1
|
Fedriga M, Martini S, Iodice FG, Sortica da Costa C, Pezzato S, Moscatelli A, Beqiri E, Czosnyka M, Smielewski P, Agrawal S. Cerebral autoregulation in pediatric and neonatal intensive care: A scoping review. J Cereb Blood Flow Metab 2024; 44:1208-1226. [PMID: 38867574 DOI: 10.1177/0271678x241261944] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/14/2024]
Abstract
Deranged cerebral autoregulation (CA) is associated with worse outcome in adult brain injury. Strategies for monitoring CA and maintaining the brain at its 'best CA status' have been implemented, however, this approach has not yet developed for the paediatric population. This scoping review aims to find up-to-date evidence on CA assessment in children and neonates with a view to identify patient categories in which CA has been measured so far, CA monitoring methods and its relationship with clinical outcome if any. A literature search was conducted for studies published within 31st December 2022 in 3 bibliographic databases. Out of 494 papers screened, this review includes 135 studies. Our literature search reveals evidence for CA measurement in the paediatric population across different diagnostic categories and age groups. The techniques adopted, indices and thresholds used to assess and define CA are heterogeneous. We discuss the relevance of available evidence for CA assessment in the paediatric population. However, due to small number of studies and heterogeneity of methods used, there is no conclusive evidence to support universal adoption of CA monitoring, technique, and methodology. This calls for further work to understand the clinical impact of CA monitoring in paediatric and neonatal intensive care.
Collapse
Affiliation(s)
- Marta Fedriga
- Neonatal and Paediatric Intensive Care Unit, IRCCS Giannina Gaslini Institute, Genoa, Italy
| | - Silvia Martini
- Neonatal Intensive Care Unit, IRCCS AOUBO, Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy
| | - Francesca G Iodice
- Paediatric Cardiac Anaesthesia and Intensive Care Unit, IRCCS, Bambino Gesu' Hospital, Rome, Italy
| | | | - Stefano Pezzato
- Neonatal and Paediatric Intensive Care Unit, IRCCS Giannina Gaslini Institute, Genoa, Italy
| | - Andrea Moscatelli
- Neonatal and Paediatric Intensive Care Unit, IRCCS Giannina Gaslini Institute, Genoa, Italy
| | - Erta Beqiri
- Brain Physics Laboratory, Division of Neurosurgery, Department of Clinical Neurosciences, University of Cambridge, UK
| | - Marek Czosnyka
- Brain Physics Laboratory, Division of Neurosurgery, Department of Clinical Neurosciences, University of Cambridge, UK
| | - Peter Smielewski
- Brain Physics Laboratory, Division of Neurosurgery, Department of Clinical Neurosciences, University of Cambridge, UK
| | - Shruti Agrawal
- Department of Paediatric Intensive Care, Addenbrooke's Hospital, University of Cambridge, Cambridge, UK
| |
Collapse
|
2
|
Martini S, Thewissen L, Austin T, da Costa CS, de Boode WP, Dempsey E, Kooi E, Pellicer A, Rhee CJ, Riera J, Wolf M, Wong F. Near-infrared spectroscopy monitoring of neonatal cerebrovascular reactivity: where are we now? Pediatr Res 2024; 96:884-895. [PMID: 36997690 DOI: 10.1038/s41390-023-02574-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Revised: 02/09/2023] [Accepted: 02/17/2023] [Indexed: 06/19/2023]
Abstract
Cerebrovascular reactivity defines the ability of the cerebral vasculature to regulate its resistance in response to both local and systemic factors to ensure an adequate cerebral blood flow to meet the metabolic demands of the brain. The increasing adoption of near-infrared spectroscopy (NIRS) for non-invasive monitoring of cerebral oxygenation and perfusion allowed investigation of the mechanisms underlying cerebrovascular reactivity in the neonatal population, confirming important associations with pathological conditions including the development of brain injury and adverse neurodevelopmental outcomes. However, the current literature on neonatal cerebrovascular reactivity is mainly still based on small, observational studies and is characterised by methodological heterogeneity; this has hindered the routine application of NIRS-based monitoring of cerebrovascular reactivity to identify infants most at risk of brain injury. This review aims (1) to provide an updated review on neonatal cerebrovascular reactivity, assessed using NIRS; (2) to identify critical points that need to be addressed with targeted research; and (3) to propose feasibility trials in order to fill the current knowledge gaps and to possibly develop a preventive or curative approach for preterm brain injury. IMPACT: NIRS monitoring has been largely applied in neonatal research to assess cerebrovascular reactivity in response to blood pressure, PaCO2 and other biochemical or metabolic factors, providing novel insights into the pathophysiological mechanisms underlying cerebral blood flow regulation. Despite these insights, the current literature shows important pitfalls that would benefit to be addressed in a series of targeted trials, proposed in the present review, in order to translate the assessment of cerebrovascular reactivity into routine monitoring in neonatal clinical practice.
Collapse
Affiliation(s)
- Silvia Martini
- Neonatal Intensive Care Unit, IRCCS AOU S. Orsola, Department of Medical and Surgical Sciences, University of Bologna, Bologna, Italy.
| | | | - Topun Austin
- Neonatal Intensive Care Unit, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | | | - Willem P de Boode
- Department of Neonatology, Radboud University Medical Center, Radboud Institute for Health Sciences, Amalia Children's Hospital, Nijmegen, The Netherlands
| | - Eugene Dempsey
- Department of Paediatrics and Child Health, INFANT Centre, University College Cork, Cork, Ireland
| | - Elisabeth Kooi
- Division of Neonatology, Beatrix Children's Hospital, University Medical Center, University of Groningen, Groningen, The Netherlands
| | - Adelina Pellicer
- Department of Neonatology, La Paz University Hospital, Madrid, Spain
| | - Christopher J Rhee
- Section of Neonatology, Baylor College of Medicine, Texas Children's Hospital, Houston, TX, USA
| | - Joan Riera
- Department of Neonatology, La Paz University Hospital, Madrid, Spain
- Center for Biomedical Technology, Technical University, Madrid, Spain
| | - Martin Wolf
- Biomedical Optics Research Laboratory, Department of Neonatology, University Hospital Zurich, Zurich, Switzerland
| | - Flora Wong
- Monash Newborn, Monash Children's Hospital, Hudson Institute of Medical Research, Department of Paediatrics, Monash University, Melbourne, VIC, Australia
| |
Collapse
|
3
|
Brassard P, Roy MA, Burma JS, Labrecque L, Smirl JD. Quantification of dynamic cerebral autoregulation: welcome to the jungle! Clin Auton Res 2023; 33:791-810. [PMID: 37758907 DOI: 10.1007/s10286-023-00986-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Accepted: 09/11/2023] [Indexed: 09/29/2023]
Abstract
PURPOSE Patients with dysautonomia often experience symptoms such as dizziness, syncope, blurred vision and brain fog. Dynamic cerebral autoregulation, or the ability of the cerebrovasculature to react to transient changes in arterial blood pressure, could be associated with these symptoms. METHODS In this narrative review, we go beyond the classical view of cerebral autoregulation to discuss dynamic cerebral autoregulation, focusing on recent advances pitfalls and future directions. RESULTS Following some historical background, this narrative review provides a brief overview of the concept of cerebral autoregulation, with a focus on the quantification of dynamic cerebral autoregulation. We then discuss the main protocols and analytical approaches to assess dynamic cerebral autoregulation, including recent advances and important issues which need to be tackled. CONCLUSION The researcher or clinician new to this field needs an adequate comprehension of the toolbox they have to adequately assess, and interpret, the complex relationship between arterial blood pressure and cerebral blood flow in healthy individuals and clinical populations, including patients with autonomic disorders.
