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1.
Brain ; 144(11): 3291-3310, 2021 12 16.
Artigo em Inglês | MEDLINE | ID: mdl-34347037

RESUMO

Neuroethical questions raised by recent advances in the diagnosis and treatment of disorders of consciousness are rapidly expanding, increasingly relevant and yet underexplored. The aim of this thematic review is to provide a clinically applicable framework for understanding the current taxonomy of disorders of consciousness and to propose an approach to identifying and critically evaluating actionable neuroethical issues that are frequently encountered in research and clinical care for this vulnerable population. Increased awareness of these issues and clarity about opportunities for optimizing ethically responsible care in this domain are especially timely given recent surges in critically ill patients with prolonged disorders of consciousness associated with coronavirus disease 2019 around the world. We begin with an overview of the field of neuroethics: what it is, its history and evolution in the context of biomedical ethics at large. We then explore nomenclature used in disorders of consciousness, covering categories proposed by the American Academy of Neurology, the American Congress of Rehabilitation Medicine and the National Institute on Disability, Independent Living and Rehabilitation Research, including definitions of terms such as coma, the vegetative state, unresponsive wakefulness syndrome, minimally conscious state, covert consciousness and the confusional state. We discuss why these definitions matter, and why there has been such evolution in this nosology over the years, from Jennett and Plum in 1972 to the Multi-Society Task Force in 1994, the Aspen Working Group in 2002 and the 2018 American and 2020 European Disorders of Consciousness guidelines. We then move to a discussion of clinical aspects of disorders of consciousness, the natural history of recovery and ethical issues that arise within the context of caring for people with disorders of consciousness. We conclude with a discussion of key challenges associated with assessing residual consciousness in disorders of consciousness, potential solutions and future directions, including integration of crucial disability rights perspectives.


Assuntos
Temas Bioéticos , Transtornos da Consciência/classificação , Neurologia/ética , COVID-19 , Transtornos da Consciência/diagnóstico , Humanos , SARS-CoV-2
2.
Andes Pediatr ; 92(1): 15-24, 2021 Feb.
Artigo em Inglês, Espanhol | MEDLINE | ID: mdl-34106179

RESUMO

The children who remain in a prolonged disorder of consciousness (PDOC) present a complex clinical, ethical, and legal challenge to health professionals and other caregivers. PDOC is defined as any disorder of consciousness that has continued for at least 4 weeks following sudden-onset brain injury. The PDOC includes the vegetative state/unresponsive wakefulness syndrome (EV/ UWS), and the minimally conscious state (MCS). Patients with PDOC lack of mental capacity to make decisions regarding their care and treatment, so these decisions have to be made for them based on their best benefits. These benefits may vary from patient to patient, between physicians, family, and the general public, creating conflict within their respective efforts to do what they belie ve is right for the patient. The diagnosis is based on clinical evaluations. These evaluations have an estimated misdiagnosis rate up to 45%, therefore they should be complemented with standardized clinical guidelines, and often with neuroimaging and neurophysiological studies. Other aspects that difficult the evaluation are variable definitions and subcategorizations of PDOC, among di fferent groups at the international level. The objective of this review is to present an update of the different types of PDOC, their definition, subcategorization, etiology, prognostic, comprehensive evaluation, and treatment in pediatrics, to contribute to the best clinical practice based on cu rrently available evidence.


Assuntos
Transtornos da Consciência , Lesões Encefálicas/complicações , Criança , Estado de Consciência , Transtornos da Consciência/classificação , Transtornos da Consciência/diagnóstico , Transtornos da Consciência/etiologia , Transtornos da Consciência/terapia , Diagnóstico Diferencial , Erros de Diagnóstico/estatística & dados numéricos , Humanos , Neuroimagem/métodos , Estado Vegetativo Persistente/diagnóstico , Prognóstico , Fatores de Tempo
3.
Australas Emerg Care ; 23(3): 142-146, 2020 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-32595108

