1
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Riganello F, Vatrano M, Cortese MD, Tonin P, Soddu A. Central autonomic network and early prognosis in patients with disorders of consciousness. Sci Rep 2024; 14:1610. [PMID: 38238457 PMCID: PMC10796939 DOI: 10.1038/s41598-024-51457-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2023] [Accepted: 01/05/2024] [Indexed: 01/22/2024] Open
Abstract
The central autonomic network (CAN) plays a crucial role in modulating the autonomic nervous system. Heart rate variability (HRV) is a valuable marker for assessing CAN function in disorders of consciousness (DOC) patients. We used HRV analysis for early prognosis in 58 DOC patients enrolled within ten days of hospitalization. They underwent a five-minute electrocardiogram during baseline and acoustic/visual stimulation. The coma recovery scale-revised (CRS-R) was used to define the patient's consciousness level and categorize the good/bad outcome at three months. The high-frequency Power Spectrum Density and the standard deviation of normal-to-normal peaks in baseline, the sample entropy during the stimulation, and the time from injury features were used in the support vector machine analysis (SVM) for outcome prediction. The SVM predicted the patients' outcome with an accuracy of 96% in the training test and 100% in the validation test, underscoring its potential to provide crucial clinical information about prognosis.
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Affiliation(s)
- Francesco Riganello
- Reseach in Advanced Neurorehabilitation, S. Anna Institute, 88900, Crotone, Italy.
| | - Martina Vatrano
- Reseach in Advanced Neurorehabilitation, S. Anna Institute, 88900, Crotone, Italy
| | | | - Paolo Tonin
- Reseach in Advanced Neurorehabilitation, S. Anna Institute, 88900, Crotone, Italy
| | - Andrea Soddu
- Physics & Astronomy Department and Western Institute for Neuroscience, University of Western Ontario, London, ON, Canada
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2
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Candia-Rivera D, Machado C. Multidimensional assessment of heartbeat-evoked responses in disorders of consciousness. Eur J Neurosci 2023; 58:3098-3110. [PMID: 37382151 DOI: 10.1111/ejn.16079] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Revised: 06/01/2023] [Accepted: 06/12/2023] [Indexed: 06/30/2023]
Abstract
Because consciousness does not necessarily translate into overt behaviour, detecting residual consciousness in noncommunicating patients remains a challenge. Bedside diagnostic methods based on EEG are promising and cost-effective alternatives to detect residual consciousness. Recent evidence showed that the cortical activations triggered by each heartbeat, namely, heartbeat-evoked responses (HERs), can detect through machine learning the presence of minimal consciousness and distinguish between overt and covert minimal consciousness. In this study, we explore different markers to characterize HERs to investigate whether different dimensions of the neural responses to heartbeats provide complementary information that is not typically found under standard event-related potential analyses. We evaluated HERs and EEG average non-locked to heartbeats in six types of participants: healthy state, locked-in syndrome, minimally conscious state, vegetative state/unresponsive wakefulness syndrome, comatose and brain-dead patients. We computed a series of markers from HERs that can generally separate the unconscious from the conscious. Our findings indicate that HER variance and HER frontal segregation tend to be higher in the presence of consciousness. These indices, when combined with heart rate variability, have the potential to enhance the differentiation between different levels of awareness. We propose that a multidimensional evaluation of brain-heart interactions could be included in a battery of tests to characterize disorders of consciousness. Our results may motivate further exploration of markers in brain-heart communication for the detection of consciousness at the bedside. The development of diagnostic methods based on brain-heart interactions may be translated into more feasible methods for clinical practice.
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Affiliation(s)
- Diego Candia-Rivera
- Paris Brain Institute - ICM, CNRS, INRIA, INSERM, AP-HP, Hôpital Pitié Salpêtrière, Sorbonne Université, Paris, France
| | - Calixto Machado
- Department of Clinical Neurophysiology, Institute of Neurology and Neurosurgery, Havana, Cuba
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3
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Riganello F, Tonin P, Soddu A. I Feel! Therefore, I Am from Pain to Consciousness in DOC Patients. Int J Mol Sci 2023; 24:11825. [PMID: 37511583 PMCID: PMC10380260 DOI: 10.3390/ijms241411825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Revised: 07/13/2023] [Accepted: 07/20/2023] [Indexed: 07/30/2023] Open
Abstract
Pain assessment and management in patients with disorders of consciousness (DOC) is a challenging and important aspect of care, with implications for detecting consciousness and promoting recovery. This narrative review explores the role of pain in consciousness, the challenges of pain assessment, pharmacological treatment in DOC, and the implications of pain assessment when detecting changes in consciousness. The review discusses the Nociception Coma Scale and its revised version, which are behavioral scales used to assess pain in DOC patients, and the challenges and controversies surrounding the appropriate pharmacological treatment of pain in these patients. Moreover, we highlight recent evidence suggesting that an accurate pain assessment may predict changes in the level of consciousness in unresponsive wakefulness syndrome/vegetative state patients, underscoring the importance of ongoing pain management in these patients.
