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Holmskär S, Öhrn M, Furudahl M, Kesti J, Pansell J. Is quantitative pupillometry affected by ambient light? A prospective crossover study. J Clin Monit Comput 2025:10.1007/s10877-025-01293-z. [PMID: 40208500 DOI: 10.1007/s10877-025-01293-z] [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: 01/09/2025] [Accepted: 03/30/2025] [Indexed: 04/11/2025]
Abstract
PURPOSE Pupillary examination is a central part of the neurological assessment. While quantitative pupillometry (QP) improves reliability, the impact of ambient light, particularly on the Neurological Pupil index (NPi), remains unclear. This study aimed to clarify the effects of ambient light on QP parameters in a critical care setting. METHODS We performed a prospective crossover study, including 20 adult patients requiring invasive ventilation. Pupillometry was performed during bright condition (BC1), then dark condition (DC), then bright condition again (BC2). In our primary analysis we compared NPi values across conditions (DC1 vs. BC, BC vs. DC2, DC1 vs. DC2). In the secondary analysis, we compared all other QP parameters. RESULTS All QP values except constriction velocity and dilation velocity were non-normal. The median NPi was significantly lower in BC compared to dark conditions DC1 in both eyes. In 25% of participants the NPi decreased by 0.6 or more. Conversely, a significant increase in median NPi of both eyes was observed when switching from bright conditions back to dark (BC vs. DC2). No significant difference was found between the two dark condition measurements (DC1 and DC2). The secondary analysis showed that the differences in NPi were driven by differences in most, but not all, QP parameters included in NPi. CONCLUSIONS We corroborate previous findings that the level of ambient light affects QP parameters in critically ill patients. This needs to be considered for accurate interpretation of QP parameters. Future studies may explore potential automated light correction methods for wider clinical applicability.
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Affiliation(s)
- Sanna Holmskär
- The Department of Anesthesia and Intensive Care Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Malin Öhrn
- The Department of Anesthesia and Intensive Care Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Moa Furudahl
- The Department of Anesthesia and Intensive Care Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Johannes Kesti
- The Department of Anesthesia and Intensive Care Medicine, Karolinska University Hospital, Stockholm, Sweden
| | - Jakob Pansell
- The Department of Anesthesia and Intensive Care Medicine, Karolinska University Hospital, Stockholm, Sweden.
- The Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden.
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Petrosino M, Gouvêa Bogossian E, Rebora P, Galimberti S, Chesnut R, Bouzat P, Oddo M, Taccone FS, Citerio G. Neurological Pupil Index and Intracranial Hypertension in Patients With Acute Brain Injury: A Secondary Analysis of the ORANGE Study. JAMA Neurol 2025; 82:176-184. [PMID: 39652324 PMCID: PMC11811798 DOI: 10.1001/jamaneurol.2024.4189] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2024] [Accepted: 10/14/2024] [Indexed: 02/11/2025]
Abstract
Importance Invasive intracranial pressure (ICP) is the standard of care in patients with acute brain injury (ABI) with impaired consciousness. The Neurological Pupil Index (NPi) obtained by automated pupillometry is promising for noninvasively estimating ICP. Objectives To evaluate the association between repeated NPi and invasive ICP values. Design, Setting, and Participants This study is a secondary analysis of the Outcome Prognostication of Acute Brain Injury With the Neurological Pupil Index (ORANGE), a multicenter, prospective, observational study of patients with ABI performed from October 1, 2020, to May 31, 2022, with follow-up at 6 months after ABI. The ORANGE study was performed at neurologic intensive care units of tertiary hospitals in Europe and North America. In ORANGE, 514 adult patients receiving mechanical ventilatory support were admitted to the intensive care unit after ABI. Exposure Invasive ICP monitoring and automated pupillometry assessment every 4 hours during the first 7 days, considered as a standard of care. Main Outcomes and Measures Association between ICP and NPi values over time, using bayesian joint models, with linear and logistic mixed-effects longitudinal submodels. Results The study included 318 adult patients (median [IQR] age, 58 [43-69] years; 187 [58.8%] male) who required intensive care unit admission, intubation, and mechanical ventilatory support due to acute traumatic brain injury (n = 133 [41.8%]), intracerebral hemorrhage (n = 104 [32.7%]), or aneurysmal subarachnoid hemorrhage (n = 81 [25.5%]) and had automatic infrared pupillometry used as part of the standard evaluation practice and ICP monitoring. A total of 8692 ICP measurements were collected, with a median (IQR) of 31 (18-37) evaluations per patient. The median (IQR) NPi and ICP for the study population were 4.1 (3.5-4.5) and 10 (5-14) mm Hg, respectively. In a linear mixed model, the mean change in the NPi value, as a continuous variable, was -0.003 (95% credible interval [CrI], -0.006 to 0.000) for each 1-mm Hg ICP increase. No significant association between ICP and abnormal NPi (<3; odds ratio, 1.01; 95% CrI, 0.99-1.03) or absent NPi (0; odds ratio, 1.03; 95% CrI, 0.99-1.06) was observed. Conclusions and Relevance Although an abnormal NPi could indicate brainstem dysfunction, in this large and heterogeneous population of patients, NPi values were not significantly associated overall with ICP values. Repeated NPi measurements may not be a sufficient replacement for invasive monitoring. Trial Registration ClinicalTrials.gov Identifier: NCT04490005.