RESUMO

BACKGROUND: Out-of-hospital paediatric emergencies represent are rare and little is known about characteristics of paediatric patients with severe illness. This study seeks to describe the paediatric population with altered conscious state. METHODS: A retrospective electronic data review was conducted of paediatric patients (≤ 4 years) attended by road ambulances between January 2006 and December 2013. Patients with a Glasgow Coma Scale (GCS) score ≤9 were included. RESULTS: A total of 4533 children were included in the study, 55.9% of which were male. The majority of patients (48.7%) were between one and four years old. Pre-existing neurologic conditions were identified in 26.8% of patients. Seizures were the most common reason for emergency call (68.7%) and were more frequent in children 1-4 years (80.4%) than in <1 year (32.6%), 5-8 years (75.3%) or 9-14 years (53.9%, p < 0.001). Vital signs (heart rate, systolic blood pressure, oxygen saturation, GCS) improved or remained stable from time of first contact with Emergency Medical Service (EMS) to arrival at hospital. CONCLUSIONS: Seizure was the most common reason for ambulance attendances to children with altered conscious state, and most frequently occurred in preschool children. Pre-existing conditions were frequent. Vital signs and level of conscious stateof patients improved during paramedic management.


Assuntos
Ambulâncias/estatística & dados numéricos , Transtornos da Consciência/classificação , Pediatria/tendências , Adolescente , Ambulâncias/organização & administração , Distribuição de Qui-Quadrado , Criança , Pré-Escolar , Transtornos da Consciência/terapia , Registros Eletrônicos de Saúde/estatística & dados numéricos , Feminino , Escala de Coma de Glasgow , Humanos , Lactente , Masculino , Pediatria/estatística & dados numéricos , Estudos Retrospectivos
4.
Neurocrit Care ; 33(1): 1-12, 2020 08.
Artigo em Inglês | MEDLINE | ID: mdl-32578124

RESUMO

Coma and disordered consciousness are common manifestations of acute neurological conditions and are among the most pervasive and challenging aspects of treatment in neurocritical care. Gaps exist in patient assessment, outcome prognostication, and treatment directed specifically at improving consciousness and cognitive recovery. In 2019, the Neurocritical Care Society (NCS) launched the Curing Coma Campaign in order to address the "grand challenge" of improving the management of patients with coma and decreased consciousness. One of the first steps was to bring together a Scientific Advisory Council including coma scientists, neurointensivists, neurorehabilitationists, and implementation experts in order to address the current scientific landscape and begin to develop a framework on how to move forward. This manuscript describes the proceedings of the first Curing Coma Campaign Scientific Advisory Council meeting which occurred in conjunction with the NCS Annual Meeting in October 2019 in Vancouver. Specifically, three major pillars were identified which should be considered: endotyping of coma and disorders of consciousness, biomarkers, and proof-of-concept clinical trials. Each is summarized with regard to current approach, benefits to the patient, family, and clinicians, and next steps. Integration of these three pillars will be essential to the success of the Curing Coma Campaign as will expanding the "curing coma community" to ensure broad participation of clinicians, scientists, and patient advocates with the goal of identifying and implementing treatments to fundamentally improve the outcome of patients.


Assuntos
Transtornos da Consciência/terapia , Cuidados Críticos , Ciência da Implementação , Reabilitação Neurológica , Neurologia , Comitês Consultivos , Biomarcadores , Ensaios Clínicos como Assunto , Coma/classificação , Coma/fisiopatologia , Coma/terapia , Transtornos da Consciência/classificação , Transtornos da Consciência/fisiopatologia , Humanos , Estudo de Prova de Conceito , Participação dos Interessados
5.
Brain Inj ; 33(13-14): 1684-1689, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31498704

RESUMO

There has been a significant evolution of nomenclature with regards to classification of persons with disorders of consciousness (DoC) over the last 100 years. This paper provides a review of the evolution of this terminology with discussion of the advantages and disadvantages of historical and current terms. Recommendations for how this evolution should continue moving forward in the best interest of patients, their families, society, clinical care, and research will also be addressed. The taxonomy we choose, hopefully by international consensus, has multifaceted implications that go well beyond just a debate on nomenclature.


Assuntos
Transtornos da Consciência/classificação , Transtornos da Consciência/diagnóstico , Terminologia como Assunto , Previsões , Humanos
6.
Rev. Asoc. Esp. Neuropsiquiatr ; 39(135): 33-49, ene.-jun. 2019. tab
Artigo em Espanhol | IBECS | ID: ibc-186380

