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Hermans T, Carkeek K, Dereymaeker A, Jansen K, Naulaers G, Van Huffel S, De Vos M. Partial wavelet coherence as a robust method for assessment of neurovascular coupling in neonates with hypoxic ischemic encephalopathy. Sci Rep 2023; 13:457. [PMID: 36627381 PMCID: PMC9832127 DOI: 10.1038/s41598-022-27275-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Accepted: 12/29/2022] [Indexed: 01/12/2023] Open
Abstract
In neonates with hypoxic ischemic encephalopathy, the computation of wavelet coherence between electroencephalogram (EEG) power and regional cerebral oxygen saturation (rSO2) is a promising method for the assessment of neurovascular coupling (NVC), which in turn is a promising marker for brain injury. However, instabilities in arterial oxygen saturation (SpO2) limit the robustness of previously proposed methods. Therefore, we propose the use of partial wavelet coherence, which can eliminate the influence of SpO2. Furthermore, we study the added value of the novel NVC biomarkers for identification of brain injury compared to traditional EEG and NIRS biomarkers. 18 neonates with HIE were monitored for 72 h and classified into three groups based on short-term MRI outcome. Partial wavelet coherence was used to quantify the coupling between C3-C4 EEG bandpower (2-16 Hz) and rSO2, eliminating confounding effects of SpO2. NVC was defined as the amount of significant coherence in a frequency range of 0.25-1 mHz. Partial wavelet coherence successfully removed confounding influences of SpO2 when studying the coupling between EEG and rSO2. Decreased NVC was related to worse MRI outcome. Furthermore, the combination of NVC and EEG spectral edge frequency (SEF) improved the identification of neonates with mild vs moderate and severe MRI outcome compared to using EEG SEF alone. Partial wavelet coherence is an effective method for removing confounding effects of SpO2, improving the robustness of automated assessment of NVC in long-term EEG-NIRS recordings. The obtained NVC biomarkers are more sensitive to MRI outcome than traditional rSO2 biomarkers and provide complementary information to EEG biomarkers.
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Affiliation(s)
- Tim Hermans
- Department of Electrical Engineering (ESAT), STADIUS, KU Leuven, Leuven, Belgium.
| | - Katherine Carkeek
- grid.5596.f0000 0001 0668 7884Department of Development and Regeneration, KU Leuven, Leuven, Belgium ,grid.410569.f0000 0004 0626 3338Neonatal Intensive Care Unit, UZ Leuven, Leuven, Belgium ,grid.48769.340000 0004 0461 6320Neonatal Intensive Care Unit, Cliniques Universitaires Saint Luc, Brussels, Belgium
| | - Anneleen Dereymaeker
- grid.5596.f0000 0001 0668 7884Department of Development and Regeneration, KU Leuven, Leuven, Belgium ,grid.410569.f0000 0004 0626 3338Neonatal Intensive Care Unit, UZ Leuven, Leuven, Belgium
| | - Katrien Jansen
- grid.5596.f0000 0001 0668 7884Department of Development and Regeneration, KU Leuven, Leuven, Belgium ,grid.410569.f0000 0004 0626 3338Child Neurology, UZ Leuven, Leuven, Belgium
| | - Gunnar Naulaers
- grid.5596.f0000 0001 0668 7884Department of Development and Regeneration, KU Leuven, Leuven, Belgium ,grid.410569.f0000 0004 0626 3338Neonatal Intensive Care Unit, UZ Leuven, Leuven, Belgium
| | - Sabine Van Huffel
- grid.5596.f0000 0001 0668 7884Department of Electrical Engineering (ESAT), STADIUS, KU Leuven, Leuven, Belgium
| | - Maarten De Vos
- grid.5596.f0000 0001 0668 7884Department of Electrical Engineering (ESAT), STADIUS, KU Leuven, Leuven, Belgium ,grid.5596.f0000 0001 0668 7884Department of Development and Regeneration, KU Leuven, Leuven, Belgium
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Li R, Lee JK, Govindan RB, Graham EM, Everett AD, Perin J, Vezina G, Tekes A, Chen MW, Northington F, Parkinson C, O’Kane A, McGowan M, Krein C, Al-Shargabi T, Chang T, Massaro AN. Plasma Biomarkers of Evolving Encephalopathy and Brain Injury in Neonates with Hypoxic-Ischemic Encephalopathy. J Pediatr 2023; 252:146-153.e2. [PMID: 35944723 PMCID: PMC9828943 DOI: 10.1016/j.jpeds.2022.07.046] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 07/12/2022] [Accepted: 07/22/2022] [Indexed: 01/12/2023]
Abstract
OBJECTIVE The objective of the study was to evaluate the relationship between a panel of candidate plasma biomarkers and (1) death or severe brain injury on magnetic resonance imaging (MRI) and (2) dysfunctional cerebral pressure autoregulation as a measure of evolving encephalopathy. STUDY DESIGN Neonates with moderate-to-severe hypoxic-ischemic encephalopathy (HIE) at 2 level IV neonatal intensive care units were enrolled into this observational study. Patients were treated with therapeutic hypothermia (TH) and monitored with continuous blood pressure monitoring and near-infrared spectroscopy. Cerebral pressure autoregulation was measured by the hemoglobin volume phase (HVP) index; a higher HVP index indicates poorer autoregulation. Serial blood samples were collected during TH and assayed for Tau, glial fibrillary acidic protein, and neurogranin. MRIs were assessed using National Institutes of Child Health and Human Development scores. The relationships between the candidate biomarkers and (1) death or severe brain injury on MRI (defined as a National Institutes of Child Health and Human Development score of ≥ 2B) and (2) autoregulation were evaluated using bivariate and adjusted logistic regression models. RESULTS Sixty-two patients were included. Elevated Tau levels on days 2-3 of TH were associated with death or severe injury on MRI (aOR: 1.06, 95% CI: 1.03-1.09; aOR: 1.04, 95% CI: 1.01-1.06, respectively). Higher Tau was also associated with poorer autoregulation (higher HVP index) on the same day (P = .022). CONCLUSIONS Elevated plasma levels of Tau are associated with death or severe brain injury by MRI and dysfunctional cerebral autoregulation in neonates with HIE. Larger-scale validation of Tau as a biomarker of brain injury in neonates with HIE is warranted.