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Affiliation(s)
- Francesco Riganello
- Research in Advanced Neurorehabilitation, S. Anna Institute, 88900 Crotone, Italy
| | - Paolo Tonin
- Research in Advanced Neurorehabilitation, S. Anna Institute, 88900 Crotone, Italy
| | - Andrea Soddu
- Physics, and Astronomy Department, Western Institute for Neuroscience, University of Western Ontario, London, ON N6A 3K7, Canada
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4
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Bonin EAC, Lejeune N, Szymkowicz E, Bonhomme V, Martial C, Gosseries O, Laureys S, Thibaut A. Assessment and management of pain/nociception in patients with disorders of consciousness or locked-in syndrome: A narrative review. Front Syst Neurosci 2023; 17:1112206. [PMID: 37021037 PMCID: PMC10067681 DOI: 10.3389/fnsys.2023.1112206] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Accepted: 03/06/2023] [Indexed: 04/07/2023] Open
Abstract
The assessment and management of pain and nociception is very challenging in patients unable to communicate functionally such as patients with disorders of consciousness (DoC) or in locked-in syndrome (LIS). In a clinical setting, the detection of signs of pain and nociception by the medical staff is therefore essential for the wellbeing and management of these patients. However, there is still a lot unknown and a lack of clear guidelines regarding the assessment, management and treatment of pain and nociception in these populations. The purpose of this narrative review is to examine the current knowledge regarding this issue by covering different topics such as: the neurophysiology of pain and nociception (in healthy subjects and patients), the source and impact of nociception and pain in DoC and LIS and, finally, the assessment and treatment of pain and nociception in these populations. In this review we will also give possible research directions that could help to improve the management of this specific population of severely brain damaged patients.
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Affiliation(s)
- Estelle A. C. Bonin
- Coma Science Group, GIGA-Consciousness Thematic Unit, GIGA-Research, Liège, Belgium
- Centre du Cerveau, Liège University Hospital, Liège, Belgium
| | - Nicolas Lejeune
- Coma Science Group, GIGA-Consciousness Thematic Unit, GIGA-Research, Liège, Belgium
- Centre Hospitalier Neurologique (CHN) William Lennox, Saint-Luc Hospital Group, Ottignies-Louvain-la-Neuve, Belgium
- Institute of Neuroscience, Université catholique de Louvain, Brussels, Belgium
| | - Emilie Szymkowicz
- Coma Science Group, GIGA-Consciousness Thematic Unit, GIGA-Research, Liège, Belgium
- Centre du Cerveau, Liège University Hospital, Liège, Belgium
| | - Vincent Bonhomme
- Department of Anesthesia and Intensive Care Medicine, Liège University Hospital, Liège, Belgium
- Anesthesia and Perioperative Neuroscience Laboratory, GIGA-Consciousness Thematic Unit, GIGA-Research, Liège, Belgium
| | - Charlotte Martial
- Coma Science Group, GIGA-Consciousness Thematic Unit, GIGA-Research, Liège, Belgium
- Centre du Cerveau, Liège University Hospital, Liège, Belgium
| | - Olivia Gosseries
- Coma Science Group, GIGA-Consciousness Thematic Unit, GIGA-Research, Liège, Belgium
- Centre du Cerveau, Liège University Hospital, Liège, Belgium
| | - Steven Laureys
- Coma Science Group, GIGA-Consciousness Thematic Unit, GIGA-Research, Liège, Belgium
- Centre du Cerveau, Liège University Hospital, Liège, Belgium
- Joint International Research Unit on Consciousness, CERVO Brain Research Centre, Centre Intégré Universitaire de Santé et Services Sociaux (CIUSS), University Laval, Québec City, QC, Canada
| | - Aurore Thibaut
- Coma Science Group, GIGA-Consciousness Thematic Unit, GIGA-Research, Liège, Belgium
- Centre du Cerveau, Liège University Hospital, Liège, Belgium
- *Correspondence: Aurore Thibaut,
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5
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Mat B, Sanz L, Arzi A, Boly M, Laureys S, Gosseries O. New behavioral signs of consciousness in patients with severe brain injuries. Semin Neurol 2022; 42:259-272. [PMID: 35738292 DOI: 10.1055/a-1883-0861] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Affiliation(s)
- Beril Mat
- Neurology, University of Wisconsin-Madison, Madison, United States.,Coma Science Group, University of Liege, Liege, Belgium
| | - Leandro Sanz
- Coma Science Group, University of Liege, Liege, Belgium
| | - Anat Arzi
- The Hebrew University of Jerusalem Department of Cognitive and Brain Sciences, Jerusalem, Israel
| | - Melanie Boly
- Neurology, University of Wisconsin-Madison, Madison, United States.,Psychiatry, University of Wisconsin-Madison, Madison, United States
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6
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Candia-Rivera D, Annen J, Gosseries O, Martial C, Thibaut A, Laureys S, Tallon-Baudry C. Neural Responses to Heartbeats Detect Residual Signs of Consciousness during Resting State in Postcomatose Patients. J Neurosci 2021; 41:5251-5262. [PMID: 33758019 PMCID: PMC8211547 DOI: 10.1523/jneurosci.1740-20.2021] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2020] [Revised: 01/12/2021] [Accepted: 01/14/2021] [Indexed: 11/21/2022] Open
Abstract
The neural monitoring of visceral inputs might play a role in first-person perspective (i.e., the unified viewpoint of subjective experience). In healthy participants, how the brain responds to heartbeats, measured as the heartbeat-evoked response (HER), correlates with perceptual, bodily, and self-consciousness. Here we show that HERs in resting-state EEG data distinguishes between postcomatose male and female human patients (n = 68, split into training and validation samples) with the unresponsive wakefulness syndrome and in patients in a minimally conscious state with high accuracy (random forest classifier, 87% accuracy, 96% sensitivity, and 50% specificity in the validation sample). Random EEG segments not locked to heartbeats were useful to predict unconsciousness/consciousness, but HERs were more accurate, indicating that HERs provide specific information on consciousness. HERs also led to more accurate classification than heart rate variability. HER-based consciousness scores correlate with glucose metabolism in the default-mode network node located in the right superior temporal sulcus, as well as with the right ventral occipitotemporal cortex. These results were obtained when consciousness was inferred from brain glucose met`abolism measured with positron emission topography. HERs reflected the consciousness diagnosis based on brain metabolism better than the consciousness diagnosis based on behavior (Coma Recovery Scale-Revised, 77% validation accuracy). HERs thus seem to capture a capacity for consciousness that does not necessarily translate into intentional overt behavior. These results confirm the role of HERs in consciousness, offer new leads for future bedside testing, and highlight the importance of defining consciousness and its neural mechanisms independently from behavior.