Collapse
Affiliation(s)
- Patrice Brassard
- Department of Kinesiology, Faculty of Medicine, Université Laval, Québec, Canada.
- Research center of the Institut Universitaire de Cardiologie et de Pneumologie de Québec, Québec, Canada.
| | - Marc-Antoine Roy
- Department of Kinesiology, Faculty of Medicine, Université Laval, Québec, Canada
- Research center of the Institut Universitaire de Cardiologie et de Pneumologie de Québec, Québec, Canada
| | - Joel S Burma
- Cerebrovascular Concussion Laboratory, Faculty of Kinesiology, University of Calgary, Calgary, AB, Canada
- Sport Injury Prevention Research Centre, Faculty of Kinesiology, University of Calgary, Calgary, AB, Canada
- Integrated Concussion Research Program, University of Calgary, Calgary, AB, Canada
- Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada
- Libin Cardiovascular Institute of Alberta, University of Calgary, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
- Human Performance Laboratory, Faculty of Kinesiology, University of Calgary, Calgary, AB, Canada
| | - Lawrence Labrecque
- Department of Kinesiology, Faculty of Medicine, Université Laval, Québec, Canada
- Research center of the Institut Universitaire de Cardiologie et de Pneumologie de Québec, Québec, Canada
| | - Jonathan D Smirl
- Cerebrovascular Concussion Laboratory, Faculty of Kinesiology, University of Calgary, Calgary, AB, Canada
- Sport Injury Prevention Research Centre, Faculty of Kinesiology, University of Calgary, Calgary, AB, Canada
- Integrated Concussion Research Program, University of Calgary, Calgary, AB, Canada
- Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada
- Libin Cardiovascular Institute of Alberta, University of Calgary, Calgary, AB, Canada
- Hotchkiss Brain Institute, University of Calgary, Calgary, AB, Canada
- Human Performance Laboratory, Faculty of Kinesiology, University of Calgary, Calgary, AB, Canada
| |
Collapse
|
4
|
Pfurtscheller D, Baik-Schneditz N, Schwaberger B, Urlesberger B, Pichler G. Insights into Neonatal Cerebral Autoregulation by Blood Pressure Monitoring and Cerebral Tissue Oxygenation: A Qualitative Systematic Review. CHILDREN (BASEL, SWITZERLAND) 2023; 10:1304. [PMID: 37628303 PMCID: PMC10453558 DOI: 10.3390/children10081304] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 07/20/2023] [Accepted: 07/26/2023] [Indexed: 08/27/2023]
Abstract
OBJECTIVE The aim of this qualitative systematic review was to identify publications on blood pressure monitoring in combination with cerebral tissue oxygenation monitoring during the first week after birth focusing on cerebral autoregulation. METHODS A systematic search was performed on PubMed. The following search terms were used: infants/newborn/neonates, blood pressure/systolic/diastolic/mean/MAP/SAP/DAP, near-infrared spectroscopy, oxygenation/saturation/oxygen, and brain/cerebral. Additional studies were identified by a manual search of references in the retrieved studies and reviews. Only human studies were included. RESULTS Thirty-one studies focused on preterm neonates, while five included preterm and term neonates. In stable term neonates, intact cerebral autoregulation was shown by combining cerebral tissue oxygenation and blood pressure during immediate transition, while impaired autoregulation was observed in preterm neonates with respiratory support. Within the first 24 h, stable preterm neonates had reduced cerebral tissue oxygenation with intact cerebral autoregulation, while sick neonates showed a higher prevalence of impaired autoregulation. Further cardio-circulatory treatment had a limited effect on cerebral autoregulation. Impaired autoregulation, with dependency on blood pressure and cerebral tissue oxygenation, increased the risk of intraventricular hemorrhage and abnormal neurodevelopmental outcomes. CONCLUSIONS Integrating blood pressure monitoring with cerebral tissue oxygenation measurements has the potential to improve treatment decisions and optimizes neurodevelopmental outcomes in high-risk neonates.
Collapse
Affiliation(s)
- Daniel Pfurtscheller
- Division of Neonatology, Department of Pediatrics and Adolescent Medicine, Medical University of Graz, 8036 Graz, Austria; (D.P.); (N.B.-S.); (B.S.); (B.U.)
- Research Unit for Neonatal Micro- and Macrocirculation, Department of Pediatrics and Adolescent Medicine, Medical University of Graz, 8036 Graz, Austria
- Research Unit for Cerebral Development and Oximetry, Division of Neonatology, Medical University of Graz, 8036 Graz, Austria
| | - Nariae Baik-Schneditz
- Division of Neonatology, Department of Pediatrics and Adolescent Medicine, Medical University of Graz, 8036 Graz, Austria; (D.P.); (N.B.-S.); (B.S.); (B.U.)
- Research Unit for Neonatal Micro- and Macrocirculation, Department of Pediatrics and Adolescent Medicine, Medical University of Graz, 8036 Graz, Austria
- Research Unit for Cerebral Development and Oximetry, Division of Neonatology, Medical University of Graz, 8036 Graz, Austria
| | - Bernhard Schwaberger
- Division of Neonatology, Department of Pediatrics and Adolescent Medicine, Medical University of Graz, 8036 Graz, Austria; (D.P.); (N.B.-S.); (B.S.); (B.U.)
- Research Unit for Neonatal Micro- and Macrocirculation, Department of Pediatrics and Adolescent Medicine, Medical University of Graz, 8036 Graz, Austria
- Research Unit for Cerebral Development and Oximetry, Division of Neonatology, Medical University of Graz, 8036 Graz, Austria
| | - Berndt Urlesberger
- Division of Neonatology, Department of Pediatrics and Adolescent Medicine, Medical University of Graz, 8036 Graz, Austria; (D.P.); (N.B.-S.); (B.S.); (B.U.)
- Research Unit for Neonatal Micro- and Macrocirculation, Department of Pediatrics and Adolescent Medicine, Medical University of Graz, 8036 Graz, Austria
- Research Unit for Cerebral Development and Oximetry, Division of Neonatology, Medical University of Graz, 8036 Graz, Austria
| | - Gerhard Pichler
- Division of Neonatology, Department of Pediatrics and Adolescent Medicine, Medical University of Graz, 8036 Graz, Austria; (D.P.); (N.B.-S.); (B.S.); (B.U.)