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Affiliation(s)
- Ruoying Li
- Department of Neurology, Children’s National Hospital, Washington, DC
| | - Jennifer K. Lee
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Rathinaswamy B. Govindan
- Department of Pediatrics, The George Washington University School of Medicine, Washington, DC;,Prenatal Pediatrics Institute, Children’s National Hospital, Washington, DC
| | - Ernest M. Graham
- Department of Gynecology and Obstetrics, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Allen D. Everett
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Jamie Perin
- Department of Pediatrics, Center for Child and Community Health Research, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Gilbert Vezina
- Department of Pediatrics, The George Washington University School of Medicine, Washington, DC;,Division of Diagnostic Imaging and Radiology, Children’s National Hospital, Washington, DC
| | - Aylin Tekes
- Department of Radiology, Division of Pediatric Radiology and Pediatric Neuroradiology, Johns Hopkins University School of Medicine, Baltimore, MD
| | - May W. Chen
- Division of Neonatology, Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Frances Northington
- Division of Neonatology, Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Charlamaine Parkinson
- Division of Neonatology, Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, MD
| | - Alexandra O’Kane
- Department of Neurology, Children’s National Hospital, Washington, DC
| | - Meaghan McGowan
- Department of Neurology, Children’s National Hospital, Washington, DC
| | - Colleen Krein
- Prenatal Pediatrics Institute, Children’s National Hospital, Washington, DC
| | - Tareq Al-Shargabi
- Prenatal Pediatrics Institute, Children’s National Hospital, Washington, DC
| | - Taeun Chang
- Department of Neurology, Children’s National Hospital, Washington, DC;,Department of Pediatrics, The George Washington University School of Medicine, Washington, DC
| | - An N. Massaro
- Department of Pediatrics, The George Washington University School of Medicine, Washington, DC;,Division of Neonatology, Children’s National Hospital, Washington, DC
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3
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Natique KR, Das Y, Maxey MN, Sepulveda P, Brown LS, Chalak LF. Early Use of Transcranial Doppler Ultrasonography to Stratify Neonatal Encephalopathy. Pediatr Neurol 2021; 124:33-39. [PMID: 34509001 DOI: 10.1016/j.pediatrneurol.2021.07.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 06/28/2021] [Accepted: 07/03/2021] [Indexed: 12/25/2022]
Abstract
BACKGROUND The dynamic nature of neonatal hypoxic-ischemic encephalopathy (HIE) after birth necessitates reliable biomarkers to identify infants with evolving brain injury. This prospective cohort aims to use serial Doppler ultrasonography (US) to measure cerebral blood flow velocity and resistance index (RI) to help detect the time and evolution of the clinical encephalopathy. METHODS A total of 60 neonates were enrolled all ≥36 weeks' gestation with perinatal acidemia, defined as a blood gas pH ≤ 7.0 or base deficit ≥16 mmol/L and encephalopathy including a matched control group without encephalopathy. Each neonate received one to three serial Doppler recordings starting at six to 24 hours of life. Mean RI ≤ 0.55 was considered abnormal. RESULTS Mean RIs obtained shortly after birth were significantly lower with increasing severity of encephalopathy. On the first Doppler recordings, abnormal mean RIs were seen in 11 of 18 (61%) neonates with mild, 13 of 17 (76%) with moderate, and two of two (100%) with severe HIE. Of the neonates with mild HIE and abnormal mean RIs, congruity abnormal amplitude electroencephalography (45%), brain magnetic resonance imaging (45%), and abnormal head ultrasound (44%) are here reported. CONCLUSIONS Doppler measurements can provide bedside adjunct biomarkers indicating the time and severity of neonatal HIE.
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Affiliation(s)
- Kiran R Natique
- Neonatal-Perinatal Medicine, University of Texas Southwestern, Dallas, Texas
| | - Yudhajit Das
- Department of Biomedical Engineering, University of Texas, Arlington, Texas
| | | | | | | | - Lina F Chalak
- Neonatal-Perinatal Medicine, University of Texas Southwestern, Dallas, Texas.
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Chalak L, Hellstrom-Westas L, Bonifacio S, Tsuchida T, Chock V, El-Dib M, Massaro AN, Garcia-Alix A. Bedside and laboratory neuromonitoring in neonatal encephalopathy. Semin Fetal Neonatal Med 2021; 26:101273. [PMID: 34393094 PMCID: PMC8627431 DOI: 10.1016/j.siny.2021.101273] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
Several bedside and laboratory neuromonitoring tools are currently used in neonatal encephalopathy (NE) to assess 1) brain function [amplitude-integrated electroencephalogram (aEEG) and EEG], 2) cerebral oxygenation delivery and consumption [near-infrared spectroscopy (NIRS)] and 3) blood and cerebrospinal fluid biomarkers. The aim of the review is to provide the role of neuromonitoring in understanding the development of brain injury in these newborns and better predict their long-term outcome. Simultaneous use of these monitoring modalities may improve our ability to provide meaningful prognostic information regarding ongoing treatments. Evidence will be summarized in this review for each of these modalities, by describing (1) the methods, (2) the clinical evidence in context of NE both before and with hypothermia, and (3) the research and future directions.