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Affiliation(s)
- Diego Candia-Rivera
- Laboratoire de Neurosciences Cognitives et Computationnelles, Département d'Etudes Cognitives, École Normale Supérieure, INSERM, Université PSL, 75005 Paris, France
| | - Jitka Annen
- GIGA-Consciousness, Coma Science Group, University of Liège, 4000 Liège, Belgium
- Centre du Cerveau, University Hospital of Liège, 4000 Liège, Belgium
| | - Olivia Gosseries
- GIGA-Consciousness, Coma Science Group, University of Liège, 4000 Liège, Belgium
- Centre du Cerveau, University Hospital of Liège, 4000 Liège, Belgium
| | - Charlotte Martial
- GIGA-Consciousness, Coma Science Group, University of Liège, 4000 Liège, Belgium
- Centre du Cerveau, University Hospital of Liège, 4000 Liège, Belgium
| | - Aurore Thibaut
- GIGA-Consciousness, Coma Science Group, University of Liège, 4000 Liège, Belgium
- Centre du Cerveau, University Hospital of Liège, 4000 Liège, Belgium
| | - Steven Laureys
- GIGA-Consciousness, Coma Science Group, University of Liège, 4000 Liège, Belgium
- Centre du Cerveau, University Hospital of Liège, 4000 Liège, Belgium
| | - Catherine Tallon-Baudry
- Laboratoire de Neurosciences Cognitives et Computationnelles, Département d'Etudes Cognitives, École Normale Supérieure, INSERM, Université PSL, 75005 Paris, France
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7
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Zhang XY, Li JJ, Lu HT, Teng WJ, Liu SH. Positive effects of music therapist's selected auditory stimulation on the autonomic nervous system of patients with disorder of consciousness: a randomized controlled trial. Neural Regen Res 2021; 16:1266-1272. [PMID: 33318404 PMCID: PMC8284264 DOI: 10.4103/1673-5374.301021] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
Abstract
The current randomized controlled trial was performed at the China Rehabilitation Science Institute, China to test the hypothesis that musical auditory stimulation has positive effects on the autonomic nervous system of patients with disorder of consciousness. Although past studies have recommended that patients with disorder of consciousness listen to patient-preferred music, this practice is not universally accepted by researchers. Twenty patients with severe disorder of consciousness listened to either therapist-selected (n = 10, 6 males and 4 females; 43.33 ± 18.76 years old) or patient-preferred (n = 10, 5 males and 5 females, 48.83 ± 18.79 years old) musical therapy, 30 minutes/day, 5 times/week for 6 weeks. The results showed no obvious differences in heart rate variability-related parameters including heart rate, standard deviation of normal-to-normal R-R intervals, and the root-mean-square of successive heartbeat interval differences of successive heartbeat intervals between the two groups of patients. However, percentage of differences exceeding 50 ms between adjacent normal number of intervals, low-frequency power/high-frequency power, high-frequency power norm, low-frequency power norm, and total power were higher in patients receiving therapist-selected music than in patients receiving their own preferred music. In contrast, this relationship was reversed for the high-frequency power and very-low-frequency band. These results suggest that compared with preferred musical stimulation, therapist-selected musical stimulation resulted in higher interactive activity of the autonomic nervous system. Therefore, therapist-selected musical stimulation should be used to arouse the autonomic nervous system of patients with disorder of consciousness. This study was approved by the Institutional Ethics Committee of China Rehabilitation Research Center, China (approval No. 2018-022-1) on March 12, 2018 and registered with the Chinese Clinical Trial Registry (registration number ChiCTR1800017809) on August 15, 2018.