- Research Unit for Neonatal Micro- and Macrocirculation, Department of Pediatrics and Adolescent Medicine, Medical University of Graz, 8036 Graz, Austria
- Research Unit for Cerebral Development and Oximetry, Division of Neonatology, Medical University of Graz, 8036 Graz, Austria
| |
Collapse
|
5
|
Caldas J, Quispe-Cornejo AA, Crippa IA, Subira C, Creteur J, Panerai R, Taccone FS. Cerebral Autoregulation Indices Are Not Interchangeable in Patients With Sepsis. Front Neurol 2022; 13:760293. [PMID: 35350400 PMCID: PMC8957883 DOI: 10.3389/fneur.2022.760293] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Accepted: 01/26/2022] [Indexed: 12/21/2022] Open
Abstract
Introduction Dynamic cerebral autoregulation (dCA) is frequently altered in patients with sepsis and may be associated with sepsis-associated brain dysfunction. However, the optimal index to quantify dCA in patients with sepsis is currently unknown. Objective To assess the agreement between two validated dCA indices in patients with sepsis. Methods Retrospective analysis of prospectively collected data in patients with sepsis; those with acute or chronic intracranial disease, arrhythmias, mechanical cardiac support, or history of supra-aortic vascular disease were excluded. Transcranial Doppler was performed on the right or left middle cerebral artery (MCA) with a 2-MHz probe, and MCA blood flow velocity (FV) and arterial pressure (BP) signals were simultaneously recorded. We calculated two indices of dCA: the mean flow index (Mxa), which is the Pearson correlation coefficient between BP and FV (MATLAB, MathWorks), and the autoregulation index (ARI), which is the transfer function analysis of spontaneous fluctuations in BP and FV (custom-written FORTRAN code). Impaired dCA was defined as Mxa >0.3 or ARI ≤ 4. The agreement between the two indices was assessed by Cohen's kappa coefficient. Results We included 95 patients (age 64 ± 13 years old; male 74%); ARI was 4.38 [2.83-6.04] and Mxa was 0.32 [0.14-0.59], respectively. There was no correlation between ARI and Mxa (r = -0.08; p = 0.39). dCA was altered in 40 (42%) patients according to ARI and in 50 (53%) patients according to Mxa. ARI and Mxa were concordant in classifying 23 (24%) patients as having impaired dCA and 28 (29%) patients as having intact dCA. Cohen's kappa coefficient was 0.08, suggesting poor agreement. ARI was altered more frequently in patients on mechanical ventilation than others (27/52, 52% vs. 13/43, 30%, p = 0.04), whereas Mxa did not differ between those two groups. On the contrary, Mxa was altered more frequently in patients receiving sedatives than others (23/34, 68% vs. 27/61, 44%, p = 0.03), whereas ARI did not differ between these two groups. Conclusions Agreement between ARI and Mxa in assessing dCA in patients with sepsis was poor. The identification of specific factors influencing the dCA analysis might lead to a better selection of the adequate cerebral autoregulation (CAR) index in critically ill patients with sepsis.
Collapse
Affiliation(s)
- Juliana Caldas
- Escola Bahiana de Medicina e Saúde Pública, Salvador, Brazil
- Universidade de Salvador, Universidade y Faculdade Salvador (UNIFACS), Salvador, Brazil
- Instituto D'Or de Pesquisa e Ensino (IDOR), Salvador, Brazil
| | | | - Ilaria Alice Crippa
- Department of Intensive Care Unit, Erasme Hospital, Université Libre de Bruxelles, Brussels, Belgium
| | - Carles Subira
- Department of Intensive Care Medicine, Alhaia Xarxa Assistencial Universitaria de Manresa, Barcelona, Spain
| | - Jacques Creteur
- Department of Intensive Care Unit, Erasme Hospital, Université Libre de Bruxelles, Brussels, Belgium
| | - Ronney Panerai
- Department of Cardiovascular Sciences, University of Leicester, Leicester, United Kingdom
- National Institute for Health Research (NIHR) Leicester Biomedical Research Centre, Leicester, United Kingdom
| | - Fabio Silvio Taccone
- Department of Intensive Care Unit, Erasme Hospital, Université Libre de Bruxelles, Brussels, Belgium
| |
Collapse
|
6
|
Elsayed Y, Abdul Wahab MG. A new physiologic-based integrated algorithm in the management of neonatal hemodynamic instability. Eur J Pediatr 2022; 181:1277-1291. [PMID: 34748080 DOI: 10.1007/s00431-021-04307-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Revised: 10/27/2021] [Accepted: 10/28/2021] [Indexed: 10/19/2022]
Abstract
Physiologic-based management of hemodynamic instability is proven to guide the logical selection of cardiovascular support and shorten the time to clinical recovery compared to an empiric approach that ignores the heterogeneity of the hemodynamic instability related mechanisms. In this report, we classified neonatal hemodynamic instability, circulatory shock, and degree of compensation into five physiologic categories, based on different phenotypes of blood pressure (BP), other clinical parameters, echocardiography markers, and oxygen indices. This approach is focused on hemodynamic instability in infants with normal cardiac anatomy.Conclusion: The management of hemodynamic instability is challenging due to the complexity of the pathophysiology; integrating different monitoring techniques is essential to understand the underlying pathophysiologic mechanisms and formulate a physiologic-based medical recommendation and approach. What is Known: • Physiologic-based assessment of hemodynamics leads to targeted and pathophysiologic-based medical recommendations. What is New: • Hemodynamic instability in neonates can be categorized according to the underlying mechanism into five main categories, based on blood pressure phenotypes, systemic vascular resistance, and myocardial performance. • The new classification helps with the targeted management and logical selection of cardiovascular support.
Collapse
Affiliation(s)
- Yasser Elsayed
- Division of Neonatology, Department of Pediatrics and Child Health, Rady Faculty of Health Sciences, University of Manitoba, Women's Hospital, 820 Sherbrook Street, Winnipeg, MB, R2016, R3A0L8, Canada.