RESUMO

Tradicionalmente ha existido una incongruencia entre la definición de conciencia y la caracterización de su patología, que se restringe a aquellos cuadros que afectan la vida consciente en su conjunto, ya sea por un descenso del nivel o por una desorganización de sus contenidos. Los avances en neurociencia cognitiva han demostrado que existen otras perturbaciones de la conciencia que no implican su afectación total. Con el fin de presentar una clasificación integral de estos trastornos, partiremos de las teorías de Edelman y Damasio, quienes diferencian una forma elemental de conciencia (conciencia primaria, para el primero, o central, para el segundo) de una forma compleja (conciencia de orden superior o ampliada, respectivamente). Las enfermedades que afectan a la conciencia primaria producen trastornos globales, pues afectan a la conciencia en su conjunto. Los trastornos de la conciencia superior producen perturbaciones parciales, que involucran mayormente a la autoconciencia, aunque también incluyen las distorsiones y engaños perceptivos


Traditionally, there has been an incongruity between the definition of consciousness and the characterization of its pathology, which is restricted to those disorders that affect consciousness as a whole, either by a decrease in its level or by a disorganization of its contents. Developments in cognitive neuroscience have shown that there are other disturbances of consciousness that do not imply its total involvement. In order to present a comprehensive classification of these disorders, we will build our classification on the theories of Edelman and Damasio, who differentiate an elementary form of consciousness (primary or core consciousness, respectively) from a complex one (higher order or extended consciousness, respectively). Diseases that affect primary consciousness cause global disorders, because they affect consciousness as a whole. Disorders of higher-order consciousness cause partial disturbances, which mostly involve self-consciousness. Perceptual distortions and deceptions are also included here


Assuntos
Humanos , Transtornos da Consciência/classificação , Inconsciência/psicologia , Consciência , Estado de Consciência/classificação , Metacognição , Delírio/psicologia , Amnésia/psicologia , Teoria da Mente , Ilusões/psicologia , Alucinações/psicologia
8.
Circ J ; 83(6): 1247-1253, 2019 05 24.
Artigo em Inglês | MEDLINE | ID: mdl-30944275

RESUMO

BACKGROUND: Consciousness disturbance is one of the major clinical signs associated with shock state, but its prognostic value has not been previously evaluated in cardiovascular shock patients. We aimed to evaluate the prognostic value of neurological status for 30-day mortality in cardiovascular shock patients without out-of-hospital cardiac arrest (OHCA). Methods and Results: Patients with out-of-hospital onset cardiovascular shock were recruited from the Japanese Circulation Society Shock Registry. Neurological status upon hospital arrival was evaluated using the Japan Coma Scale (JCS). Patients were divided into 4 groups according to the JCS: alert, JCS 0; awake, JCS 1-3 (not fully alert but awake without any stimuli); arousable, JCS 10-30 (arousable with stimulation); and coma JCS 100-300 (unarousable). The primary endpoint was 30-day all-cause death. In total, 700 cardiovascular shock patients without OHCA were assessed. The coma group was associated with a higher incidence of 30-day all-cause death compared with other groups (alert, 15.3%; awake, 24.4%; arousable, 36.8%; coma, 48.5%, P<0.001). Similar trends were observed in etiologically divergent subgroups (acute coronary syndrome, non-ischemic arrhythmia, and aortic disease). On multivariate Cox regression analysis, arousable (hazard ratio [HR], 1.82; 95% CI: 1.16-2.85, P=0.009) and coma (HR, 2.72; 95% CI: 1.76-4.22, P<0.001) (reference: alert) independently predicted 30-day mortality. CONCLUSIONS: Neurological status upon hospital arrival was useful to predict 30-day mortality in cardiovascular shock patients without OHCA.


Assuntos
Parada Cardíaca Extra-Hospitalar/mortalidade , Choque Cardiogênico/diagnóstico , Idoso , Transtornos da Consciência/classificação , Feminino , Humanos , Japão/epidemiologia , Masculino , Parada Cardíaca Extra-Hospitalar/patologia , Valor Preditivo dos Testes , Prognóstico , Sistema de Registros , Choque Cardiogênico/mortalidade , Choque Cardiogênico/patologia
9.
Med Law Rev ; 27(2): 330-338, 2019 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-30649508

RESUMO

In An NHS Trust and others v Y and another, the Supreme Court was asked to address the question of whether a court order must always be obtained before clinically assisted nutrition and hydration (CANH), which is keeping alive a person with a prolonged disorder of consciousness (PDOC). This case note explores the Court's decision to dispense with the need for such a court order and analyses that important change in approach from the perspective of the right to life protected in Article 2 European Convention on Human Rights (ECHR) as well as in the broader context of end of life decision-making.