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Affiliation(s)
- Matteo Petrosino
- Bicocca Bioinformatics Biostatistics and Bioimaging B4 Center, School of Medicine and Surgery, University of Milano-Bicocca, Monza, Italy
- School of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | - Elisa Gouvêa Bogossian
- Department of Intensive Care, Hôpital Universitaire de Bruxelles, Université Libre de Bruxelles, Brussels, Belgium
| | - Paola Rebora
- Bicocca Bioinformatics Biostatistics and Bioimaging B4 Center, School of Medicine and Surgery, University of Milano-Bicocca, Monza, Italy
- School of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
- Biostatistics and Clinical Epidemiology, Fondazione IRCCS San Gerardo dei Tintori, Monza, Italy
| | - Stefania Galimberti
- Bicocca Bioinformatics Biostatistics and Bioimaging B4 Center, School of Medicine and Surgery, University of Milano-Bicocca, Monza, Italy
- School of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
- Biostatistics and Clinical Epidemiology, Fondazione IRCCS San Gerardo dei Tintori, Monza, Italy
| | - Randall Chesnut
- Department of Neurological Surgery, University of Washington, Seattle
- Department of Global Health, University of Washington, Seattle
| | - Pierre Bouzat
- University Grenoble Alpes, Inserm, U1216, CHU Grenoble Alpes, Grenoble Institute Neurosciences, Grenoble, France
| | - Mauro Oddo
- Direction of Innovation and Clinical Research, Centre Hospitalier Universitaire Vaudois, Lausanne University Hospital, University of Lausanne, Lausanne, Switzerland
- Faculty of Biology and Medicine, University of Lausanne, Lausanne, Switzerland
| | - Fabio Silvio Taccone
- Department of Intensive Care, Hôpital Universitaire de Bruxelles, Université Libre de Bruxelles, Brussels, Belgium
| | - Giuseppe Citerio
- School of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
- NeuroIntensive Care Unit, Department of Neuroscience, IRCCS Fondazione San Gerardo dei Tintori, Monza, Italy
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Fu Z, Peng L, Guo L, Hu N, Zhu Y, Tang S, Lou H, Zhang J, Wang C. Post-craniotomy intracranial pressure monitoring: a novel approach combining optic nerve sheath diameter ultrasonography and cervical-cerebral arterial ultrasound. Front Neurol 2025; 15:1472494. [PMID: 39882363 PMCID: PMC11774741 DOI: 10.3389/fneur.2024.1472494] [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: 07/29/2024] [Accepted: 12/30/2024] [Indexed: 01/31/2025] Open
Abstract
Objective Elevated intracranial pressure (ICP), a common complication in traumatic brain injuries (TBI), can lead to optic nerve sheath diameter (ONSD) enlargement and flow spectrum changes from the internal carotid artery (ICA) to middle cerebral artery (MCA). This study will investigate the use of Cervical-Cerebral Arterial Ultrasound (CCAU) for non-invasive ICP assessment and evaluating the related indices' clinical utility in TBI patients with decompressive craniotomy (DC). Methods ONSD and flow spectrum changes were measured within 24 h after DC in 106 patients via ultrasonic ONSD measurement and CCAU, simultaneously. Intracranial pressures were invasively monitored, using a microsensor or ventricular catheter as the gold standard. Patients were classified into two groups, namely the normal group and the elevated group, based on distinct intracranial pressure thresholds of 15 mmHg, 20 mmHg and 22 mmHg. Subsequently, Bland Altman plot used for evaluating agreement between estimate for ICP (ICPe) and invasive ICP (ICPi). Then, the correlation between ONSD, MCAPI (pulsatility index of MCA), PI-ratio (MCAPI/ICAPI), and ICPe was examined through linear regression analysis. Finally, receiver operator characteristic curves (ROC) were also analyzed for different indexes and their combinations (using logistic model). Results Significant differences were observed between the normal and elevated ICP groups with respect to ONSD, PI-ratio, MCAPI and MCAFVd (diastolic flow velocity of MCA) (p < 0.05). The correlation coefficients for the relationships between ONSD, PI ratio, FVdMCA, and PI with ICPi were 0.62, 0.33, 0.32 and 0.21, respectively, each demonstrating statistical significance (p < 0.05). Analysis of the ROC curves demonstrated that the area under the curve (AUC) for predicting elevated ICPi at thresholds of 