| | - Muzafar Gani Abdul Wahab
- Division of Neonatology, Department of Pediatrics and Child Health, McMaster University, Hamilton, Canada
| |
Collapse
|
7
|
Tewari VV, Kumar A, Kurup A, Daryani H, Saxena A. Impact of Cerebral Oxygen Saturation Monitoring on Short-term Neurodevelopmental Outcomes in Neonates with Encephalopathy - A Prospective Cohort Study. Curr Pediatr Rev 2022; 18:301-317. [PMID: 35249496 DOI: 10.2174/1573396318666220304210653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Revised: 12/12/2021] [Accepted: 12/23/2021] [Indexed: 11/22/2022]
Abstract
BACKGROUND Near-infrared spectroscopy (NIRS) has been used for monitoring cerebral oxygen saturation (rSO2) in neonates. There is a lack of data from low-middle income countries (LMIC) setting of cerebral rSO2 in neonates with encephalopathy of diverse etiologies. This study aimed to monitor cerebral rSO2 using NIRS in encephalopathic neonates to maintain the rSO2 between 55 to 85 % in the first 72 hours of admission to improve short-term neurodevelopmental outcomes (NDO). MATERIALS AND METHODS This prospective cohort study enrolled encephalopathic neonates with hypoxic- ischemic encephalopathy (HIE) and non-HIE etiologies into 8 clinical categories. The cerebral rSO2 was monitored and targeted to be between 55 to 85 %, with predefined actions and management alterations over 72 hours. The neurodevelopmental assessment was conducted at 3, 6, and 9-12 months corrected age. Moreover, the motor and mental developmental quotients (MoDQ) (MeDQ) were recorded and compared to historical control. RESULTS A total of 120 neonates were enrolled and assessed for NDO. The MoDQ (mean ± SD) was 92.55 ± 14.85, 93.80 ± 13.20, 91.02 ± 12.69 and MeDQ (mean ± SD) was 91.80 ± 12.98, 91.80 ± 13.69, 88.41 ± 11.60 at 3, 6 and 9-12 months. The MoDQ and MeDQ scores of the historic cohort at 12 months were 86.35 ± 20.34 and 86.58 ± 18.27. The mean difference [MD (95 %CI)] for MoDQ was - 4.670 (- 8.48 to - 0.85) (p=0.0165) and for MeDQ was - 1.83 (- 5.26 to 1.6) (p=0.29). There was a negative correlation between the composite developmental quotient (CoDQ) with mean rSO2 and a positive correlation with cerebral fractional tissue oxygen extraction (CFTOE). Neonates with HIE and neonatal encephalopathy (NE) (n=37/120) had the lowest motor and mental DQ on neurodevelopmental assessment. Clinical categories, neonatal meningitis (NM), and intraventricular hemorrhage (IVH) improved in DQ scores over the study period. CONCLUSION Monitoring and maintaining cerebral rSO2 between 55-85 % through appropriate management changes improved neurodevelopmental scores at the 12-month follow-up in neonates with encephalopathy caused by varied etiologies.
Collapse
Affiliation(s)
- Vishal Vishnu Tewari
- Department of Pediatrics, Command Hospital and Armed Forces Medical College, Pune, India
| | - Ashutosh Kumar
- Department of Pediatrics, Command Hospital, Lucknow, India
| | - Arjun Kurup
- Department of Pediatrics, Armed Forces Medical College, Pune, India
| | | | - Apoorv Saxena
- Department of Pediatrics, Armed Forces Medical College, Pune, India
| |
Collapse
|
8
|
Greisen G. How to safeguard the brain of extremely preterm infants? Pediatr Res 2021; 90:248-249. [PMID: 33934121 DOI: 10.1038/s41390-021-01552-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2021] [Accepted: 04/06/2021] [Indexed: 11/09/2022]
Affiliation(s)
- Gorm Greisen
- Department of Neonatology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark. .,Department of Clinical Medicine, Copenhagen University, Copenhagen, Denmark.
| |
Collapse
|
9
|
Van Laere D, Meeus M, Beirnaert C, Sonck V, Laukens K, Mahieu L, Mulder A. Machine Learning to Support Hemodynamic Intervention in the Neonatal Intensive Care Unit. Clin Perinatol 2020; 47:435-448. [PMID: 32713443 DOI: 10.1016/j.clp.2020.05.002] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Hemodynamic support in neonatal intensive care is directed at maintaining cardiovascular wellbeing. At present, monitoring of vital signs plays an essential role in augmenting care in a reactive manner. By applying machine learning techniques, a model can be trained to learn patterns in time series data, allowing the detection of adverse outcomes before they become clinically apparent. In this review we provide an overview of the different machine learning techniques that have been used to develop models in hemodynamic care for newborn infants. We focus on their potential benefits, research pitfalls, and challenges related to their implementation in clinical care.
Collapse
Affiliation(s)
- David Van Laere
- Department of Neonatal Intensive Care, University Hospital Antwerp, Wilrijkstraat 10, Edegem BE-2650, Belgium; Laboratory of Pediatrics, Department of Life Sciences, University of Antwerp, Prinsstraat 13, Antwerpen 2000, Belgium.
| | - Marisse Meeus
- Department of Neonatal Intensive Care, University Hospital Antwerp, Wilrijkstraat 10, Edegem BE-2650, Belgium; Laboratory of Pediatrics, Department of Life Sciences, University of Antwerp, Prinsstraat 13, Antwerpen 2000, Belgium
| | - Charlie Beirnaert
- Adrem Data Lab, Department of Mathematics and Computer Science, University of Antwerp, Middelheimlaan 1, Antwerpen 2020, Belgium
| | - Victor Sonck
- ML6, Esplanade Oscar Van De Voorde 1, Ghent 9000, Belgium
| | - Kris Laukens
- Adrem Data Lab, Department of Mathematics and Computer Science, University of Antwerp, Middelheimlaan 1, Antwerpen 2020, Belgium
| | - Ludo Mahieu
- Department of Neonatal Intensive Care, University Hospital Antwerp, Wilrijkstraat 10, Edegem BE-2650, Belgium; Laboratory of Pediatrics, Department of Life Sciences, University of Antwerp, Prinsstraat 13, Antwerpen 2000, Belgium
| | - Antonius Mulder
- Department of Neonatal Intensive Care, University Hospital Antwerp, Wilrijkstraat 10, Edegem BE-2650, Belgium; Laboratory of Pediatrics, Department of Life Sciences, University of Antwerp, Prinsstraat 13, Antwerpen 2000, Belgium
| |
Collapse
|
10
|
Liu X, Czosnyka M, Donnelly J, Cardim D, Cabeleira M, Lalou DA, Hu X, Hutchinson PJ, Smielewski P. Assessment of cerebral autoregulation indices - a modelling perspective. Sci Rep 2020; 10:9600. [PMID: 32541858 PMCID: PMC7295753 DOI: 10.1038/s41598-020-66346-6] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2018] [Accepted: 05/13/2020] [Indexed: 11/09/2022] Open
Abstract
Various methodologies to assess cerebral autoregulation (CA) have been developed, including model - based methods (e.g. autoregulation index, ARI), correlation coefficient - based methods (e.g. mean flow index, Mx), and frequency domain - based methods (e.g. transfer function analysis, TF). Our understanding of relationships among CA indices remains limited, partly due to disagreement of different studies by using real physiological signals, which introduce confounding factors. The influence of exogenous noise on CA parameters needs further investigation. Using a set of artificial cerebral blood flow velocities (CBFV) generated from a well-known CA model, this study aims to cross-validate the relationship among CA indices in a more controlled environment. Real arterial blood pressure (ABP) measurements from 34 traumatic brain injury patients were applied to create artificial CBFVs. Each ABP recording was used to create 10 CBFVs corresponding to 10 CA levels (ARI from 0 to 9). Mx, TF phase, gain and coherence in low frequency (LF) and very low frequency (VLF) were calculated. The influence of exogenous noise was investigated by adding three levels of colored noise to the artificial CBFVs. The result showed a significant negative relationship between Mx and ARI (r = −0.95, p < 0.001), and it became almost purely linear when ARI is between 3 to 6. For transfer function parameters, ARI positively related with phase (r = 0.99 at VLF and 0.93 at LF, p < 0.001) and negatively related with gain_VLF(r = −0.98, p < 0.001). Exogenous noise changed the actual values of the CA parameters and increased the standard deviation. Our results show that different methods can lead to poor correlation between some of the autoregulation parameters even under well controlled situations, undisturbed by unknown confounding factors. They also highlighted the importance of exogenous noise, showing that even the same CA value might correspond to different CA levels under different ‘noise’ conditions.