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Affiliation(s)
- Xiao-Ying Zhang
- School of Rehabilitation Medicine, Capital Medical University; China Rehabilitation Science Institute; Beijing Key Laboratory of Neural Injury and Rehabilitation; Center of Neural Injury and Repair, Beijing Institute for Brain Disorders; Music Therapy Center, Department of Psychology, China Rehabilitation Research Center, Beijing, China
| | - Jian-Jun Li
- School of Rehabilitation Medicine, Capital Medical University; China Rehabilitation Science Institute; Beijing Key Laboratory of Neural Injury and Rehabilitation; Center of Neural Injury and Repair, Beijing Institute for Brain Disorders, Beijing, China
| | - Hai-Tao Lu
- School of Rehabilitation Medicine, Capital Medical University; Department of Neurorehabilitation, China Rehabilitation Research Center, Beijing, China
| | - Wen-Jia Teng
- School of Rehabilitation Medicine, Capital Medical University; Music Therapy Center, Department of Psychology, China Rehabilitation Research Center, Beijing, China
| | - Song-Huai Liu
- School of Rehabilitation Medicine, Capital Medical University; Music Therapy Center, Department of Psychology, China Rehabilitation Research Center, Beijing, China
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8
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Comanducci A, Boly M, Claassen J, De Lucia M, Gibson RM, Juan E, Laureys S, Naccache L, Owen AM, Rosanova M, Rossetti AO, Schnakers C, Sitt JD, Schiff ND, Massimini M. Clinical and advanced neurophysiology in the prognostic and diagnostic evaluation of disorders of consciousness: review of an IFCN-endorsed expert group. Clin Neurophysiol 2020; 131:2736-2765. [PMID: 32917521 DOI: 10.1016/j.clinph.2020.07.015] [Citation(s) in RCA: 96] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2019] [Revised: 07/06/2020] [Accepted: 07/26/2020] [Indexed: 12/13/2022]
Abstract
The analysis of spontaneous EEG activity and evoked potentialsis a cornerstone of the instrumental evaluation of patients with disorders of consciousness (DoC). Thepast few years have witnessed an unprecedented surge in EEG-related research applied to the prediction and detection of recovery of consciousness after severe brain injury,opening up the prospect that new concepts and tools may be available at the bedside. This paper provides a comprehensive, critical overview of bothconsolidated and investigational electrophysiological techniquesfor the prognostic and diagnostic assessment of DoC.We describe conventional clinical EEG approaches, then focus on evoked and event-related potentials, and finally we analyze the potential of novel research findings. In doing so, we (i) draw a distinction between acute, prolonged and chronic phases of DoC, (ii) attempt to relate both clinical and research findings to the underlying neuronal processes and (iii) discuss technical and conceptual caveats.The primary aim of this narrative review is to bridge the gap between standard and emerging electrophysiological measures for the detection and prediction of recovery of consciousness. The ultimate scope is to provide a reference and common ground for academic researchers active in the field of neurophysiology and clinicians engaged in intensive care unit and rehabilitation.
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Affiliation(s)
- A Comanducci
- IRCCS Fondazione Don Carlo Gnocchi, Milan, Italy
| | - M Boly
- Department of Neurology and Department of Psychiatry, University of Wisconsin, Madison, USA; Wisconsin Institute for Sleep and Consciousness, Department of Psychiatry, University of Wisconsin-Madison, Madison, USA
| | - J Claassen
- Department of Neurology, Columbia University Medical Center, New York Presbyterian Hospital, New York, NY, USA
| | - M De Lucia
- Laboratoire de Recherche en Neuroimagerie, Department of Clinical Neurosciences, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - R M Gibson
- The Brain and Mind Institute and the Department of Physiology and Pharmacology, Western Interdisciplinary Research Building, N6A 5B7 University of Western Ontario, London, Ontario, Canada
| | - E Juan
- Wisconsin Institute for Sleep and Consciousness, Department of Psychiatry, University of Wisconsin-Madison, Madison, USA; Amsterdam Brain and Cognition, Department of Psychology, University of Amsterdam, Amsterdam, the Netherlands
| | - S Laureys
- Coma Science Group, Centre du Cerveau, GIGA-Consciousness, University and University Hospital of Liège, 4000 Liège, Belgium; Fondazione Europea per la Ricerca Biomedica Onlus, Milan 20063, Italy
| | - L Naccache
- Inserm U 1127, CNRS UMR 7225, Institut du Cerveau et de la Moelle épinière, ICM, Paris, France; Sorbonne Université, UPMC Université Paris 06, Faculté de Médecine Pitié-Salpêtrière, Paris, France
| | - A M Owen
- The Brain and Mind Institute and the Department of Physiology and Pharmacology, Western Interdisciplinary Research Building, N6A 5B7 University of Western Ontario, London, Ontario, Canada
| | - M Rosanova
- Department of Biomedical and Clinical Sciences "L. Sacco", University of Milan, Milan, Italy; Fondazione Europea per la Ricerca Biomedica Onlus, Milan 20063, Italy
| | - A O Rossetti
- Neurology Service, Department of Clinical Neurosciences, Lausanne University Hospital and University of Lausanne, Lausanne, Switzerland
| | - C Schnakers
- Research Institute, Casa Colina Hospital and Centers for Healthcare, Pomona, CA, USA
| | - J D Sitt
- Inserm U 1127, CNRS UMR 7225, Institut du Cerveau et de la Moelle épinière, ICM, Paris, France
| | - N D Schiff
- Feil Family Brain and Mind Research Institute, Weill Cornell Medical College, 1300 York Avenue, New York, NY 10065, USA
| | - M Massimini
- IRCCS Fondazione Don Carlo Gnocchi, Milan, Italy; Department of Biomedical and Clinical Sciences "L. Sacco", University of Milan, Milan, Italy
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9
