential Fick mathematics, assess cardiac output in mechanically ventilated subjects. Capnodynamic and established hemodynamic monitoring parameters' capability to depict alterations in blood volume were investigated in a model of standardized hemorrhage, followed by crystalloid and blood transfusion. METHODS Ten anesthetized piglets were subjected to controlled hemorrhage (450 mL), followed by isovolemic crystalloid bolus and blood re-transfusion. Intravascular blood volume, and all hemodynamic variables, were determined twice after each intervention. The investigated hemodynamic variables were: cardiac output and stroke volume for capnodynamics and pulse contour analysis, respectively, pulse pressure and stroke volume variability and mean arterial pressure. One-way ANOVA and Tukey's test for multiple comparisons were used to identify significant changes. Trending was assessed by correlation and concordance. RESULT Concordance against intravascular volume changes for capnodynamic cardiac output and stroke volume were 96 and 94%, with correlations r = .78 and .68, (p < .0001) with significant changes for 6 and 5 of the 6 measuring points, respectively. Mean arterial pressure and pulse pressure variation had a concordance of 85% and 87%, r = .67 (p < .0001) and r = -.45 (p < .0001), respectively, and both changed significantly for 3 of 6 measuring points. Pulse contour stroke volume variation, stroke volume and cardiac output, showed concordance and correlation of 76%, r = -.18 (p = .11), 63%, r = .28 (p = .01) and 50%, r = .31 (p = .007), respectively and significant change for 1, 1 and 0 of the measuring points, respectively. CONCLUSION Capnodynamic cardiac output and stroke volume did best depict the changes in intravascular blood volume. Pulse contour parameters did not follow volume changes in a reliable way.
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Affiliation(s)
- Jacob Karlsson
- Department of Paediatric Perioperative Medicine and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
- Department of Physiology and Pharmacology (Fysiologi och Farmakologi [FYFA]), Karolinska Institute, Stockholm, Sweden
| | | | - Anders Svedmyr
- Department of Paediatric Perioperative Medicine and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
- Department of Physiology and Pharmacology (Fysiologi och Farmakologi [FYFA]), Karolinska Institute, Stockholm, Sweden
| | - Per-Arne Lönnqvist
- Department of Paediatric Perioperative Medicine and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
- Department of Physiology and Pharmacology (Fysiologi och Farmakologi [FYFA]), Karolinska Institute, Stockholm, Sweden
| | - Mats Wallin
- Department of Physiology and Pharmacology (Fysiologi och Farmakologi [FYFA]), Karolinska Institute, Stockholm, Sweden
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Ufkes S, Zuercher M, Erdman L, Slorach C, Mertens L, Taylor KL. Automatic Prediction of Paediatric Cardiac Output From Echocardiograms Using Deep Learning Models. CJC PEDIATRIC AND CONGENITAL HEART DISEASE 2023; 2:12-19. [PMID: 37970100 PMCID: PMC10642111 DOI: 10.1016/j.cjcpc.2022.11.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/12/2022] [Accepted: 11/03/2022] [Indexed: 11/17/2023]
Abstract
Background Cardiac output (CO) perturbations are common and cause significant morbidity and mortality. Accurate CO assessment is crucial for guiding treatment in anaesthesia and critical care, but measurement is difficult, even for experts. Artificial intelligence methods show promise as alternatives for accurate, rapid CO assessment. Methods We reviewed paediatric echocardiograms with normal CO and a dilated cardiomyopathy patient group with reduced CO. Experts measured the left ventricular outflow tract diameter, velocity time integral, CO, and cardiac index (CI). EchoNet-Dynamic is a deep learning model for estimation of ejection fraction in adults. We modified this model to predict the left ventricular outflow tract diameter and retrained it on paediatric data. We developed a novel deep learning approach for velocity time integral estimation. The combined models enable automatic prediction of CO. We evaluated the models against expert measurements. Primary outcomes were root-mean-squared error, mean absolute error, mean average percentage error, and coefficient of determination (R2). Results In a test set unused during training, CI was estimated with the root-mean-squared error of 0.389 L/min/m2, mean absolute error of 0.321 L/min/m2, mean average percentage error of 10.8%, and R2 of 0.755. The Bland-Altman analysis showed that the models estimated CI with a bias of +0.14 L/min/m2 and 95% limits of agreement -0.58 to 0.86 L/min/m2. Conclusions Our model estimated CO with strong correlation to ground truth and a bias of 0.17 L/min, better than many CO measurements in paediatrics. Model pretraining enabled accurate estimation despite a small dataset. Potential uses include supporting clinicians in real-time bedside calculation of CO, identification of low-CO states, and treatment responses.