Collapse
Affiliation(s)
- Xiuyun Liu
- Brain Physics Laboratory, Division of Neurosurgery, Department of Clinical Neurosciences, Addenbrooke's Hospital, University of Cambridge, Cambridge, UK. .,Department of Anesthesiology & Critical Care Medicine, School of Medicine, Johns Hopkins University, Baltimore, MD, USA.
| | - Marek Czosnyka
- Brain Physics Laboratory, Division of Neurosurgery, Department of Clinical Neurosciences, Addenbrooke's Hospital, University of Cambridge, Cambridge, UK.,Institute of Electronic Systems, Warsaw University of Technology, Warszawa, Poland
| | - Joseph Donnelly
- Brain Physics Laboratory, Division of Neurosurgery, Department of Clinical Neurosciences, Addenbrooke's Hospital, University of Cambridge, Cambridge, UK.,Department of Anaesthesiology, University of Auckland, Auckland, New Zealand
| | - Danilo Cardim
- Brain Physics Laboratory, Division of Neurosurgery, Department of Clinical Neurosciences, Addenbrooke's Hospital, University of Cambridge, Cambridge, UK.,Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, Dallas, USA
| | - Manuel Cabeleira
- Brain Physics Laboratory, Division of Neurosurgery, Department of Clinical Neurosciences, Addenbrooke's Hospital, University of Cambridge, Cambridge, UK
| | - Despina Aphroditi Lalou
- Brain Physics Laboratory, Division of Neurosurgery, Department of Clinical Neurosciences, Addenbrooke's Hospital, University of Cambridge, Cambridge, UK
| | - Xiao Hu
- School of Nursing, Duke University, Durham, NC, USA
| | - Peter J Hutchinson
- Brain Physics Laboratory, Division of Neurosurgery, Department of Clinical Neurosciences, Addenbrooke's Hospital, University of Cambridge, Cambridge, UK
| | - Peter Smielewski
- Brain Physics Laboratory, Division of Neurosurgery, Department of Clinical Neurosciences, Addenbrooke's Hospital, University of Cambridge, Cambridge, UK
| |
Collapse
|
11
|
Cohen E, Baerts W, Caicedo Dorado A, Naulaers G, van Bel F, Lemmers PMA. Cerebrovascular autoregulation in preterm fetal growth restricted neonates. Arch Dis Child Fetal Neonatal Ed 2019; 104:F467-F472. [PMID: 30355781 DOI: 10.1136/archdischild-2017-313712] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/11/2017] [Revised: 09/12/2018] [Accepted: 09/22/2018] [Indexed: 12/13/2022]
Abstract
OBJECTIVE To investigate the effect of fetal growth restriction (FGR) on cerebrovascular autoregulation in preterm neonates during the first 3 days of life. DESIGN Case-control study. SETTING Neonatal intensive care unit of the Wilhelmina Children's Hospital, The Netherlands. PATIENTS 57 FGR (birth weight <10th percentile) and 57 appropriate for gestational age (AGA) (birth weight 20th-80th percentiles) preterm neonates, matched for gender, gestational age, respiratory and blood pressure support. METHODS The correlation between continuously measured mean arterial blood pressure and regional cerebral oxygen saturation was calculated to generate the cerebral oximetry index (COx). Mean COx was calculated for each patient for each postnatal day. The percentage of time with impaired autoregulation (COx>0.5) was also calculated. RESULTS FGR neonates had higher mean COx values than their AGA peers on day 2 (0.15 (95% CI 0.11 to 0.18) vs 0.09 (95% CI 0.06 to 0.13), p=0.029) and day 3 (0.17 (95% CI 0.13 to 0.20) vs 0.09 (95% CI 0.06 to 0.12), p=0.003) of life. FGR neonates spent more time with impaired autoregulation (COx value >0.5) than controls on postnatal day 2 (19% (95% CI 16% to 22%) vs 14% (95% CI 12% to 17%), p=0.035) and day 3 (20% (95% CI 17% to 24%) vs 15% (95% CI 12% to 18%), p=0.016). CONCLUSION FGR preterm neonates more frequently display impaired cerebrovascular autoregulation compared with AGA peers on days 2 and 3 of life which may predispose them to brain injury. Further studies are required to investigate whether this impairment persists beyond the first few days of life and whether this impairment is linked to poor neurodevelopmental outcome.
Collapse
Affiliation(s)
- Emily Cohen
- Department of Neonatology, Wilhelmina Children's Hospital/University Medical Centre Utrecht, Utrecht, The Netherlands.,The Ritchie Centre, Hudson Institute of Medical Research and Department of Paediatrics, Monash University, Melbourne, Victoria, Australia
| | - Willem Baerts
- Department of Neonatology, Wilhelmina Children's Hospital/University Medical Centre Utrecht, Utrecht, The Netherlands
| | - Alexander Caicedo Dorado
- Department of Applied Mathematics and Computer Science, Faculty of Natural Sciences and Mathematics, Universidad del Rosario, Bogota, Colombia
| | - Gunnar Naulaers
- Department of Neonatology, University Hospital Leuven, Leuven, Belgium
| | - Frank van Bel
- Department of Neonatology, Wilhelmina Children's Hospital/University Medical Centre Utrecht, Utrecht, The Netherlands
| | - Petra M A Lemmers
- Department of Neonatology, Wilhelmina Children's Hospital/University Medical Centre Utrecht, Utrecht, The Netherlands
| |
Collapse
|
12
|
Govindan RB, Brady KM, Massaro AN, Perin J, Jennings JM, DuPlessis AJ, Koehler RC, Lee JK. Comparison of Frequency- and Time-Domain Autoregulation and Vasoreactivity Indices in a Piglet Model of Hypoxia-Ischemia and Hypothermia. Dev Neurosci 2019; 40:1-13. [PMID: 31048593 PMCID: PMC6824917 DOI: 10.1159/000499425] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2018] [Accepted: 03/06/2019] [Indexed: 12/22/2022] Open
Abstract
INTRODUCTION The optimal method to detect impairments in cerebrovascular pressure autoregulation in neonates with hypoxic-ischemic encephalopathy (HIE) is unclear. Improving autoregulation monitoring methods would significantly advance neonatal neurocritical care. METHODS We tested several mathematical algorithms from the frequency and time domains in a piglet model of HIE, hypothermia, and hypotension. We used laser Doppler flowmetry and induced hypotension to delineate the gold standard lower limit of autoregulation (LLA). Receiver operating characteristics curve analyses were used to determine which indices could distinguish blood pressure above the LLA from that below the LLA in each piglet. RESULTS Phase calculation in the frequency band with maximum coherence, as well as the correlation between mean arterial pressure (MAP) and near-infrared spectroscopy relative total tissue hemoglobin (HbT) or regional oxygen saturation (rSO2), accurately discriminated functional from dysfunctional autoregulation. Neither hypoxia-ischemia nor hypothermia affected the accuracy of these indices. Coherence alone and gain had low diagnostic value relative to phase and correlation. CONCLUSION Our findings indicate that phase shift is the most accurate component of autoregulation monitoring in the developing brain, and it can be measured using correlation or by calculating phase when coherence is maximal. Phase and correlation autoregulation indices from MAP and rSO2 and vasoreactivity indices from MAP and HbT are accurate metrics that are suitable for clinical HIE studies.