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Affiliation(s)
- L Chalak
- University of Texas Southwestern Medical Center, Dallas, USA.
| | - L Hellstrom-Westas
- Department of Women's and Children's Health, Uppsala University, Division of Neonatology, Uppsala University Hospital, Sweden.
| | - S Bonifacio
- Division of Neonatal and Developmental Medicine, Department of Pediatrics, Stanford University School of Medicine; 750 Welch Road, Suite 315, Palo Alto, CA, 94304, USA.
| | - T Tsuchida
- Department of Neurology and Pediatrics, George Washington University School of Medicine and Health Sciences, Children's National Hospital Division of Neurophysiology, Epilepsy and Critical Care, 111 Michigan Ave NW, West Wing, 4th Floor, Washington DC, 20010-2970, USA.
| | - V Chock
- Division of Neonatal and Developmental Medicine, Department of Pediatrics, Stanford University School of Medicine; 750 Welch Road, Suite 315, Palo Alto, CA, 94304, USA.
| | - M El-Dib
- Department of Pediatric Newborn Medicine, Brigham and Women's Hospital, Harvard Medical School, 75 Francis St, CWN#418, Boston, MA, 02115, USA.
| | - AN Massaro
- Department of Pediatrics, The George Washington University School of Medicine and Division of Neonatology, Children’s National Hospital, Washington, USA
| | - A Garcia-Alix
- Institut de Recerca Sant Joan de Déu, Hospital Sant Joan de Déu, Barcelona, Spain; University of Barcelona, Barcelona, Spain; NeNe Foundation, Madrid, Spain; Passeig de Sant Joan de Déu, 2, 08950, Esplugues de Llobregat, Barcelona, Spain.
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Tian F, Sepulveda P, Kota S, Liu Y, Das Y, Liu H, Zhang R, Chalak L. Regional heterogeneity of cerebral hemodynamics in mild neonatal encephalopathy measured with multichannel near-infrared spectroscopy. Pediatr Res 2021; 89:882-888. [PMID: 32492696 DOI: 10.1038/s41390-020-0992-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Revised: 04/22/2020] [Accepted: 04/24/2020] [Indexed: 11/09/2022]
Abstract
BACKGROUND Neuromonitoring at the bedside is the key to understand the pathophysiological mechanisms of brain injury associated with neonatal encephalopathy. The current practice is to monitor the forehead using a noninvasive cerebral oximetry-it remains unknown to what extent cerebral hemodynamics in other brain regions is different to the frontal region. METHOD A multichannel near-infrared spectroscopy (NIRS) system was used to monitor neonates (n = 14) with fetal acidosis and mild neonatal encephalopathy at four brain regions (the frontal, posterior, left temporal, and right temporal lobes). The data were compared to delineate the regional difference in (1) cerebral hemodynamics and (2) pressure autoregulation. For both analyses, wavelet transform coherence was applied. RESULTS We observed frontal-posterior heterogeneity as indicated by significantly lower coherence between these two regions (p = 0.02). Furthermore, areas with regional magnetic resonance imaging (MRI)-detected lesions showed greater hemodynamic variations compared to non-affected areas (p = 0.03), while cerebral autoregulation was not affected and showed no difference. CONCLUSION Cerebral hemodynamics in mild neonatal encephalopathy is heterogeneous across different brain regions, while cerebral autoregulation remains intact. These findings indicate the robustness of the wavelet measure of cerebral autoregulation in this population, but need to be further investigated in the presence of severe injury. IMPACT This proof-of-concept study is the first to investigate the regional difference of cerebral hemodynamics and autoregulation in mild neonatal encephalopathy. Study findings confirm that brain functions are complex in the developing neonatal brain and that cerebral hemodynamics are region specific in newborns with frontal-posterior heterogeneity among brain regions probed by multichannel NIRS. Regional MRI lesions were associated with differences across NIRS regional channels among the affected side. Cerebral autoregulation with multichannel NIRS is not affected by regional MRI abnormalities.
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Affiliation(s)
- Fenghua Tian
- Department of Bioengineering, University of Texas at Arlington, Arlington, TX, USA
| | - Pollieanna Sepulveda
- Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Srinivas Kota
- Departments of Internal Medicine and Neurosciences, University of Texas Southwestern Medical Center, Dallas, TX, USA.,Institute for Exercise and Environmental Medicine, Dallas, TX, USA
| | - Yulun Liu
- Departments of Internal Medicine and Neurosciences, University of Texas Southwestern Medical Center, Dallas, TX, USA.,Institute for Exercise and Environmental Medicine, Dallas, TX, USA
| | - Yudhajit Das
- Department of Bioengineering, University of Texas at Arlington, Arlington, TX, USA
| | - Hanli Liu
- Department of Bioengineering, University of Texas at Arlington, Arlington, TX, USA
| | - Rong Zhang
- Departments of Internal Medicine and Neurosciences, University of Texas Southwestern Medical Center, Dallas, TX, USA.,Institute for Exercise and Environmental Medicine, Dallas, TX, USA
| | - Lina Chalak
- Department of Pediatrics, University of Texas Southwestern Medical Center, Dallas, TX, USA.
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Neonatal NIRS monitoring: recommendations for data capture and review of analytics. J Perinatol 2021; 41:675-688. [PMID: 33589724 PMCID: PMC7883881 DOI: 10.1038/s41372-021-00946-6] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/02/2020] [Revised: 11/20/2020] [Accepted: 01/19/2021] [Indexed: 01/29/2023]
Abstract
Brain injury is one of the most consequential problems facing neonates, with many preterm and term infants at risk for cerebral hypoxia and ischemia. To develop effective neuroprotective strategies, the mechanistic basis for brain injury must be understood. The fragile state of neonates presents unique research challenges; invasive measures of cerebral blood flow and oxygenation assessment exceed tolerable risk profiles. Near-infrared spectroscopy (NIRS) can safely and non-invasively estimate cerebral oxygenation, a correlate of cerebral perfusion, offering insight into brain injury-related mechanisms. Unfortunately, lack of standardization in device application, recording methods, and error/artifact correction have left the field fractured. In this article, we provide a framework for neonatal NIRS research. Our goal is to provide a rational basis for NIRS data capture and processing that may result in better comparability between studies. It is also intended to serve as a primer for new NIRS researchers and assist with investigation initiation.