15 mmHg, 20 mmHg, and 22 mmHg via combined ultrasonographic measurements of the PI ratio and ONSD was the largest, specifically 0.74 (95% CI: 0.65-0.82), 0.77 (95% CI: 0.69-0.85), and 0.79 (95% CI: 0.70-0.86), respectively. Conclusion Ultrasonographic measurements of ONSD, PI-ratio, MCAPI and MCAFVd demonstrate a moderate to low weak correlation with ICPi measurements. ICPe is not considered sufficiently precise for noninvasive accurate ICP assessment. The concurrent utilization of CCAU and ONSD measurements may offer superior accuracy for elevated ICP in TBI patients with DC, especially in specificity. Further research is imperative to validate these findings within a more extensive patient population.
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Affiliation(s)
- Zunfeng Fu
- Department of Ultrasound, The Second Affiliated Hospital of Shandong First Medical University, Tai'an, China
| | - Lin Peng
- Department of General Practice, The Second Affiliated Hospital of Shandong First Medical University, Tai'an, China
| | - Laicai Guo
- Department of Neuro-Intensive Care Unit, The Second Affiliated Hospital of Shandong First Medical University, Tai'an, China
| | - Naixia Hu
- Department of Neuro-Intensive Care Unit, The Second Affiliated Hospital of Shandong First Medical University, Tai'an, China
| | - Yamin Zhu
- Department of Ultrasound, The Second Affiliated Hospital of Shandong First Medical University, Tai'an, China
| | - Shouxin Tang
- Department of Ultrasound, The Second Affiliated Hospital of Shandong First Medical University, Tai'an, China
| | - Hongliang Lou
- Department of Ultrasound, Dongping County People's Hospital, Tai'an, China
| | - Jiajun Zhang
- Department of Ultrasound, The Second Affiliated Hospital of Shandong First Medical University, Tai'an, China
| | - Chongqiang Wang
- Department of Ultrasound, The Second Affiliated Hospital of Shandong First Medical University, Tai'an, China
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Kiani I, Parsaei M, Karimi H, Beikmarzehei A, Fooladi Sarabi S, Pezhdam P, Nouri Khoramabadian M, Shahbazi M, Masoudi M, Sanjari Moghaddam H. Prognostic role of quantitative pupillometry in traumatic brain injury: a scoping review. Neurol Sci 2024:10.1007/s10072-024-07869-y. [PMID: 39663272 DOI: 10.1007/s10072-024-07869-y] [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: 08/21/2024] [Accepted: 10/29/2024] [Indexed: 12/13/2024]
Abstract
BACKGROUND Traumatic brain injury (TBI) is a major cause of global mortality and disability, leading to primary and secondary brain injuries that can result in severe neurological, cognitive, and psychological impairments. Accurate and early prognosis of TBI outcomes is critical, particularly in assessing the risk of neurological decline, intracranial pressure (ICP) changes, and mortality. OBJECTIVE This systematic review aims to evaluate the prognostic value of quantitative pupillometry, particularly the Neurological Pupil Index (NPi), in predicting long-term outcomes in TBI patients. METHODS A systematic review was conducted following PRISMA guidelines, with the protocol registered on PROSPERO (CRD42023489079). Databases including PubMed, Scopus, and Embase were searched. Studies were included based on predefined inclusion criteria, focusing on the prognostic accuracy of automated pupillometry in TBI patients. Risk of bias was assessed using the Joanna Briggs Institute (JBI) tool, and evidence quality was evaluated using the Best-Evidence Synthesis approach. RESULTS Thirteen studies met the inclusion criteria, with sample sizes ranging from 36 to 2258 participants. The studies demonstrated a consistent association between lower NPi values and increased mortality, poorer functional outcomes, elevated ICP, and the need for emergency interventions. Despite variability in study design and sample sizes, strong evidence supported the use of NPi as a reliable prognostic tool in TBI management. CONCLUSION Automated infrared pupillometry, particularly through NPi measurement, offers important prognostic value in TBI patients. Incorporating NPi into routine clinical practice could improve the accuracy of prognosis and enhance patient management. Future research should focus on standardizing measurement protocols and validating these findings in larger, more diverse cohorts.