Assuntos
Cuidados para Prolongar a Vida/legislação & jurisprudência , Programas Nacionais de Saúde/legislação & jurisprudência , Apoio Nutricional , Suspensão de Tratamento/legislação & jurisprudência , Transtornos da Consciência/classificação , Humanos , Jurisprudência , Programas Nacionais de Saúde/tendências , Assistência Centrada no Paciente/ética , Assistência Centrada no Paciente/legislação & jurisprudência , Assistência Centrada no Paciente/tendências , Assistência Terminal/ética , Assistência Terminal/legislação & jurisprudência , Assistência Terminal/tendências , Reino Unido , Valor da Vida , Suspensão de Tratamento/tendências
10.
Intensive Care Med ; 45(2): 201-210, 2019 02.
Artigo em Inglês | MEDLINE | ID: mdl-30666366

RESUMO

PURPOSE: Early mobilization within 72 h of intensive care unit (ICU) admission improves functional status at hospital discharge. We aimed to assess the effectiveness of early, goal-directed mobilization in critically ill patients across a broad spectrum of initial consciousness levels. METHODS: Post hoc analysis of the international, randomized, controlled, outcome-assessor blinded SOMS trial conducted 2011-2015. Randomization was stratified according to the immediate post-injury Glasgow Coma Scale (GCS) (≤ 8 or > 8). Patients received either SOMS-guided mobility treatment with a facilitator or standard care. We used general linear models to test the hypothesis that immediate post-randomization GCS modulates the intervention effects on functional independence at hospital discharge. RESULTS: Two hundred patients were included in the intention-to-treat analysis. The significant effect of early, goal-directed mobilization was consistent across levels of GCS without evidence of effect modification, for the primary outcome functional independence at hospital discharge (p = 0.53 for interaction), as well as average achieved mobility level during ICU stay (mean achieved SOMS level) and functional status at hospital discharge measured with the functional independence measure. In patients with low GCS, delay to first mobilization therapy was longer (0.7 ± 0.2 days vs. 0.2 ± 0.1 days, p = 0.008), but early, goal-directed mobilization compared with standard care significantly increased functional independence at hospital discharge in this subgroup of patients with immediate post-randomization GCS ≤ 8 (OR 3.67; 95% CI 1.02-13.14; p = 0.046). CONCLUSION: This post hoc analysis of a randomized controlled trial suggests that early, goal-directed mobilization in patients with an impaired initial conscious state (GCS ≤ 8) is not harmful but effective.


Assuntos
Transtornos da Consciência/classificação , Deambulação Precoce/métodos , Resultado do Tratamento , Idoso , Áustria/epidemiologia , Lesões Encefálicas/fisiopatologia , Transtornos da Consciência/complicações , Transtornos da Consciência/epidemiologia , Cuidados Críticos/métodos , Feminino , Alemanha/epidemiologia , Escala de Coma de Glasgow/estatística & dados numéricos , Humanos , Unidades de Terapia Intensiva/organização & administração , Unidades de Terapia Intensiva/estatística & dados numéricos , Tempo de Internação/estatística & dados numéricos , Modelos Logísticos , Masculino , Massachusetts/epidemiologia , Pessoa de Meia-Idade , Planejamento de Assistência ao Paciente
11.
Ugeskr Laeger ; 180(40)2018 Oct 01.
Artigo em Dinamarquês | MEDLINE | ID: mdl-30274579

RESUMO

Functional neuroimaging, electroencephalography and clinical examination are essential to understand the many facets of disorders of consciousness. Yet, it is still not widely known that patients exist who are clearly conscious but unable to show it owing to complete loss of motor output, a condition which has been termed cognitive motor dissociation. In this review, the mechanisms of normal and impaired consciousness are discussed, and current theories of consciousness, as well as specific clinical signs, which are essential to discern the state of consciousness in a given patient, are highlighted.