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Harvey-Jones K, Lange F, Tachtsidis I, Robertson NJ, Mitra S. Role of Optical Neuromonitoring in Neonatal Encephalopathy-Current State and Recent Advances. Front Pediatr 2021; 9:653676. [PMID: 33898363 PMCID: PMC8062863 DOI: 10.3389/fped.2021.653676] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Accepted: 03/15/2021] [Indexed: 11/19/2022] Open
Abstract
Neonatal encephalopathy (NE) in term and near-term infants is a significant global health problem; the worldwide burden of disease remains high despite the introduction of therapeutic hypothermia. Assessment of injury severity and effective management in the neonatal intensive care unit (NICU) relies on multiple monitoring modalities from systemic to brain-specific. Current neuromonitoring tools provide information utilized for seizure management, injury stratification, and prognostication, whilst systemic monitoring ensures multi-organ dysfunction is recognized early and supported wherever needed. The neuromonitoring technologies currently used in NE however, have limitations in either their availability during the active treatment window or their reliability to prognosticate and stratify injury confidently in the early period following insult. There is therefore a real need for a neuromonitoring tool that provides cot side, early and continuous monitoring of brain health which can reliably stratify injury severity, monitor response to current and emerging treatments, and prognosticate outcome. The clinical use of near-infrared spectroscopy (NIRS) technology has increased in recent years. Research studies within this population have also increased, alongside the development of both instrumentation and signal processing techniques. Increasing use of commercially available cerebral oximeters in the NICU, and the introduction of advanced optical measurements using broadband NIRS (BNIRS), frequency domain NIRS (FDNIRS), and diffuse correlation spectroscopy (DCS) have widened the scope by allowing the direct monitoring of oxygen metabolism and cerebral blood flow, both key to understanding pathophysiological changes and predicting outcome in NE. This review discusses the role of optical neuromonitoring in NE and why this modality may provide the next significant piece of the puzzle toward understanding the real time state of the injured newborn brain.
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Affiliation(s)
- Kelly Harvey-Jones
- Neonatology, EGA Institute for Women's Health, University College London, London, United Kingdom
| | - Frederic Lange
- Medical Physics and Biomedical Engineering, University College London, London, United Kingdom
| | - Ilias Tachtsidis
- Medical Physics and Biomedical Engineering, University College London, London, United Kingdom
| | - Nicola J Robertson
- Neonatology, EGA Institute for Women's Health, University College London, London, United Kingdom.,Edinburgh Neuroscience & Centre for Clinical Brain Sciences, The University of Edinburgh, Edinburgh, United Kingdom
| | - Subhabrata Mitra
- Neonatology, EGA Institute for Women's Health, University College London, London, United Kingdom
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Massaro AN, Lee JK, Vezina G, Glass P, O'Kane A, Li R, Chang T, Brady K, Govindan R. Exploratory Assessment of the Relationship Between Hemoglobin Volume Phase Index, Magnetic Resonance Imaging, and Functional Outcome in Neonates with Hypoxic-Ischemic Encephalopathy. Neurocrit Care 2020; 35:121-129. [PMID: 33215394 DOI: 10.1007/s12028-020-01150-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Accepted: 11/03/2020] [Indexed: 10/23/2022]
Abstract
BACKGROUND/OBJECTIVE Near-infrared spectroscopy (NIRS)-based measures of cerebral autoregulation (CAR) can potentially identify neonates with hypoxic-ischemic encephalopathy (HIE) who are at greatest risk of irreversible brain injury. However, modest predictive abilities have precluded previously described metrics from entering clinical care. We previously validated a novel autoregulation metric in a piglet model of induced hypotension called the hemoglobin volume phase index (HVP). The objective of this study was to evaluate the clinical ability of the HVP to predict adverse outcomes neonates with HIE. METHODS This is a prospective study of neonates with HIE who underwent therapeutic hypothermia (TH) at a level 4 neonatal intensive care unit (NICU). Continuous cerebral NIRS and mean arterial blood pressure (MAP) from indwelling arterial catheters were measured during TH and through rewarming. Multivariate autoregressive process was used to calculate the coherence between MAP and the sum total of the oxy- and deoxygenated Hb densities (HbT), a surrogate measure of cerebral blood volume (CBV). The HVP was calculated as the cosine-transformed phase shift at the frequency of maximal MAP-HbT coherence. Brain injury was assessed by neonatal magnetic resonance imaging (MRI), and developmental outcomes were assessed by the Bayley Scales of Infant Development (BSID-III) at 15-30 months. The ability of the HVP to predict (a) death or severe brain injury by MRI and (b) death or significant developmental delay was assessed using logistic regression analyses. RESULTS In total, 50 neonates with moderate or severe HIE were monitored. Median HVP was higher, representing more dysfunctional autoregulation, in infants who had adverse outcomes. After adjusting for sex and encephalopathy grade at presentation, HVP at 21-24 and 24-27 h of life predicted death or brain injury by MRI (21-24 h: OR 8.8, p = 0.037; 24-27 h: OR 31, p = 0.011) and death or developmental delay at 15-30 months (21-24 h: OR 11.8, p = 0.05; 24-27 h: OR 15, p = 0.035). CONCLUSIONS Based on this pilot study of neonates with HIE, HVP merits further study as an indicator of death or severe brain injury on neonatal MRI and neurodevelopmental delay in early childhood. Larger studies are warranted for further clinical validation of the HVP to evaluate cerebral autoregulation following HIE.
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Affiliation(s)
- An N Massaro
- Division of Neonatology, Children's National Hospital, Washington, DC, USA. .,The George Washington University School of Medicine, Washington, DC, USA.