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Affiliation(s)
- Iman Kiani
- Students' Scientific Research Center, Tehran University of Medical Sciences, Tehran, Iran
| | - Mohammadamin Parsaei
- Breastfeeding Research Center, Family Health Research Institute, Tehran Univerity of Medical Sciences, Tehran, Iran
| | - Hanie Karimi
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Shahnaz Fooladi Sarabi
- Assistant Professor of Critical Care Medicine, Ardabil University of Medical Sciences, Ardabil, Iran
| | - Pegah Pezhdam
- School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Mojtaba Shahbazi
- Iranian Center of Neurological Research, Neuroscience Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Maryam Masoudi
- Neuroscience Institute, Sports Medicine Research Center, Tehran University of Medical Sciences, Tehran, Iran
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Sarmiento-Calderón J, Borré-Naranjo D, Dueñas-Castell C. Monitoreo neurológico multimodal en cuidado intensivo. ACTA COLOMBIANA DE CUIDADO INTENSIVO 2024. [DOI: 10.1016/j.acci.2024.10.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/02/2025]
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Godoy DA, Rubiano AM, Aguilera S, Jibaja M, Videtta W, Rovegno M, Paranhos J, Paranhos E, de Amorim RLO, Castro Monteiro da Silva Filho R, Paiva W, Flecha J, Faleiro RM, Almanza D, Rodriguez E, Carrizosa J, Hawryluk GWJ, Rabinstein AA. Moderate Traumatic Brain Injury in Adult Population: The Latin American Brain Injury Consortium Consensus for Definition and Categorization. Neurosurgery 2024; 95:e57-e70. [PMID: 38529956 DOI: 10.1227/neu.0000000000002912] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Accepted: 01/30/2024] [Indexed: 03/27/2024] Open
Abstract
Moderate traumatic brain injury (TBI) is a diagnosis that describes diverse patients with heterogeneity of primary injuries. Defined by a Glasgow Coma Scale between 9 and 12, this category includes patients who may neurologically worsen and require increasing intensive care resources and/or emergency neurosurgery. Despite the unique characteristics of these patients, there have not been specific guidelines published before this effort to support decision-making in these patients. A Delphi consensus group from the Latin American Brain Injury Consortium was established to generate recommendations related to the definition and categorization of moderate TBI. Before an in-person meeting, a systematic review of the literature was performed identifying evidence relevant to planned topics. Blinded voting assessed support for each recommendation. A priori the threshold for consensus was set at 80% agreement. Nine PICOT questions were generated by the panel, including definition, categorization, grouping, and diagnosis of moderate TBI. Here, we report the results of our work including relevant consensus statements and discussion for each question. Moderate TBI is an entity for which there is little published evidence available supporting definition, diagnosis, and management. Recommendations based on experts' opinion were informed by available evidence and aim to refine the definition and categorization of moderate TBI. Further studies evaluating the impact of these recommendations will be required.