Assuntos
Transtornos da Consciência , Estado de Consciência , Angiografia por Tomografia Computadorizada , Estado de Consciência/classificação , Estado de Consciência/fisiologia , Transtornos da Consciência/classificação , Transtornos da Consciência/diagnóstico por imagem , Transtornos da Consciência/fisiopatologia , Humanos , Modelos Neurológicos
12.
Brain ; 141(11): 3179-3192, 2018 11 01.
Artigo em Inglês | MEDLINE | ID: mdl-30285102

RESUMO

Determining the state of consciousness in patients with disorders of consciousness is a challenging practical and theoretical problem. Recent findings suggest that multiple markers of brain activity extracted from the EEG may index the state of consciousness in the human brain. Furthermore, machine learning has been found to optimize their capacity to discriminate different states of consciousness in clinical practice. However, it is unknown how dependable these EEG markers are in the face of signal variability because of different EEG configurations, EEG protocols and subpopulations from different centres encountered in practice. In this study we analysed 327 recordings of patients with disorders of consciousness (148 unresponsive wakefulness syndrome and 179 minimally conscious state) and 66 healthy controls obtained in two independent research centres (Paris Pitié-Salpêtrière and Liège). We first show that a non-parametric classifier based on ensembles of decision trees provides robust out-of-sample performance on unseen data with a predictive area under the curve (AUC) of ~0.77 that was only marginally affected when using alternative EEG configurations (different numbers and positions of sensors, numbers of epochs, average AUC = 0.750 ± 0.014). In a second step, we observed that classifiers based on multiple as well as single EEG features generalize to recordings obtained from different patient cohorts, EEG protocols and different centres. However, the multivariate model always performed best with a predictive AUC of 0.73 for generalization from Paris 1 to Paris 2 datasets, and an AUC of 0.78 from Paris to Liège datasets. Using simulations, we subsequently demonstrate that multivariate pattern classification has a decisive performance advantage over univariate classification as the stability of EEG features decreases, as different EEG configurations are used for feature-extraction or as noise is added. Moreover, we show that the generalization performance from Paris to Liège remains stable even if up to 20% of the diagnostic labels are randomly flipped. Finally, consistent with recent literature, analysis of the learned decision rules of our classifier suggested that markers related to dynamic fluctuations in theta and alpha frequency bands carried independent information and were most influential. Our findings demonstrate that EEG markers of consciousness can be reliably, economically and automatically identified with machine learning in various clinical and acquisition contexts.


Assuntos
Transtornos da Consciência/diagnóstico , Estado de Consciência/classificação , Eletroencefalografia , Adulto , Estado de Consciência/fisiologia , Transtornos da Consciência/classificação , Entropia , Feminino , Humanos , Teoria da Informação , Masculino , Pessoa de Meia-Idade , Vigília , Adulto Jovem
13.
Crit Care ; 22(1): 184, 2018 08 02.
Artigo em Inglês | MEDLINE | ID: mdl-30071861

RESUMO

BACKGROUND: Electroencephalography (EEG) is a well-established tool for assessing brain function that is available at the bedside in the intensive care unit (ICU). This review aims to discuss the relevance of electroencephalographic reactivity (EEG-R) in patients with impaired consciousness and to describe the neurophysiological mechanisms involved. METHODS: We conducted a systematic search of the term "EEG reactivity and coma" using the PubMed database. The search encompassed articles published from inception to March 2018 and produced 202 articles, of which 42 were deemed relevant, assessing the importance of EEG-R in relationship to outcomes in patients with impaired consciousness, and were therefore included in this review. RESULTS: Although definitions, characteristics and methods used to assess EEG-R are heterogeneous, several studies underline that a lack of EEG-R is associated with mortality and unfavorable outcome in patients with impaired consciousness. However, preserved EEG-R is linked to better odds of survival. Exploring EEG-R to nociceptive, auditory, and visual stimuli enables a noninvasive trimodal functional assessment of peripheral and central sensory ascending pathways that project to the brainstem, the thalamus and the cerebral cortex. A lack of EEG-R in patients with impaired consciousness may result from altered modulation of thalamocortical loop activity by afferent sensory input due to neural impairment. Assessing EEG-R is a valuable tool for the diagnosis and outcome prediction of severe brain dysfunction in critically ill patients. CONCLUSIONS: This review emphasizes that whatever the etiology, patients with impaired consciousness featuring a reactive electroencephalogram are more likely to have a favorable outcome, whereas those with a nonreactive electroencephalogram are prone to having an unfavorable outcome. EEG-R is therefore a valuable prognostic parameter and warrants a rigorous assessment. However, current assessment methods are heterogeneous, and no consensus exists. Standardization of stimulation and interpretation methods is needed.