| | - Jennifer K Lee
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Gilbert Vezina
- Diagnostic Imaging and Radiology, Children's National Hospital, Washington, DC, USA.,The George Washington University School of Medicine, Washington, DC, USA
| | - Penny Glass
- Psychology and Behavioral Health, Children's National Hospital, Washington, DC, USA.,The George Washington University School of Medicine, Washington, DC, USA
| | | | - Ruoying Li
- Neurology, Children's National Hospital, Washington, DC, USA
| | - Taeun Chang
- Neurology, Children's National Hospital, Washington, DC, USA.,The George Washington University School of Medicine, Washington, DC, USA
| | - Kenneth Brady
- Department of Anesthesia, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
| | - Rathinaswamy Govindan
- Fetal and Transitional Medicine, Children's National Hospital, Washington, DC, USA.,The George Washington University School of Medicine, Washington, DC, USA
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Mitra S, Bale G, Meek J, Tachtsidis I, Robertson NJ. Cerebral Near Infrared Spectroscopy Monitoring in Term Infants With Hypoxic Ischemic Encephalopathy-A Systematic Review. Front Neurol 2020; 11:393. [PMID: 32536901 PMCID: PMC7267214 DOI: 10.3389/fneur.2020.00393] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2020] [Accepted: 04/17/2020] [Indexed: 12/13/2022] Open
Abstract
Background: Neonatal hypoxic ischemic encephalopathy (HIE) remains a significant cause of mortality and morbidity worldwide. Cerebral near infrared spectroscopy (NIRS) can provide cot side continuous information about changes in brain hemodynamics, oxygenation and metabolism in real time. Objective: To perform a systematic review of cerebral NIRS monitoring in term and near-term infants with HIE. Search Methods: A systematic search was performed in Ovid EMBASE and Medline database from inception to November 2019. The search combined three broad categories: measurement (NIRS monitoring), disease condition [hypoxic ischemic encephalopathy (HIE)] and subject category (newborn infants) using a stepwise approach as per PRISMA guidance. Selection Criteria: Only human studies published in English were included. Data Collection and Analysis: Two authors independently selected, assessed the quality, and extracted data from the studies for this review. Results: Forty-seven studies on term and near-term infants following HIE were identified. Most studies measured multi-distance NIRS based cerebral tissue saturation using monitors that are referred to as cerebral oximeters. Thirty-nine studies were published since 2010; eight studies were published before this. Fifteen studies reviewed the neurodevelopmental outcome in relation to NIRS findings. No randomized study was identified. Conclusion: Commercial NIRS cerebral oximeters can provide important information regarding changes in cerebral oxygenation and hemodynamics following HIE and can be particularly helpful when used in combination with other neuromonitoring tools. Optical measurements of brain metabolism using broadband NIRS and cerebral blood flow using diffuse correlation spectroscopy add additional pathophysiological information. Further randomized clinical trials and large observational studies are necessary with proper study design to assess the utility of NIRS in predicting neurodevelopmental outcome and guiding therapeutic interventions.
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Affiliation(s)
- Subhabrata Mitra
- Neonatology, Institute for Women's Health, University College London, London, United Kingdom
| | - Gemma Bale
- Medical Physics and Biomedical Engineering, University College London, London, United Kingdom
| | - Judith Meek
- Neonatology, Institute for Women's Health, University College London, London, United Kingdom
| | - Ilias Tachtsidis
- Medical Physics and Biomedical Engineering, University College London, London, United Kingdom
| | - Nicola J. Robertson
- Neonatology, Institute for Women's Health, University College London, London, United Kingdom
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10
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Tgavalekos K, Pham T, Krishnamurthy N, Sassaroli A, Fantini S. Frequency-resolved analysis of coherent oscillations of local cerebral blood volume, measured with near-infrared spectroscopy, and systemic arterial pressure in healthy human subjects. PLoS One 2019; 14:e0211710. [PMID: 30753203 PMCID: PMC6372153 DOI: 10.1371/journal.pone.0211710] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2018] [Accepted: 01/19/2019] [Indexed: 01/18/2023] Open
Abstract
We report a study on twenty-two healthy human subjects of the dynamic relationship between cerebral hemoglobin concentration ([HbT]), measured with near-infrared spectroscopy (NIRS) in the prefrontal cortex, and systemic arterial blood pressure (ABP), measured with finger plethysmography. [HbT] is a measure of local cerebral blood volume (CBV). We induced hemodynamic oscillations at discrete frequencies in the range 0.04-0.20 Hz with cyclic inflation and deflation of pneumatic cuffs wrapped around the subject's thighs. We modeled the transfer function of ABP and [HbT] in terms of effective arterial (K(a)) and venous (K(v)) compliances, and a cerebral autoregulation time constant (τ(AR)). The mean values (± standard errors) of these parameters across the twenty-two subjects were K(a) = 0.01 ± 0.01 μM/mmHg, K(v) = 0.09 ± 0.05 μM/mmHg, and τ(AR) = 2.2 ± 1.3 s. Spatially resolved measurements in a subset of eight subjects reveal a spatial variability of these parameters that may exceed the inter-subject variability at a set location. This study sheds some light onto the role that ABP and cerebral blood flow (CBF) play in the dynamics of [HbT] measured with NIRS, and paves the way for new non-invasive optical studies of cerebral blood flow and cerebral autoregulation.
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Affiliation(s)
- Kristen Tgavalekos
- Department of Biomedical Engineering, Tufts University, Medford, Massachusetts, United States of America
| | - Thao Pham
- Department of Biomedical Engineering, Tufts University, Medford, Massachusetts, United States of America
| | - Nishanth Krishnamurthy
- Department of Biomedical Engineering, Tufts University, Medford, Massachusetts, United States of America
| | - Angelo Sassaroli
- Department of Biomedical Engineering, Tufts University, Medford, Massachusetts, United States of America
| | - Sergio Fantini
- Department of Biomedical Engineering, Tufts University, Medford, Massachusetts, United States of America
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11
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Mitra S, Bale G, Highton D, Gunny R, Uria-Avellanal C, Bainbridge A, Sokolska M, Price D, Huertas-Ceballos A, Kendall GS, Meek J, Tachtsidis I, Robertson NJ. Pressure passivity of cerebral mitochondrial metabolism is associated with poor outcome following perinatal hypoxic ischemic brain injury. J Cereb Blood Flow Metab 2019; 39:118-130. [PMID: 28949271 PMCID: PMC6311664 DOI: 10.1177/0271678x17733639] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Hypoxic ischemic encephalopathy (HIE) leads to significant morbidity and mortality. Impaired autoregulation after hypoxia-ischaemia has been suggested to contribute further to injury. Thalamic lactate/N-Acetylasperate (Lac/NAA) peak area ratio of > 0.3 on proton (1H) magnetic resonance spectroscopy (MRS) is associated with poor neurodevelopment outcome following HIE. Cytochrome-c-oxidase (CCO) plays a central role in mitochondrial oxidative metabolism and ATP synthesis. Using a novel broadband NIRS system, we investigated the impact of pressure passivity of cerebral metabolism (CCO), oxygenation (haemoglobin difference (HbD)) and cerebral blood volume (total haemoglobin (HbT)) in 23 term infants following HIE during therapeutic hypothermia (HT). Sixty-minute epochs of data from each infant were studied using wavelet analysis at a mean age of 48 h. Wavelet semblance (a measure of phase difference) was calculated to compare reactivity between mean arterial blood pressure (MABP) with oxCCO, HbD and HbT. OxCCO-MABP semblance correlated with thalamic Lac/NAA ( r = 0.48, p = 0.02). OxCCO-MABP semblance also differed between groups of infants with mild to moderate and severe injury measured using brain MRI score ( p = 0.04), thalamic Lac/NAA ( p = 0.04) and neurodevelopmental outcome at one year ( p = 0.04). Pressure passive changes in cerebral metabolism were associated with injury severity indicated by thalamic Lac/NAA, MRI scores and neurodevelopmental assessment at one year of age.