Collapse
Affiliation(s)
- Rathinaswamy B Govindan
- Fetal Medicine Institute, Children's National Health System, Washington, District of Columbia, USA
- The George Washington University School of Medicine, Washington, District of Columbia, USA
| | - Ken M Brady
- Department of Anesthesiology, Baylor College of Medicine and Texas Children's Hospital, Houston, Texas, USA
| | - An N Massaro
- Fetal Medicine Institute, Children's National Health System, Washington, District of Columbia, USA
- The George Washington University School of Medicine, Washington, District of Columbia, USA
- Neonatology, Children's National Health System, Washington, District of Columbia, USA
| | - Jamie Perin
- Center for Child and Community Health Research, Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Jacky M Jennings
- Center for Child and Community Health Research, Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Adre J DuPlessis
- Fetal Medicine Institute, Children's National Health System, Washington, District of Columbia, USA
- The George Washington University School of Medicine, Washington, District of Columbia, USA
| | - Raymond C Koehler
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Jennifer K Lee
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA,
| |
Collapse
|
13
|
Huvanandana J, Thamrin C, Hinder M, McEwan A, Tracy MB. The effect of caffeine loading on cerebral autoregulation in preterm infants. Acta Paediatr 2019; 108:436-442. [PMID: 30403427 DOI: 10.1111/apa.14636] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Revised: 10/26/2018] [Accepted: 11/01/2018] [Indexed: 11/30/2022]
Abstract
AIM To evaluate cerebral autoregulation changes in preterm infants receiving a loading dose of caffeine base. METHODS In a cohort of 30 preterm infants, we extracted measures of cerebral autoregulation using time and frequency domain techniques to determine the correlation between mean arterial pressure (MAP) and tissue oxygenation index (TOI) signals. These measures included the cerebral oximetry index (COx), cross-correlation and coherence measures, and were extracted prior to caffeine loading and in the 2 hours following administration of 10 mg/kg caffeine base. RESULTS We observed acute reductions in time domain correlation measures, including the cerebral oximetry index (linear mixed model coefficient -0.093, standard error 0.04; p = 0.028) and the detrended cross-correlation coefficient (ρ5 coefficient -0.13, standard error 0.055; p = 0.025). These reductions suggested an acute improvement in cerebral autoregulation. Features from detrended cross-correlation analysis also showed greater discriminative value than other methods in identifying changes prior to and following caffeine administration. CONCLUSION We observed a reduced correlation between MAP and TOI from near-infrared spectroscopy following caffeine administration. These findings suggest an acute enhanced capacity for cerebral autoregulation following a loading dose of caffeine in preterm infants, contributing to our understanding of the physiological impact of caffeine therapy.
Collapse
Affiliation(s)
- Jacqueline Huvanandana
- School of Electrical and Information Engineering University of Sydney Sydney NSW Australia
- Woolcock Institute of Medical Research University of Sydney Sydney NSW Australia
| | - Cindy Thamrin
- Woolcock Institute of Medical Research University of Sydney Sydney NSW Australia
| | - Murray Hinder
- School of Electrical and Information Engineering University of Sydney Sydney NSW Australia
- Westmead Hospital Sydney NSW Australia
| | - Alistair McEwan
- School of Electrical and Information Engineering University of Sydney Sydney NSW Australia
- Cerebral Palsy Alliance Sydney NSW Australia
| | - Mark B. Tracy
- Westmead Hospital Sydney NSW Australia
- School of Paediatrics and Child Health University of Sydney Sydney NSW Australia
| |
Collapse
|
14
|
Cerebral Circulation and Hypotension in the Premature Infant. Neurology 2019. [DOI: 10.1016/b978-0-323-54392-7.00001-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
|
15
|
Rhee CJ, da Costa CS, Austin T, Brady KM, Czosnyka M, Lee JK. Neonatal cerebrovascular autoregulation. Pediatr Res 2018; 84:602-610. [PMID: 30196311 PMCID: PMC6422675 DOI: 10.1038/s41390-018-0141-6] [Citation(s) in RCA: 95] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/26/2018] [Revised: 06/04/2018] [Accepted: 07/27/2018] [Indexed: 12/12/2022]
Abstract
Cerebrovascular pressure autoregulation is the physiologic mechanism that holds cerebral blood flow (CBF) relatively constant across changes in cerebral perfusion pressure (CPP). Cerebral vasoreactivity refers to the vasoconstriction and vasodilation that occur during fluctuations in arterial blood pressure (ABP) to maintain autoregulation. These are vital protective mechanisms of the brain. Impairments in pressure autoregulation increase the risk of brain injury and persistent neurologic disability. Autoregulation may be impaired during various neonatal disease states including prematurity, hypoxic-ischemic encephalopathy (HIE), intraventricular hemorrhage, congenital cardiac disease, and infants requiring extracorporeal membrane oxygenation (ECMO). Because infants are exquisitely sensitive to changes in cerebral blood flow (CBF), both hypoperfusion and hyperperfusion can cause significant neurologic injury. We will review neonatal pressure autoregulation and autoregulation monitoring techniques with a focus on brain protection. Current clinical therapies have failed to fully prevent permanent brain injuries in neonates. Adjuvant treatments that support and optimize autoregulation may improve neurologic outcomes.
Collapse
Affiliation(s)
- Christopher J. Rhee
- Baylor College of Medicine, Texas Children’s Hospital, Department of Pediatrics, Section of Neonatology, Houston, TX, USA
| | | | - Topun Austin
- Neonatal Unit, Rosie Hospital, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK
| | - Ken M. Brady
- Baylor College of Medicine, Texas Children’s Hospital, Department of Pediatrics, Critical Care Medicine and Anesthesiology, Houston, TX, USA
| | - Marek Czosnyka
- Department of Academic Neurosurgery, Addenbrooke’s Hospital, University of Cambridge, Cambridge, UK
| | - Jennifer K. Lee
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University, Baltimore, MD, USA
| |
Collapse
|
16
|
Thewissen L, Caicedo A, Dereymaeker A, Van Huffel S, Naulaers G, Allegaert K, Smits A. Cerebral autoregulation and activity after propofol for endotracheal intubation in preterm neonates. Pediatr Res 2018; 84:719-725. [PMID: 30201953 DOI: 10.1038/s41390-018-0160-3] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2018] [Revised: 07/12/2018] [Accepted: 08/10/2018] [Indexed: 12/12/2022]
Abstract
BACKGROUND Despite increasing use of propofol in neonates, observations on cerebral effects are limited. AIM To investigate cerebral autoregulation (CAR) and activity after propofol for endotracheal intubation in preterm neonates. METHODS Twenty-two neonates received propofol before intubation as part of a published dose-finding study. Mean arterial blood pressure (MABP), near-infrared spectroscopy-derived cerebral oxygenation (rScO2), and amplitude-integrated electroencephalography (aEEG) were analyzed until 180 min after propofol. CAR was expressed as transfer function (TF) gain, indicating % change in rScO2 per 1 mmHg change in MABP. Values exceeding mean TF gain + 2 standard deviations (SD) defined impaired CAR. RESULTS After intubation with a median propofol dose of 1 (0.5-4.5) mg/kg, rScO2 remained stable during decreasing MABP. Mean (±SD) TF gain was 0.8 (±0.3)%/mmHg. Impaired CAR was identified in 1 and 5 patient(s) during drug-related hypotension and normal to raised MABP, respectively. Suppressed aEEG was observed up to 60 min after propofol. CONCLUSIONS Drug-related hypotension and decreased cerebral activity after intubation with low propofol doses in preterm neonates were observed, without evidence of cerebral ischemic hypoxia. CAR remained intact during drug-related hypotension in 95.5% of patients. Cerebral monitoring including CAR clarifies the cerebral impact of MABP fluctuations.