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Cortese D, Riganello F, Arcuri F, Lucca L, Tonin P, Schnakers C, Laureys S. The Trace Conditional Learning of the Noxious Stimulus in UWS Patients and Its Prognostic Value in a GSR and HRV Entropy Study. Front Hum Neurosci 2020; 14:97. [PMID: 32327985 PMCID: PMC7161674 DOI: 10.3389/fnhum.2020.00097] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2019] [Accepted: 03/02/2020] [Indexed: 01/18/2023] Open
Abstract
The assessment of the consciousness level of Unresponsive Wakefulness Syndrome (UWS) patients often depends on a subjective interpretation of the observed spontaneous and volitional behavior. To date, the misdiagnosis level is around 30%. The aim of this study was to observe the behavior of UWS patients, during the administration of noxious stimulation by a Trace Conditioning protocol, assessed by the Galvanic Skin Response (GSR) and Heart Rate Variability (HRV) entropy. We recruited 13 Healthy Control (HC) and 30 UWS patients at 31 ± 9 days from the acute event evaluated by Coma Recovery Scale–Revised (CRS-R) and Nociception Coma Scale (NCS). Two different stimuli [musical stimulus (MUS) and nociceptive stimulus (NOC)], preceded, respectively by two different tones, were administered following the sequences (A) MUS1 – NOC1 – MUS2 – MUS3 – NOC2 – MUS4 – NOC3 – NOC*, and (B) MUS1*, NOC1*, NOC2*, MUS2*, NOC3*, MUS3*, NOC4*, MUS4*. All the (*) indicate the only tones administration. CRS-R and NCS assessments were repeated for three consecutive weeks. MUS4, NOC3, and NOC* were compared for GSR wave peak magnitude, time to reach the peak, and time of wave's decay by Wilcoxon's test to assess the Conditioned Response (CR). The Sample Entropy (SampEn) was recorded in baseline and both sequences. Machine Learning approach was used to identify a rule to discriminate the CR. The GSR magnitude of CR was higher comparing music stimulus (p < 0.0001) and CR extinction (p < 0.002) in nine patients and in HC. Patients with CR showed a higher SampEn in sequence A compared to patients without CR. Within the third and fourth weeks from protocol administration, eight of the nine patients (88.9%) evolved into MCS. The Machine-learning showed a high performance to differentiate presence/absence of CR (≥95%). The possibility to observe the CR to the noxious stimulus, by means of the GSR and SampEn, can represent a potential method to reduce the misdiagnosis in UWS patients.
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Affiliation(s)
- Daniela Cortese
- Research in Advanced NeuroRehabilitation, Istituto Sant'Anna, Crotone, Italy
| | - Francesco Riganello
- Research in Advanced NeuroRehabilitation, Istituto Sant'Anna, Crotone, Italy.,Coma Science Group, GIGA-Consciousness, University & Hospital of Liege, Liege, Belgium
| | - Francesco Arcuri
- Research in Advanced NeuroRehabilitation, Istituto Sant'Anna, Crotone, Italy
| | - Lucia Lucca
- Research in Advanced NeuroRehabilitation, Istituto Sant'Anna, Crotone, Italy
| | - Paolo Tonin
- Research in Advanced NeuroRehabilitation, Istituto Sant'Anna, Crotone, Italy
| | - Caroline Schnakers
- Neurosurgery Department, University of California, Los Angeles, Los Angeles, CA, United States.,Research Institute, Casa Colina Hospital and Centers of Healthcare, Pomona, CA, United States
| | - Steven Laureys
- Coma Science Group, GIGA-Consciousness, University & Hospital of Liege, Liege, Belgium
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10
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Pace-Schott EF, Amole MC, Aue T, Balconi M, Bylsma LM, Critchley H, Demaree HA, Friedman BH, Gooding AEK, Gosseries O, Jovanovic T, Kirby LA, Kozlowska K, Laureys S, Lowe L, Magee K, Marin MF, Merner AR, Robinson JL, Smith RC, Spangler DP, Van Overveld M, VanElzakker MB. Physiological feelings. Neurosci Biobehav Rev 2019; 103:267-304. [DOI: 10.1016/j.neubiorev.2019.05.002] [Citation(s) in RCA: 80] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2018] [Revised: 03/27/2019] [Accepted: 05/03/2019] [Indexed: 12/20/2022]
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11
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Riganello F, Larroque SK, Di Perri C, Prada V, Sannita WG, Laureys S. Measures of CNS-Autonomic Interaction and Responsiveness in Disorder of Consciousness. Front Neurosci 2019; 13:530. [PMID: 31293365 PMCID: PMC6598458 DOI: 10.3389/fnins.2019.00530] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2018] [Accepted: 05/08/2019] [Indexed: 12/25/2022] Open
Abstract
Neuroimaging studies have demonstrated functional interactions between autonomic (ANS) and brain (CNS) structures involved in higher brain functions, including attention and conscious processes. These interactions have been described by the Central Autonomic Network (CAN), a concept model based on the brain-heart two-way integrated interaction. Heart rate variability (HRV) measures proved reliable as non-invasive descriptors of the ANS-CNS function setup and are thought to reflect higher brain functions. Autonomic function, ANS-mediated responsiveness and the ANS-CNS interaction qualify as possible independent indicators for clinical functional assessment and prognosis in Disorders of Consciousness (DoC). HRV has proved helpful to investigate residual responsiveness in DoC and predict clinical recovery. Variability due to internal (e.g., homeostatic and circadian processes) and environmental factors remains a key independent variable and systematic research with this regard is warranted. The interest in bidirectional ANS-CNS interactions in a variety of physiopathological conditions is growing, however, these interactions have not been extensively investigated in DoC. In this brief review we illustrate the potentiality of brain-heart investigation by means of HRV analysis in assessing patients with DoC. The authors' opinion is that this easy, inexpensive and non-invasive approach may provide useful information in the clinical assessment of this challenging patient population.