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Affiliation(s)
- Subhabrata Mitra
- 1 Institute for Women's Health, University College London, London, UK
| | - Gemma Bale
- 2 Department of Medical Physics and Biomedical Engineering, University College London, London, UK
| | - David Highton
- 3 Neurocritical Care, National Hospital for Neurology & Neurosurgery, University College London, London, UK
| | - Roxanna Gunny
- 4 Paediatric Neuroradiology, Great Ormond Street Hospital for Children, London, UK
| | | | - Alan Bainbridge
- 5 Department of Medical Physics and Biomedical Engineering, University College London Hospital, London, UK
| | - Magdalena Sokolska
- 5 Department of Medical Physics and Biomedical Engineering, University College London Hospital, London, UK
| | - David Price
- 5 Department of Medical Physics and Biomedical Engineering, University College London Hospital, London, UK
| | | | - Giles S Kendall
- 6 Neonatal Unit, University College London Hospital, London, UK
| | - Judith Meek
- 1 Institute for Women's Health, University College London, London, UK
| | - Ilias Tachtsidis
- 2 Department of Medical Physics and Biomedical Engineering, University College London, London, UK
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12
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Govindan RB, Massaro AN, du Plessis A. Ensuring signal quality of cerebral near infrared spectroscopy during continuous longterm monitoring. J Neurosci Methods 2018; 309:147-152. [PMID: 30189283 PMCID: PMC6323003 DOI: 10.1016/j.jneumeth.2018.09.003] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2018] [Revised: 08/18/2018] [Accepted: 09/02/2018] [Indexed: 10/28/2022]
Abstract
BACKGROUND Near infrared spectroscopy (NIRS) derived hemoglobin difference (HbD: oxygenated [HbO2] - reduced hemoglobin [Hb]) and total hemoglobin (HbT: HbO2+Hb) have been used as surrogate measures of cerebral blood flow and volume, respectively. Statistically, a lack of HbD-blood pressure (BP) or negative HbT-BP association is regarded as a state of intact cerebral pressure autoregulation (CPA). In contrast, a co-variation of HbD/HbT and systemic blood pressure (BP) in the same direction is thought of as a failure of CPA. If the quality of one (NIRS/BP) or both signals is compromised, the reliability of the results may be adversely affected. In this work, we develop an analytic approach to assess the quality of the NIRS signals. NEW METHOD Given that cardiac pulses cause hemodynamic changes that are transmitted through the peripheral vasculature, cerebral NIRS signals should exhibit cyclical changes at the pulse frequency. Therefore, we propose that an association between HbD/HbT and electrocardiogram (EKG) signals would be an indicator of NIRS quality. We demonstrate the application of this approach with data collected from six newborns undergoing therapeutic hypothermia for neonatal encephalopathy. RESULTS We observed an intermittent lack of association between NIRS signals and EKG data over the course of several hours of continuous records, indicating a loss in the strength in NIRS signals. COMPARISON WITH EXISTING METHOD Existing CPA characterization suffers from Type-II error which the current preprocessing approach can mitigate. CONCLUSIONS The proposed approach will allow for real-time assessment of NIRS signal quality that is essential for accurate CPA monitoring.
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Affiliation(s)
- R B Govindan
- Division of Fetal and Transitional Medicine, Children's National Health System, 111 Michigan Ave, NW, Washington, DC', 20010, USA.
| | - A N Massaro
- Division of Fetal and Transitional Medicine, Children's National Health System, 111 Michigan Ave, NW, Washington, DC', 20010, USA; Division of Neonatology, Children's National Health System, 111 Michigan Ave, NW, Washington, DC, 20010, USA
| | - Adre du Plessis
- Division of Fetal and Transitional Medicine, Children's National Health System, 111 Michigan Ave, NW, Washington, DC', 20010, USA
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13
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Govindan RB, Al-Shargabi T, Massaro AN, Metzler M, Andescavage NN, Joshi R, Dave R, du Plessis A. Baroreflex dysfunction in sick newborns makes heart rate an unreliable surrogate for blood pressure changes. Pediatr Res 2016; 79:929-33. [PMID: 26859365 PMCID: PMC4899139 DOI: 10.1038/pr.2016.17] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/29/2015] [Accepted: 11/21/2015] [Indexed: 11/29/2022]
Abstract
BACKGROUND Cerebral pressure passivity (CPP) in sick newborns can be detected by evaluating coupling between mean arterial pressure (MAP) and cerebral blood flow measured by near infra-red spectroscopy hemoglobin difference (HbD). However, continuous MAP monitoring requires invasive catheterization with its inherent risks. We tested whether heart rate (HR) could serve as a reliable surrogate for MAP in the detection of CPP in sick newborns. METHODS Continuous measurements of MAP, HR, and HbD were made and partitioned into 10-min epochs. Spectral coherence (COH) was computed between MAP and HbD (COHMAP-HbD) to detect CPP, between HR and HbD (COHHR-HbD) for comparison, and between MAP and HR (COHMAP-HR) to quantify baroreflex function (BRF). The agreement between COHMAP-HbD and COHHR-HbD was assessed using ROC analysis. RESULTS We found poor agreement between COHMAP-HbD and COHHR-HbD in left hemisphere (area under the ROC curve (AUC) 0.68) and right hemisphere (AUC 0.71). Baroreflex failure (COHMAP-HR not significant) was present in 79% of epochs. Confining comparison to epochs with intact BRF showed an AUC of 0.85 for both hemispheres. CONCLUSIONS In these sick newborns, HR was an unreliable surrogate for MAP required for the detection of CPP. This is likely due to the prevalence of BRF failure in these infants.