Collapse
Affiliation(s)
- Liesbeth Thewissen
- Department of Neonatology, University Hospitals Leuven, Leuven, Belgium.
| | - Alexander Caicedo
- Department of Electrical Engineering, ESAT-Stadius, KU Leuven, Leuven, Belgium
| | | | - Sabine Van Huffel
- Department of Electrical Engineering, ESAT-Stadius, KU Leuven, Leuven, Belgium
| | - Gunnar Naulaers
- Department of Neonatology, University Hospitals Leuven, Leuven, Belgium
| | - Karel Allegaert
- Department of Development and Regeneration, KU Leuven, Leuven, Belgium
| | - Anne Smits
- Department of Neonatology, University Hospitals Leuven, Leuven, Belgium
| |
Collapse
|
17
|
Abstract
PURPOSE OF REVIEW There has been a significant increase in the utilization of NIRS in neonatal care over the last few years, with some centers now routinely utilizing this monitoring technique for direct intervention at the bedside. In this review, we provide a summary of the most up-to-date evidence on near infrared spectroscopy utilization, with particular emphasis on measurement of cerebral oxygenation in preterm infants. RECENT FINDINGS There have been significant advances in the technology, leading to an increase in the number of available devices and in the use of this monitoring tool to reduce cerebral injury in preterm infants. The role of NIRS in assessing cerebral autoregulation in preterm and term infants, in evaluating somatic oxygenation, and in the management of newborns with hypoxic ischaemic encephalopathy is discussed. SUMMARY Two recent pilot randomized controlled trials highlight the potential of cerebral oxygenation monitoring to direct management in the delivery room and the neonatal intensive care unit. However, we urge caution against routine use and await the results of further studies in this area before considering this type of monitoring as standard of care.
Collapse
|
18
|
Parthasarathy AB, Gannon KP, Baker WB, Favilla CG, Balu R, Kasner SE, Yodh AG, Detre JA, Mullen MT. Dynamic autoregulation of cerebral blood flow measured non-invasively with fast diffuse correlation spectroscopy. J Cereb Blood Flow Metab 2018; 38:230-240. [PMID: 29231781 PMCID: PMC5951022 DOI: 10.1177/0271678x17747833] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/14/2017] [Revised: 10/13/2017] [Accepted: 11/15/2017] [Indexed: 12/30/2022]
Abstract
Cerebral autoregulation (CA) maintains cerebral blood flow (CBF) in the presence of systemic blood pressure changes. Brain injury can cause loss of CA and resulting dysregulation of CBF, and the degree of CA impairment is a functional indicator of cerebral tissue health. Here, we demonstrate a new approach to noninvasively estimate cerebral autoregulation in healthy adult volunteers. The approach employs pulsatile CBF measurements obtained using high-speed diffuse correlation spectroscopy (DCS). Rapid thigh-cuff deflation initiates a chain of responses that permits estimation of rates of dynamic autoregulation in the cerebral microvasculature. The regulation rate estimated with DCS in the microvasculature (median: 0.26 s-1, inter quartile range: 0.19 s-1) agrees well (R = 0.81, slope = 0.9) with regulation rates measured by transcranial Doppler ultrasound (TCD) in the proximal vasculature (median: 0.28 s-1, inter quartile range: 0.10 s-1). We also obtained an index of systemic autoregulation in concurrently measured scalp microvasculature. Systemic autoregulation begins later than cerebral autoregulation and exhibited a different rate (0.55 s-1, inter quartile range: 0.72 s-1). Our work demonstrates the potential of diffuse correlation spectroscopy for bedside monitoring of cerebral autoregulation in the microvasculature of patients with brain injury.
Collapse
Affiliation(s)
- Ashwin B Parthasarathy
- Department of Physics and Astronomy,
University of Pennsylvania, Philadelphia, PA, USA
- Department of Electrical Engineering,
University of South Florida, Tampa, FL, USA
| | - Kimberly P Gannon
- Department of Neurology, University of
Pennsylvania, Philadelphia, PA, USA
| | - Wesley B Baker
- Department of Anesthesiology and
Critical Care, University of Pennsylvania, Philadelphia, PA, USA
| | | | - Ramani Balu
- Department of Neurology, University of
Pennsylvania, Philadelphia, PA, USA
| | - Scott E Kasner
- Department of Neurology, University of
Pennsylvania, Philadelphia, PA, USA
| | - Arjun G Yodh
- Department of Physics and Astronomy,
University of Pennsylvania, Philadelphia, PA, USA
| | - John A Detre
- Department of Neurology, University of
Pennsylvania, Philadelphia, PA, USA
| | - Michael T Mullen
- Department of Neurology, University of
Pennsylvania, Philadelphia, PA, USA
| |
Collapse
|
19
|
Thewissen L, Caicedo A, Lemmers P, Van Bel F, Van Huffel S, Naulaers G. Measuring Near-Infrared Spectroscopy Derived Cerebral Autoregulation in Neonates: From Research Tool Toward Bedside Multimodal Monitoring. Front Pediatr 2018; 6:117. [PMID: 29868521 PMCID: PMC5960703 DOI: 10.3389/fped.2018.00117] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/14/2017] [Accepted: 04/11/2018] [Indexed: 12/30/2022] Open
Abstract
Introduction: Cerebral autoregulation (CAR), the ability of the human body to maintain cerebral blood flow (CBF) in a wide range of perfusion pressures, can be calculated by describing the relation between arterial blood pressure (ABP) and cerebral oxygen saturation measured by near-infrared spectroscopy (NIRS). In literature, disturbed CAR is described in different patient groups, using multiple measurement techniques and mathematical models. Furthermore, it is unclear to what extent cerebral pathology and outcome can be explained by impaired CAR. Aim and methods: In order to summarize CAR studies using NIRS in neonates, a systematic review was performed in the PUBMED and EMBASE database. To provide a general overview of the clinical framework used to study CAR, the different preprocessing methods and mathematical models are described and explained. Furthermore, patient characteristics, definition of impaired CAR and the outcome according to this definition is described organized for the different patient groups. Results: Forty-six articles were included in this review. Four patient groups were established: preterm infants during the transitional period, neonates receiving specific medication/treatment, neonates with congenital heart disease and neonates with hypoxic-ischemic encephalopathy (HIE) treated with therapeutic hypothermia. Correlation, coherence and transfer function (TF) gain are the mathematical models most frequently used to describe CAR. The definition of impaired CAR is depending on the mathematical model used. The incidence of intraventricular hemorrhage in preterm infants is the outcome variable most frequently correlated with impaired CAR. Hypotension, disease severity, dopamine treatment, injury on magnetic resonance imaging (MRI) and long term outcome are associated with impaired CAR. Prospective interventional studies are lacking in all research areas. Discussion and conclusion: NIRS derived CAR measurement is an important research tool to improve knowledge about central hemodynamic fluctuations during the transitional period, cerebral pharmacodynamics of frequently used medication (sedatives-inotropes) and cerebral effects of specific therapies in neonatology. Uniformity regarding measurement techniques and mathematical models is needed. Multimodal monitoring databases of neonatal intensive care patients of multiple centers, together with identical outcome parameters are needed to compare different techniques and make progress in this field. Real-time bedside monitoring of CAR, together with conventional monitoring, seems a promising technique to improve individual patient care.