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Affiliation(s)
- Francesco Riganello
- Coma Science Group, GIGA-Consciousness, GIGA Institute, University Hospital of Liège, Liège, Belgium
- S. Anna Institute, Research in Advanced Neurorehabilitation, Crotone, Italy
| | - Stephen Karl Larroque
- Coma Science Group, GIGA-Consciousness, GIGA Institute, University Hospital of Liège, Liège, Belgium
| | - Carol Di Perri
- Coma Science Group, GIGA-Consciousness, GIGA Institute, University Hospital of Liège, Liège, Belgium
- Centre for Clinical Brain Sciences, The University of Edinburgh, Edinburgh, United Kingdom
| | - Valeria Prada
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, and Maternal/Child Sciences, Polyclinic Hospital San Martino IRCCS, University of Genoa, Genoa, Italy
| | - Walter G. Sannita
- Department of Neuroscience, Rehabilitation, Ophthalmology, Genetics, and Maternal/Child Sciences, Polyclinic Hospital San Martino IRCCS, University of Genoa, Genoa, Italy
| | - Steven Laureys
- Coma Science Group, GIGA-Consciousness, GIGA Institute, University Hospital of Liège, Liège, Belgium
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Tobaldini E, Sacco RM, Serafino S, Tassi M, Gallone G, Solbiati M, Costantino G, Montano N, Torgano G. Cardiac Autonomic Derangement is Associated with Worse Neurological Outcome in the Very Early Phases of Ischemic Stroke. J Clin Med 2019; 8:E852. [PMID: 31208012 PMCID: PMC6616397 DOI: 10.3390/jcm8060852] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2019] [Revised: 06/09/2019] [Accepted: 06/11/2019] [Indexed: 01/01/2023] Open
Abstract
BACKGROUND Acute ischemic stroke (AIS) is associated with autonomic dysfunction. We evaluated the prognostic value of heart rate variability (HRV) and the role of stroke localization and reperfusion treatment (RT) on autonomic control. METHODS Patients with AIS and sinus rhythm were enrolled in the emergency department. Autonomic parameters were recorded at the onset and after a potential RT. Neurological deficit was assessed using the National Institute of Health Stroke Scale (NIHSS) at the onset and residual disability with modified Rankin Scale (mRS) at 3 months. Two analyses were used to assess HRV. Low frequency (LF) and high frequency (HF) are, respectively, markers of sympathetic and respiratory vagal modulation in spectral analysis. Symbolic analysis provides pattern with no variation (0V%) as an index of sympathetic modulation and pattern with two like variations (2LV%) and pattern with two unlike variations (2UV%) as markers of vagal modulation. RESULTS We enrolled 41 patients. Twenty-seven underwent RT. A prevalent parasympathetic modulation was found in patients with NIHSS ≥14. The group with mRS 3-6 exhibited a higher 2UV% and lower 0V%. Right-sided strokes were associated with a higher respiratory vagal control. RT had no effects on HRV parameters. CONCLUSIONS In the very early phases of AIS, a decreased 0V% and an increased 2UV% may reflect a loss of sympathetic oscillation, predicting a poorer 3 month-outcome.
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Affiliation(s)
- Eleonora Tobaldini
- Department of Internal Medicine , Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, 20122 Milan, Italy.
- Department of Clinical Sciences and Community Health, University of Milan, 20122 Milan, Italy.
| | - Roberto M Sacco
- Department of Internal Medicine , Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, 20122 Milan, Italy.
- Department of Clinical Sciences and Community Health, University of Milan, 20122 Milan, Italy.
| | - Serena Serafino
- Department of Anesthesia, Critical Care and Emergency, Fondazione IRCSS Ca' Granda, Ospedale Maggiore Policlinico, 20122 Milan, Italy.
| | - Michele Tassi
- Department of Clinical Sciences and Community Health, University of Milan, 20122 Milan, Italy.
| | - Gianluca Gallone
- Department of Anesthesia, Critical Care and Emergency, Fondazione IRCSS Ca' Granda, Ospedale Maggiore Policlinico, 20122 Milan, Italy.
| | - Monica Solbiati
- Department of Clinical Sciences and Community Health, University of Milan, 20122 Milan, Italy.
- Department of Anesthesia, Critical Care and Emergency, Fondazione IRCSS Ca' Granda, Ospedale Maggiore Policlinico, 20122 Milan, Italy.
| | - Giorgio Costantino
- Department of Clinical Sciences and Community Health, University of Milan, 20122 Milan, Italy.