Assuntos
Transtornos da Consciência/classificação , Eletroencefalografia/métodos , Prognóstico , Encéfalo/fisiologia , Encéfalo/fisiopatologia , Humanos
14.
Zh Nevrol Psikhiatr Im S S Korsakova ; 118(3. Vyp. 2): 25-31, 2018.
Artigo em Russo | MEDLINE | ID: mdl-29798977

RESUMO

The authors officially present for the first time the Russian version of Coma Recovery Scale-Revised (CRS-R). Today CRS-R is the only validated scale in Russian for assessment of patients with chronic disorders of consciousness (DOC). The study showed high consistency for different researchers, high sensitivity in the evaluation of patients over time as well as high concurrent validity. This article contains the text of the scale and recommendations how to use CRS-R and interpret the data. Presented version of the CRS-R is recommended for use in DOC patients. Russian version of the CRS-R is a standardized, comprehensive and systematic approach to the examination and assessment of patients with chronic DOS. It ensures the standard approach to examination and assessment that warrants the accuracy and homogeneity of the obtained results.


Assuntos
Coma , Transtornos da Consciência , Estado de Consciência , Coma/classificação , Coma/diagnóstico , Transtornos da Consciência/classificação , Transtornos da Consciência/diagnóstico , Humanos , Recuperação de Função Fisiológica , Federação Russa
15.
Brain ; 141(4): 949-960, 2018 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-29206895

RESUMO

Durable impairments of consciousness are currently classified in three main neurological categories: comatose state, vegetative state (also recently coined unresponsive wakefulness syndrome) and minimally conscious state. While the introduction of minimally conscious state, in 2002, was a major progress to help clinicians recognize complex non-reflexive behaviours in the absence of functional communication, it raises several problems. The most important issue related to minimally conscious state lies in its criteria: while behavioural definition of minimally conscious state lacks any direct evidence of patient's conscious content or conscious state, it includes the adjective 'conscious'. I discuss this major problem in this review and propose a novel interpretation of minimally conscious state: its criteria do not inform us about the potential residual consciousness of patients, but they do inform us with certainty about the presence of a cortically mediated state. Based on this constructive criticism review, I suggest three proposals aiming at improving the way we describe the subjective and cognitive state of non-communicating patients. In particular, I present a tentative new classification of impairments of consciousness that combines behavioural evidence with functional brain imaging data, in order to probe directly and univocally residual conscious processes.


Assuntos
Córtex Cerebral/fisiopatologia , Transtornos da Consciência , Transtornos da Consciência/classificação , Transtornos da Consciência/patologia , Transtornos da Consciência/fisiopatologia , Humanos , Neurologia
16.
Ann Neurol ; 82(6): 866-872, 2017 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-29091304

RESUMO

This article examines the serious shortcomings that characterize the current taxonomy of postcomatose disorders of consciousness (DoC), and it provides guidelines for how an improved DoC taxonomy might be developed. In particular, it is argued that behavioral criteria for the application of DoC categories should be supplemented with brain-based criteria (eg, information derived from electroencephalography and functional magnetic resonance imaging), and that the categorical framework that currently characterizes DoC should be replaced by a multidimensional framework that better captures the performance of patients across a range of cognitive and behavioural tasks. Ann Neurol 2017;82:866-872.


Assuntos
Encéfalo/fisiopatologia , Transtornos da Consciência/classificação , Transtornos da Consciência/fisiopatologia , Estado de Consciência/fisiologia , Classificação , Transtornos da Consciência/diagnóstico , Humanos , Metacognição/fisiologia , Volição/fisiologia
18.
Neuroimage ; 145(Pt B): 288-303, 2017 01 15.
Artigo em Inglês | MEDLINE | ID: mdl-26690804

RESUMO

Given the fact that clinical bedside examinations can have a high rate of misdiagnosis, machine learning techniques based on neuroimaging and electrophysiological measurements are increasingly being considered for comatose patients and patients with unresponsive wakefulness syndrome, a minimally conscious state or locked-in syndrome. Machine learning techniques have the potential to move from group-level statistical results to personalized predictions in a clinical setting. They have been applied for the purpose of (1) detecting changes in brain activation during functional tasks, equivalent to a behavioral command-following test and (2) estimating signs of consciousness by analyzing measurement data obtained from multiple subjects in resting state. In this review, we provide a comprehensive overview of the literature on both approaches and discuss the translation of present findings to clinical practice. We found that most studies struggle with the difficulty of establishing a reliable behavioral assessment and fluctuations in the patient's levels of arousal. Both these factors affect the training and validation of machine learning methods to a considerable degree. In studies involving more than 50 patients, small to moderate evidence was found for the presence of signs of consciousness or good outcome, where one study even showed strong evidence for good outcome.