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Affiliation(s)
| | - Tareq Al-Shargabi
- Divison of Fetal and Transitional Medicine,
Children’s National Health System, Washington, DC
| | - An N Massaro
- Division of Neonatology, Children's National Health
System, Washington, DC
- Department of Pediatrics, The George Washington University
School of Medicine and Health Sciences, Washington, DC
| | - Marina Metzler
- Divison of Fetal and Transitional Medicine,
Children’s National Health System, Washington, DC
| | - Nickie N. Andescavage
- Division of Neonatology, Children's National Health
System, Washington, DC
- Department of Pediatrics, The George Washington University
School of Medicine and Health Sciences, Washington, DC
| | - Radhika Joshi
- Divison of Fetal and Transitional Medicine,
Children’s National Health System, Washington, DC
| | - Rhiya Dave
- Divison of Fetal and Transitional Medicine,
Children’s National Health System, Washington, DC
| | - Adre du Plessis
- Divison of Fetal and Transitional Medicine,
Children’s National Health System, Washington, DC
- Department of Pediatrics, The George Washington University
School of Medicine and Health Sciences, Washington, DC
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14
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Tian F, Tarumi T, Liu H, Zhang R, Chalak L. Wavelet coherence analysis of dynamic cerebral autoregulation in neonatal hypoxic-ischemic encephalopathy. NEUROIMAGE-CLINICAL 2016; 11:124-132. [PMID: 26937380 PMCID: PMC4753811 DOI: 10.1016/j.nicl.2016.01.020] [Citation(s) in RCA: 76] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/24/2015] [Revised: 01/16/2016] [Accepted: 01/23/2016] [Indexed: 12/02/2022]
Abstract
Cerebral autoregulation represents the physiological mechanisms that keep brain perfusion relatively constant in the face of changes in blood pressure and thus plays an essential role in normal brain function. This study assessed cerebral autoregulation in nine newborns with moderate-to-severe hypoxic–ischemic encephalopathy (HIE). These neonates received hypothermic therapy during the first 72 h of life while mean arterial pressure (MAP) and cerebral tissue oxygenation saturation (SctO2) were continuously recorded. Wavelet coherence analysis, which is a time-frequency domain approach, was used to characterize the dynamic relationship between spontaneous oscillations in MAP and SctO2. Wavelet-based metrics of phase, coherence and gain were derived for quantitative evaluation of cerebral autoregulation. We found cerebral autoregulation in neonates with HIE was time-scale-dependent in nature. Specifically, the spontaneous changes in MAP and SctO2 had in-phase coherence at time scales of less than 80 min (< 0.0002 Hz in frequency), whereas they showed anti-phase coherence at time scales of around 2.5 h (~ 0.0001 Hz in frequency). Both the in-phase and anti-phase coherence appeared to be related to worse clinical outcomes. These findings suggest the potential clinical use of wavelet coherence analysis to assess dynamic cerebral autoregulation in neonatal HIE during hypothermia. Cerebral hemodynamics in HIE neonates were continuously recorded in hypothermia. Wavelet coherence can be used to assess dynamic autoregulation in HIE neonates. Wavelet-derived metrics have about 88.9% accuracy in predicting clinical outcomes. Wavelet phase, coherence, and gain are validated against transfer function analysis. Cerebral autoregulation in HIE neonates is time-scale-dependent in a wide range.
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Affiliation(s)
- Fenghua Tian
- Department of Bioengineering, University of Texas at Arlington, United States
| | - Takashi Tarumi
- Department of Internal Medicine, University of Texas Southwestern Medical Center, United States; Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, United States; Institute for Exercise and Environmental Medicine, Texas Health Presbyterian Hospital of Dallas, United States
| | - Hanli Liu
- Department of Bioengineering, University of Texas at Arlington, United States
| | - Rong Zhang
- Department of Internal Medicine, University of Texas Southwestern Medical Center, United States; Department of Neurology and Neurotherapeutics, University of Texas Southwestern Medical Center, United States; Institute for Exercise and Environmental Medicine, Texas Health Presbyterian Hospital of Dallas, United States
| | - Lina Chalak
- Department of Pediatrics, University of Texas Southwestern Medical Center, United States.
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15
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Govindan RB, Massaro A, Chang T, Vezina G, du Plessis A. A novel technique for quantitative bedside monitoring of neurovascular coupling. J Neurosci Methods 2015; 259:135-142. [PMID: 26684362 DOI: 10.1016/j.jneumeth.2015.11.025] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2015] [Revised: 11/24/2015] [Accepted: 11/27/2015] [Indexed: 11/28/2022]
Abstract
BACKGROUND There is no current method for continuous quantification of neurovascular coupling (NVC) in spontaneous brain activity. To fill this void, we propose a novel method to quantify NVC using electroencephalogram (EEG) and near-infrared spectroscopy (NIRS) data. NEW METHOD Since EEG and NIRS measure physiologic changes occurring at different time scales, we bring them into a common dynamical time frame (DTF). To achieve this, we partition both signals into one-second epochs and calculate the standard deviation of the EEG and the average value of the NIRS for each epoch. We then quantify the NVC by calculating spectral coherence between the two signals in the DTF. The resulting NVC will have a low resolution with all of its content localized below 1Hz. RESULTS After validating this framework on simulated data, we applied this approach to EEG and NIRS signals collected from four term infants undergoing therapeutic hypothermia for neonatal encephalopathy. Two of these infants showed no evidence of structural brain injury, and the other two died during the course of the therapy. The intact survivors showed emergence of NVC during hypothermia and/or after rewarming. In contrast, the two critically ill infants, who subsequently died, lacked this feature. COMPARISON WITH EXISTING METHODS Existing methods quantify NVC by averaging neurovascular signals based on certain events (for example seizure) in the EEG activity, whereas our approach quantifies coupling between spontaneous background EEG and NIRS. CONCLUSION Real-time continuous monitoring of NVC may be a promising physiologic signal for cerebral monitoring in future.