- Department of Anesthesia, Critical Care and Emergency, Fondazione IRCSS Ca' Granda, Ospedale Maggiore Policlinico, 20122 Milan, Italy.
| | - Nicola Montano
- Department of Internal Medicine , Fondazione IRCCS Ca' Granda, Ospedale Maggiore Policlinico, 20122 Milan, Italy.
- Department of Clinical Sciences and Community Health, University of Milan, 20122 Milan, Italy.
| | - Giuseppe Torgano
- Department of Anesthesia, Critical Care and Emergency, Fondazione IRCSS Ca' Granda, Ospedale Maggiore Policlinico, 20122 Milan, Italy.
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Riganello F, Chatelle C, Schnakers C, Laureys S. Heart Rate Variability as an Indicator of Nociceptive Pain in Disorders of Consciousness? J Pain Symptom Manage 2019; 57:47-56. [PMID: 30267843 DOI: 10.1016/j.jpainsymman.2018.09.016] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2018] [Revised: 09/18/2018] [Accepted: 09/19/2018] [Indexed: 01/18/2023]
Abstract
CONTEXT Heart rate variability is thought to reflect the affective and physiological aspects of pain and is emerging as a possible descriptor of the functional brain organization contributing to homeostasis. OBJECTIVES To investigate whether the short-term Complexity Index (CIs), a measure of heart rate variability complexity is useful to discriminate responses to potentially noxious and nonnoxious stimulation in patients with different levels of consciousness. METHODS Twenty-two patients (11 minimally conscious state [MCS], 11 vegetative state/unresponsive wakefulness syndrome [VS/UWS]) and 14 healthy controls (HC) were enrolled. We recorded the electrocardiographic response and calculated the CIs before (baseline), during, and after nonnoxious and noxious stimulation. Mann-Whitney and Wilcoxon's tests were used to investigate differences in CIs according to the level of consciousness (i.e., HC vs. patients and VS/UWS vs. MCS) and the three conditions (i.e., baseline, nonnoxious, noxious). The correlation between the three conditions and the Coma Recovery Scale-Revised was investigated by Spearman's correlations. RESULTS We observed higher CIs values in HC as compared with patients during the baseline (P < 0.034) and after the noxious stimulation (P < 0.0001). We also found higher values in MCS versus VS/UWS patients after the noxious condition (P < 0.001) and lower values in the noxious versus nonnoxious condition solely for the VS/UWS group (P < 0.007). A correlation was found between CIs in noxious condition and Coma Recovery Scale-Revised scores. CONCLUSION Our results suggest a less complex autonomic response to noxious stimuli in VS/UWS patients. Such method may help to better understand sympathovagal response to potentially painful stimulation in brain-injured patients.
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Affiliation(s)
- Francesco Riganello
- GIGA Consciousness, Coma Science Group, Liège, Belgium; Research in Advanced Neurorehabilitation (RAN), S.Anna Institute, Crotone, Italy.
| | - Camille Chatelle
- GIGA Consciousness, Coma Science Group, Liège, Belgium; Laboratory for NeuroImaging of Coma and Consciousness, Massachusetts General Hospital, Boston, Massachusetts, USA
| | - Caroline Schnakers
- Neurosurgery Department, University of California, Los Angeles, California, USA; Research Institute, Casa Colina Hospital and Centers of Healthcare, Pomona, California, USA
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Venturella I, Crivelli D, Fossati M, Fiorillo F, Balconi M. EEG and autonomic responses to nociceptive stimulation in disorders of consciousness. J Clin Neurosci 2018; 60:101-106. [PMID: 30309803 DOI: 10.1016/j.jocn.2018.09.020] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2018] [Accepted: 09/26/2018] [Indexed: 01/23/2023]
Abstract
Since behavioral responses to external stimuli of patients presenting disorders of consciousness (DoC) are often difficult to qualify, covert physiological correlates of responsivity are deemed as potentially valuable tools to help assessment procedures. While noxious stimuli seem good candidates to explore DoC patients' responsivity, autonomic and electrophysiological correlates of pain detection in DoC patients are still debated. This research aims at investigating autonomic and cortical activation as covert measure of residual somatosensory and nociceptive processes in patients in vegetative state. Twenty-one patients received touch- and pain-related stimulations while autonomic and cortical measures were recorded, with minimal stress for them. Results showed an increased frontal and parietal activation in response to both touch and pain stimuli. Pain-related stimulation was however associated with greater delta parietal response, lower left frontal activation, and increased electrodermal and heart rate measures. Present findings suggest that both somatic stimulations could induce measurable central responses, which might mirror basic attention orientation and perceptual processes. Nonetheless, the nociceptive stimulation in particular seemed to induce a more consistent and informative pattern of covert response even if we used a mild pain-induction procedure.