Collapse
Affiliation(s)
- Liesbeth Thewissen
- Department of Neonatology, University Hospitals Leuven, Leuven, Belgium.,Department of Development and Regeneration, KU Leuven, Leuven, Belgium
| | - Alexander Caicedo
- Department of Electrical Engineering, ESAT-Stadius, KU Leuven, Leuven, Belgium.,Interuniversity Microelectronics Centre, Leuven, Belgium
| | - Petra Lemmers
- Department of Neonatology, University Medical Center Utrecht, Utrecht, Netherlands
| | - Frank Van Bel
- Department of Neonatology, University Medical Center Utrecht, Utrecht, Netherlands
| | - Sabine Van Huffel
- Department of Electrical Engineering, ESAT-Stadius, KU Leuven, Leuven, Belgium.,Interuniversity Microelectronics Centre, Leuven, Belgium
| | - Gunnar Naulaers
- Department of Neonatology, University Hospitals Leuven, Leuven, Belgium.,Department of Development and Regeneration, KU Leuven, Leuven, Belgium
| |
Collapse
|
20
|
Antunes A, Montgomery D, Addison P, Borg U. Correction of tissue oxygen saturations using arterial oxygen levels for cerebrovascular autoregulation analysis. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2017; 2017:4005-4008. [PMID: 29060775 DOI: 10.1109/embc.2017.8037734] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Adequate perfusion of blood is fundamental to brain tissue viability, and failure to appropriately regulate cerebral blood flow is related to neurological damage. Cerebral tissue oxygenation is commonly used as a surrogate of cerebral blood flow for non-invasive measures of autoregulation, but may only be valid during periods of constant oxygen delivery. We present a new algorithm to correct for supply oxygen-induced variations in cerebral tissue oxygenation, and we validate it by measuring the improved correlation of the corrected tissue oxygenation with blood flow. The algorithm corrects tissue oxygenation by calculating its linear dependence with arterial oxygen saturation below a baseline level. A porcine model (N=8) of hypoxia is used to test the algorithm and compare the tissue oxygen correction with a blood flow reference signal. The correction provides significant improvement in the correlation between flow and tissue oxygenation (Wilcoxon signed rank, p<;0.01), and for the root mean square distance between the corrected hypoxic periods and the rSO2-flow regression line (Wilcoxon signed rank, p<;0.01). This method allows the correction of tissue oxygenation levels used in the non-invasive monitoring of autoregulation.
Collapse
|
21
|
Kooi EMW, Verhagen EA, Elting JWJ, Czosnyka M, Austin T, Wong FY, Aries MJ. Measuring cerebrovascular autoregulation in preterm infants using near-infrared spectroscopy: an overview of the literature. Expert Rev Neurother 2017. [DOI: 10.1080/14737175.2017.1346472] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Affiliation(s)
- Elisabeth M. W. Kooi
- Beatrix Children’s Hospital, Division of Neonatology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Elise A. Verhagen
- Sophia Children’s Hospital, University of Rotterdam, Erasmus University Hospital, Rotterdam, The Netherlands
| | - Jan Willem J. Elting
- Department of Neurology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Marek Czosnyka
- Department of Academic Neurosurgery, Addenbrooke’s Hospital, University of Cambridge, Cambridge, UK
| | - Topun Austin
- Cambridge University Hospitals NHS Foundation Trust, Rosie Hospital, Cambridge, UK
| | - Flora Y. Wong
- Monash Newborn, Monash Medical Centre; Department of Paediatrics, Monash University; The Ritchie Centre, Hudson Institute of Medical Research, Melbourne, Australia
| | - Marcel J.H. Aries
- Department of Intensive Care, University of Maastricht, Maastricht University Medical Center, Maastricht, The Netherlands
| |
Collapse
|
22
|
Francis R, Khan B, Alexandrakis G, Florence J, MacFarlane D. NIR light propagation in a digital head model for traumatic brain injury (TBI). BIOMEDICAL OPTICS EXPRESS 2015; 6:3256-67. [PMID: 26417498 PMCID: PMC4574654 DOI: 10.1364/boe.6.003256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/07/2015] [Revised: 08/03/2015] [Accepted: 08/03/2015] [Indexed: 05/07/2023]
Abstract
Near infrared spectroscopy (NIRS) is capable of detecting and monitoring acute changes in cerebral blood volume and oxygenation associated with traumatic brain injury (TBI). Wavelength selection, source-detector separation, optode density, and detector sensitivity are key design parameters that determine the imaging depth, chromophore separability, and, ultimately, clinical usefulness of a NIRS instrument. We present simulation results of NIR light propagation in a digital head model as it relates to the ability to detect intracranial hematomas and monitor the peri-hematomal tissue viability. These results inform NIRS instrument design specific to TBI diagnosis and monitoring.
Collapse
Affiliation(s)
- Robert Francis
- Raytheon, 1601 N Plano Rd, Richardson, TX 75081, USA
- Department of Electrical Engineering, University of Texas Dallas, 800 W Campbell Rd, Richardson, TX 75080, USA
| | - Bilal Khan
- Department of Electrical Engineering, University of Texas Dallas, 800 W Campbell Rd, Richardson, TX 75080, USA
- Department of Bioengineering, University of Texas Arlington, 500 UTA Boulevard, Arlington, TX 76010, USA
| | - George Alexandrakis
- Department of Bioengineering, University of Texas Arlington, 500 UTA Boulevard, Arlington, TX 76010, USA
| | - James Florence
- Department of Electrical Engineering, University of Texas Dallas, 800 W Campbell Rd, Richardson, TX 75080, USA
| | - Duncan MacFarlane
- Department of Electrical Engineering, University of Texas Dallas, 800 W Campbell Rd, Richardson, TX 75080, USA
| |
Collapse
|