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Affiliation(s)
- R B Govindan
- Division of Fetal and Transitional Medicine, Fetal Medicine Institute, Children's National Health System, 111 Michigan Ave NW, Washington, DC 20010, USA.
| | - An Massaro
- Division of Neonatology, Children's National, 111 Michigan Ave NW, Washington, DC 20010, USA
| | - Taeun Chang
- Division of Neurology, Children's National, 111 Michigan Ave NW, Washington, DC 20010, USA
| | - Gilbert Vezina
- Division of Diagnostic Imaging and Radiology, Children's National, 111 Michigan Ave NW, Washington, DC 20010, USA
| | - Adré du Plessis
- Division of Fetal and Transitional Medicine, Fetal Medicine Institute, Children's National Health System, 111 Michigan Ave NW, Washington, DC 20010, USA
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16
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Massaro AN, Govindan RB, Vezina G, Chang T, Andescavage NN, Wang Y, Al-Shargabi T, Metzler M, Harris K, du Plessis AJ. Impaired cerebral autoregulation and brain injury in newborns with hypoxic-ischemic encephalopathy treated with hypothermia. J Neurophysiol 2015; 114:818-24. [PMID: 26063779 DOI: 10.1152/jn.00353.2015] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2015] [Accepted: 06/09/2015] [Indexed: 11/22/2022] Open
Abstract
Impaired cerebral autoregulation may contribute to secondary injury in newborns with hypoxic-ischemic encephalopathy (HIE). Continuous, noninvasive assessment of cerebral pressure autoregulation can be achieved with bedside near-infrared spectroscopy (NIRS) and systemic mean arterial blood pressure (MAP) monitoring. This study aimed to evaluate whether impaired cerebral autoregulation measured by NIRS-MAP monitoring during therapeutic hypothermia and rewarming relates to outcome in 36 newborns with HIE. Spectral coherence analysis between NIRS and MAP was used to quantify changes in the duration [pressure passivity index (PPI)] and magnitude (gain) of cerebral autoregulatory impairment. Higher PPI in both cerebral hemispheres and gain in the right hemisphere were associated with neonatal adverse outcomes [death or detectable brain injury by magnetic resonance imaging (MRI), P < 0.001]. NIRS-MAP monitoring of cerebral autoregulation can provide an ongoing physiological biomarker that may help direct care in perinatal brain injury.
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Affiliation(s)
- An N Massaro
- Division of Neonatology, Children's National Health System, Washington, District of Columbia; Division of Fetal and Transitional Medicine, Children's National Health System, Washington, District of Columbia; Department of Pediatrics, The George Washington University School of Medicine, Washington, District of Columbia
| | - R B Govindan
- Division of Fetal and Transitional Medicine, Children's National Health System, Washington, District of Columbia; Department of Pediatrics, The George Washington University School of Medicine, Washington, District of Columbia
| | - Gilbert Vezina
- Division of Diagnostic Imaging and Radiology, Children's National Health System, Washington, District of Columbia; Department of Pediatrics, The George Washington University School of Medicine, Washington, District of Columbia
| | - Taeun Chang
- Department of Neurology, Children's National Health System, Washington, District of Columbia; Department of Pediatrics, The George Washington University School of Medicine, Washington, District of Columbia
| | - Nickie N Andescavage
- Division of Neonatology, Children's National Health System, Washington, District of Columbia; Department of Pediatrics, The George Washington University School of Medicine, Washington, District of Columbia
| | - Yunfei Wang
- Department of Biostatistics and Study Methodology, Children's National Health System, Washington, District of Columbia; and Department of Pediatrics, The George Washington University School of Medicine, Washington, District of Columbia
| | - Tareq Al-Shargabi
- Division of Fetal and Transitional Medicine, Children's National Health System, Washington, District of Columbia
| | - Marina Metzler
- Division of Fetal and Transitional Medicine, Children's National Health System, Washington, District of Columbia
| | - Kari Harris
- Department of Neurology, Children's National Health System, Washington, District of Columbia
| | - Adre J du Plessis
- Division of Fetal and Transitional Medicine, Children's National Health System, Washington, District of Columbia; Department of Pediatrics, The George Washington University School of Medicine, Washington, District of Columbia
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17
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Papadelis C, Grant PE, Okada Y, Preissl H. Editorial on emerging neuroimaging tools for studying normal and abnormal human brain development. Front Hum Neurosci 2015; 9:127. [PMID: 25814947 PMCID: PMC4356076 DOI: 10.3389/fnhum.2015.00127] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2015] [Accepted: 02/23/2015] [Indexed: 12/05/2022] Open
Affiliation(s)
- Christos Papadelis
- BabyMEG/EEG facility, Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital Boston, MA, USA ; Division of Newborn Medicine, Department of Medicine, Boston Children's Hospital, Harvard Medical School Boston, MA, USA
| | - P Ellen Grant
- BabyMEG/EEG facility, Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital Boston, MA, USA ; Division of Newborn Medicine, Department of Medicine, Boston Children's Hospital, Harvard Medical School Boston, MA, USA ; Department of Radiology, Boston Children's Hospital, Harvard Medical School Boston, MA, USA
| | - Yoshio Okada
- BabyMEG/EEG facility, Fetal-Neonatal Neuroimaging and Developmental Science Center, Boston Children's Hospital Boston, MA, USA ; Division of Newborn Medicine, Department of Medicine, Boston Children's Hospital, Harvard Medical School Boston, MA, USA
| | - Hubert Preissl
- fMEG Center, Institute for Medical Psychology and Behavioural Neurobiology, University of Tuebingen Tuebingen, Germany ; Department of Obstetrics and Gynecology, University of Arkansas for Medical Sciences Little Rock, AR, USA
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