Assuntos
Transtornos da Consciência/diagnóstico , Aprendizado de Máquina , Transtornos da Consciência/classificação , Transtornos da Consciência/diagnóstico por imagem , Transtornos da Consciência/fisiopatologia , Humanos
19.
Ann Neurol ; 80(5): 718-729, 2016 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-27717082

RESUMO

OBJECTIVE: Validating objective, brain-based indices of consciousness in behaviorally unresponsive patients represents a challenge due to the impossibility of obtaining independent evidence through subjective reports. Here we address this problem by first validating a promising metric of consciousness-the Perturbational Complexity Index (PCI)-in a benchmark population who could confirm the presence or absence of consciousness through subjective reports, and then applying the same index to patients with disorders of consciousness (DOCs). METHODS: The benchmark population encompassed 150 healthy controls and communicative brain-injured subjects in various states of conscious wakefulness, disconnected consciousness, and unconsciousness. Receiver operating characteristic curve analysis was performed to define an optimal cutoff for discriminating between the conscious and unconscious conditions. This cutoff was then applied to a cohort of noncommunicative DOC patients (38 in a minimally conscious state [MCS] and 43 in a vegetative state [VS]). RESULTS: We found an empirical cutoff that discriminated with 100% sensitivity and specificity between the conscious and the unconscious conditions in the benchmark population. This cutoff resulted in a sensitivity of 94.7% in detecting MCS and allowed the identification of a number of unresponsive VS patients (9 of 43) with high values of PCI, overlapping with the distribution of the benchmark conscious condition. INTERPRETATION: Given its high sensitivity and specificity in the benchmark and MCS population, PCI offers a reliable, independently validated stratification of unresponsive patients that has important physiopathological and therapeutic implications. In particular, the high-PCI subgroup of VS patients may retain a capacity for consciousness that is not expressed in behavior. Ann Neurol 2016;80:718-729.


Assuntos
Lesões Encefálicas/diagnóstico , Córtex Cerebral/fisiopatologia , Transtornos da Consciência/diagnóstico , Eletroencefalografia/métodos , Potenciais Evocados/fisiologia , Índice de Gravidade de Doença , Estimulação Magnética Transcraniana/métodos , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Lesões Encefálicas/complicações , Transtornos da Consciência/classificação , Transtornos da Consciência/etiologia , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Reprodutibilidade dos Testes , Sensibilidade e Especificidade , Índices de Gravidade do Trauma , Adulto Jovem
20.
J Neurol ; 263(10): 2048-56, 2016 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-27416857

RESUMO

Brain-injured patients can experience epileptic seizures beyond 1 week from injury (unprovoked remote symptomatic epileptic seizures). In our longitudinal observational study, we analysed occurrence of unprovoked remote epileptic seizures and interictal epileptiform activity in 130 traumatic, vascular or anoxic inpatients with disorders of consciousness (DOC), with a clinical diagnosis of vegetative state (n = 97) or minimally conscious state (n = 33). We also investigated impact of epileptic seizures and epileptiform activity on clinical outcome (30 months post-onset). Epileptic seizures occurred in 35/130 patients (26.9 %), epileptiform activity in 61/130 (46.9 %) patients, without significant differences related to clinical diagnosis or aetiology. Among patients with epileptiform activity, only 26/61 (42.6 %) developed clinically evident seizures. Mortality at 30 months was not significantly influenced by the presence of seizures or epileptiform activity. The proportion of patients who recovered at long-term follow-up was higher in patients without than in patients with epileptic seizures, but was similar in patients with or without epileptiform activity. The presence of epileptic seizures but not of epileptiform activity, significantly affected the level of responsiveness at final outcome. In conclusion, seizures were detected in about one third of the whole sample, and in about a half of patients with epileptiform activity, regardless of clinical diagnosis or aetiology. Although epileptic seizures or epileptiform activity did not significantly affect mortality rate, we demonstrated that epileptic seizures could hamper recovery of consciousness. Epileptic seizures thus qualify as one of the factors largely undetermined at the moment which can influence prognosis in DOC patients.


Assuntos
Transtornos da Consciência/complicações , Epilepsia/diagnóstico , Epilepsia/etiologia , Adulto , Idoso , Distribuição de Qui-Quadrado , Estudos de Coortes , Transtornos da Consciência/classificação , Transtornos da Consciência/reabilitação , Eletroencefalografia , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Avaliação de Resultados em Cuidados de Saúde
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