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Affiliation(s)
- Steven Ufkes
- Division of Genetics and Genome Biology, Centre for Computational Medicine, The Hospital for Sick Children, Research Institute, Toronto, Ontario, Canada
| | - Mael Zuercher
- Department of Anesthesia and Pain Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Anesthesia, Centre hospitalier universitaire Vaudois, Lausanne, Switzerland
| | - Lauren Erdman
- Division of Genetics and Genome Biology, Centre for Computational Medicine, The Hospital for Sick Children, Research Institute, Toronto, Ontario, Canada
| | - Cameron Slorach
- Department of Cardiology, The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Luc Mertens
- Department of Cardiology, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Pediatrics, University of Toronto, Toronto, Ontario, Canada
| | - Katherine L. Taylor
- Department of Anesthesia and Pain Medicine, The Hospital for Sick Children, Toronto, Ontario, Canada
- Department of Anesthesia, University of Toronto, Toronto, Ontario, Canada
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Karlsson J, Lönnqvist PA. Capnodynamics - noninvasive cardiac output and mixed venous oxygen saturation monitoring in children. Front Pediatr 2023; 11:1111270. [PMID: 36816378 PMCID: PMC9936087 DOI: 10.3389/fped.2023.1111270] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Accepted: 01/17/2023] [Indexed: 02/05/2023] Open
Abstract
Hemodynamic monitoring in children is challenging for many reasons. Technical limitations in combination with insufficient validation against reference methods, makes reliable monitoring systems difficult to establish. Since recent studies have highlighted perioperative cardiovascular stability as an important factor for patient outcome in pediatrics, the need for accurate hemodynamic monitoring methods in children is obvious. The development of mathematical processing of fast response mainstream capnography signals, has allowed for the development of capnodynamic hemodynamic monitoring. By inducing small changes in ventilation in intubated and mechanically ventilated patients, fluctuations in alveolar carbon dioxide are created. The subsequent changes in carbon dioxide elimination can be used to calculate the blood flow participating in gas exchange, i.e., effective pulmonary blood flow which equals the non-shunted pulmonary blood flow. Cardiac output can then be estimated and continuously monitored in a breath-by-breath fashion without the need for additional equipment, training, or calibration. In addition, the method allows for mixed venous oxygen saturation (SvO2) monitoring, without pulmonary artery catheterization. The current review will discuss the capnodyamic method and its application and limitation as well as future potential development and functions in pediatric patients.
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Affiliation(s)
- Jacob Karlsson
- Dept of Physiology & Pharmacology, Section of Anaesthesiology and Intensive Care, Karolinska University Hospital, Stockholm, Sweden.,Paediatric Perioperative Medicine & Intensive Care, Karolinska University Hospital, Stockholm, Sweden
| | - Per-Arne Lönnqvist
- Dept of Physiology & Pharmacology, Section of Anaesthesiology and Intensive Care, Karolinska University Hospital, Stockholm, Sweden.,Paediatric Perioperative Medicine & Intensive Care, Karolinska University Hospital, Stockholm, Sweden
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Karlsson J, Lönnqvist PA. Capnodynamics-Measuring cardiac output via ventilation. Paediatr Anaesth 2022; 32:255-261. [PMID: 34758163 DOI: 10.1111/pan.14329] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 10/21/2021] [Accepted: 11/03/2021] [Indexed: 12/12/2022]
Abstract
Recent studies have identified stable hemodynamics as a contributing factor to improve outcome in pediatric anesthesia. So far, most of the hemodynamic monitoring methods applied in children have been complex to apply and often not satisfactory validated. Standard mainstream carbon dioxide analysis in combination with real-time mathematical analysis of the measured capnography data has enabled the development of dynamic capnography, a non-invasively cardiac output monitoring method that can be applied without user practice or need for calibrations. Capnodynamic cardiac output assessment has been extensively validated against gold standard reference methods, both in experimental and clinical settings. This review will describe the principle behind dynamic capnography measurement of cardiac output and mixed venous oxygen saturation. Additionally, the methods limitations and challenges when applied in children will be delineated.
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Affiliation(s)
- Jacob Karlsson
- Department of Physiology and Pharmacology (FYFA), C3, Per-Arne Lönnqvist Group-Section of Anesthesiology and Intensive Care, Karolinska Institute, Stockholm, Sweden.,Pediatric perioperative medicine and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
| | - Per-Arne Lönnqvist
- Department of Physiology and Pharmacology (FYFA), C3, Per-Arne Lönnqvist Group-Section of Anesthesiology and Intensive Care, Karolinska Institute, Stockholm, Sweden.,Pediatric perioperative medicine and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
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Karlsson J, Lönnqvist PA. Blood pressure and flow in pediatric anesthesia: An educational review. Paediatr Anaesth 2022; 32:10-16. [PMID: 34741785 DOI: 10.1111/pan.14328] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/07/2021] [Revised: 10/31/2021] [Accepted: 11/02/2021] [Indexed: 01/01/2023]
Abstract
During recent years, a lot of interest has been focused on blood pressure in the context of pediatric anesthesia, trying to define what is normal in relation to age and what numeric values that should be regarded as hypotension, needing active intervention. However, blood pressure is mainly measured as a proxy for flow, that is, cardiac output. Thus, just focusing on specific blood pressure numbers may not necessarily be very useful or appropriate. The aim of this educational review is to put the issue of intraoperative blood pressure in the context of pediatric anesthesia in further perspective.
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Affiliation(s)
- Jacob Karlsson
- Karolinska Institute Department of Physiology and Pharmacology (FYFA), C3, Per-Arne Lönnqvist Group - Section of Anesthesiology and Intensive Care, Anestesi- och Intensivvårdsavdelningen, Stockholm, Sweden.,Pediatric perioperative medicine and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
| | - Per-Arne Lönnqvist
- Karolinska Institute Department of Physiology and Pharmacology (FYFA), C3, Per-Arne Lönnqvist Group - Section of Anesthesiology and Intensive Care, Anestesi- och Intensivvårdsavdelningen, Stockholm, Sweden.,Pediatric perioperative medicine and Intensive Care, Karolinska University Hospital, Stockholm, Sweden
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