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Affiliation(s)
- Irene Venturella
- Research Unit in Affective and Social Neuroscience, Catholic University of the Sacred Heart, Milano, Italy; Department of Psychology, Catholic University of the Sacred Heart, Milano, Italy
| | - Davide Crivelli
- Research Unit in Affective and Social Neuroscience, Catholic University of the Sacred Heart, Milano, Italy; Department of Psychology, Catholic University of the Sacred Heart, Milano, Italy.
| | - Marina Fossati
- Residential Care Facility "Foscolo", Gruppo La Villa spa, Guanzate, Como, Italy
| | - Francesca Fiorillo
- Residential Care Facility "Foscolo", Gruppo La Villa spa, Guanzate, Como, Italy
| | - Michela Balconi
- Research Unit in Affective and Social Neuroscience, Catholic University of the Sacred Heart, Milano, Italy; Department of Psychology, Catholic University of the Sacred Heart, Milano, Italy
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15
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Riganello F, Larroque SK, Bahri MA, Heine L, Martial C, Carrière M, Charland-Verville V, Aubinet C, Vanhaudenhuyse A, Chatelle C, Laureys S, Di Perri C. A Heartbeat Away From Consciousness: Heart Rate Variability Entropy Can Discriminate Disorders of Consciousness and Is Correlated With Resting-State fMRI Brain Connectivity of the Central Autonomic Network. Front Neurol 2018; 9:769. [PMID: 30258400 PMCID: PMC6145008 DOI: 10.3389/fneur.2018.00769] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2018] [Accepted: 08/24/2018] [Indexed: 12/20/2022] Open
Abstract
Background: Disorders of consciousness are challenging to diagnose, with inconsistent behavioral responses, motor and cognitive disabilities, leading to approximately 40% misdiagnoses. Heart rate variability (HRV) reflects the complexity of the heart-brain two-way dynamic interactions. HRV entropy analysis quantifies the unpredictability and complexity of the heart rate beats intervals. We here investigate the complexity index (CI), a score of HRV complexity by aggregating the non-linear multi-scale entropies over a range of time scales, and its discriminative power in chronic patients with unresponsive wakefulness syndrome (UWS) and minimally conscious state (MCS), and its relation to brain functional connectivity. Methods: We investigated the CI in short (CIs) and long (CIl) time scales in 14 UWS and 16 MCS sedated. CI for MCS and UWS groups were compared using a Mann-Whitney exact test. Spearman's correlation tests were conducted between the Coma Recovery Scale-revised (CRS-R) and both CI. Discriminative power of both CI was assessed with One-R machine learning model. Correlation between CI and brain connectivity (detected with functional magnetic resonance imagery using seed-based and hypothesis-free intrinsic connectivity) was investigated using a linear regression in a subgroup of 10 UWS and 11 MCS patients with sufficient image quality. Results: Higher CIs and CIl values were observed in MCS compared to UWS. Positive correlations were found between CRS-R and both CI. The One-R classifier selected CIl as the best discriminator between UWS and MCS with 90% accuracy, 7% false positive and 13% false negative rates after a 10-fold cross-validation test. Positive correlations were observed between both CI and the recovery of functional connectivity of brain areas belonging to the central autonomic networks (CAN). Conclusion: CI of MCS compared to UWS patients has high discriminative power and low false negative rate at one third of the estimated human assessors' misdiagnosis, providing an easy, inexpensive and non-invasive diagnostic tool. CI reflects functional connectivity changes in the CAN, suggesting that CI can provide an indirect way to screen and monitor connectivity changes in this neural system. Future studies should assess the extent of CI's predictive power in a larger cohort of patients and prognostic power in acute patients.
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Affiliation(s)
- Francesco Riganello
- Coma Science Group, GIGA-Consciousness, University & Hospital of Liege, Liege, Belgium
- Research in Advanced NeuroRehabilitation, Istituto S. Anna, Crotone, Italy
| | - Stephen Karl Larroque
- Coma Science Group, GIGA-Consciousness, University & Hospital of Liege, Liege, Belgium
| | - Mohamed Ali Bahri
- GIGA-Cyclotron Research Center in vivo Imaging, University of Liege, Liege, Belgium
| | - Lizette Heine
- Centre de Recherche en Neurosciences, Inserm U1028 - CNRS UMR5292, University of Lyon 1, Bron, France
| | - Charlotte Martial
- Coma Science Group, GIGA-Consciousness, University & Hospital of Liege, Liege, Belgium
| | - Manon Carrière
- Coma Science Group, GIGA-Consciousness, University & Hospital of Liege, Liege, Belgium
| | | | - Charlène Aubinet
- Coma Science Group, GIGA-Consciousness, University & Hospital of Liege, Liege, Belgium
| | - Audrey Vanhaudenhuyse
- Sensation & Perception Research Group, GIGA-Consciousness, University & Hospital of Liege, Liege, Belgium
| | - Camille Chatelle
- Coma Science Group, GIGA-Consciousness, University & Hospital of Liege, Liege, Belgium
| | - Steven Laureys
- Coma Science Group, GIGA-Consciousness, University & Hospital of Liege, Liege, Belgium
| | - Carol Di Perri
- Coma Science Group, GIGA-Consciousness, University & Hospital of Liege, Liege, Belgium
- Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom
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Paving the way for disorders of consciousness diagnosis and prognosis: The role of cardiac autonomic response and beyond. Clin Neurophysiol 2018; 129:1049-1050. [DOI: 10.1016/j.clinph.2018.01.067] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2018] [Accepted: 01/30/2018] [Indexed: 01/18/2023]
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