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Affiliation(s)
| | - Andres M Rubiano
- Universidad El Bosque, Bogota , Colombia
- MEDITECH Foundation, Cali , Colombia
| | - Sergio Aguilera
- Department Neurosurgery, Herminda Martín Hospital, Chillan , Chile
| | - Manuel Jibaja
- School of Medicine, San Francisco University, Quito , Ecuador
- Intensive Care Unit, Eugenio Espejo Hospital, Quito , Ecuador
| | - Walter Videtta
- Intensive Care Unit, Hospital Posadas, Buenos Aires , Argentina
| | - Maximiliano Rovegno
- Department Critical Care, Pontificia Universidad Católica de Chile, Santiago , Chile
| | - Jorge Paranhos
- Department of Neurosurgery and Critical Care, Santa Casa da Misericordia, Sao Joao del Rei , Minas Gerais , Brazil
| | - Eduardo Paranhos
- Intensive Care Unit, HEMORIO and Santa Barbara Hospitals, Rio de Janeiro , Brazil
| | | | | | - Wellingson Paiva
- Experimental Surgery Laboratory and Division of Neurological Surgery, University of São Paulo Medical School, Sao Paulo , Brazil
| | - Jorge Flecha
- Intensive Care Unit, Trauma Hospital, Asuncion , Paraguay
- Social Security Institute Central Hospital, Asuncion , Paraguay
| | - Rodrigo Moreira Faleiro
- Department of Neurosurgery, João XXIII Hospital and Felício Rocho Hospital, Faculdade de Ciencias Médicas de MG, Belo Horizonte , Brazil
| | - David Almanza
- Critical and Intensive Care Medicine Department, University Hospital, Fundación Santa Fe de Bogotá, Bogotá , Colombia
- Universidad del Rosario, School of Medicine and Health Sciences, Bogotá , Colombia
| | - Eliana Rodriguez
- Critical and Intensive Care Medicine Department, University Hospital, Fundación Santa Fe de Bogotá, Bogotá , Colombia
- Universidad del Rosario, School of Medicine and Health Sciences, Bogotá , Colombia
| | - Jorge Carrizosa
- Universidad del Rosario, School of Medicine and Health Sciences, Bogotá , Colombia
- Neurointensive Care Unit, Hospital Universitario Fundación Santa Fe de Bogotá, Bogotá , Colombia
| | - Gregory W J Hawryluk
- Cleveland Clinic Akron General Hospital, Neurological Institute, Akron , Ohio , USA
| | - Alejandro A Rabinstein
- Neurocritical Care and Hospital Neurology Division, Mayo Clinic, Rochester , Minnesota , USA
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Kim KA, Kim H, Ha EJ, Yoon BC, Kim DJ. Artificial Intelligence-Enhanced Neurocritical Care for Traumatic Brain Injury : Past, Present and Future. J Korean Neurosurg Soc 2024; 67:493-509. [PMID: 38186369 PMCID: PMC11375068 DOI: 10.3340/jkns.2023.0195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Revised: 12/18/2023] [Accepted: 01/04/2024] [Indexed: 01/09/2024] Open
Abstract
In neurointensive care units (NICUs), particularly in cases involving traumatic brain injury (TBI), swift and accurate decision-making is critical because of rapidly changing patient conditions and the risk of secondary brain injury. The use of artificial intelligence (AI) in NICU can enhance clinical decision support and provide valuable assistance in these complex scenarios. This article aims to provide a comprehensive review of the current status and future prospects of AI utilization in the NICU, along with the challenges that must be overcome to realize this. Presently, the primary application of AI in NICU is outcome prediction through the analysis of preadmission and high-resolution data during admission. Recent applications include augmented neuromonitoring via signal quality control and real-time event prediction. In addition, AI can integrate data gathered from various measures and support minimally invasive neuromonitoring to increase patient safety. However, despite the recent surge in AI adoption within the NICU, the majority of AI applications have been limited to simple classification tasks, thus leaving the true potential of AI largely untapped. Emerging AI technologies, such as generalist medical AI and digital twins, harbor immense potential for enhancing advanced neurocritical care through broader AI applications. If challenges such as acquiring high-quality data and ethical issues are overcome, these new AI technologies can be clinically utilized in the actual NICU environment. Emphasizing the need for continuous research and development to maximize the potential of AI in the NICU, we anticipate that this will further enhance the efficiency and accuracy of TBI treatment within the NICU.
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Affiliation(s)
- Kyung Ah Kim
- Department of Brain and Cognitive Engineering, Korea University, Seoul, Korea
| | - Hakseung Kim
- Department of Brain and Cognitive Engineering, Korea University, Seoul, Korea
| | - Eun Jin Ha
- Department of Critical Care Medicine, Seoul National University Hospital, Seoul, Korea
| | - Byung C. Yoon
- Department of Radiology, Stanford University School of Medicine, VA Palo Alto Heath Care System, Palo Alto, CA, USA
| | - Dong-Joo Kim
- Department of Brain and Cognitive Engineering, Korea University, Seoul, Korea
- Department of Neurology, Korea University College of Medicine, Seoul, Korea
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Banco P, Taccone FS, Sourd D, Privitera C, Bosson JL, Teixeira TL, Adolle A, Payen JF, Bouzat P, Gauss T. Prediction of neurocritical care intensity through automated infrared pupillometry and transcranial doppler in blunt traumatic brain injury: the NOPE study. Eur J Trauma Emerg Surg 2024; 50:1209-1217. [PMID: 38226989 PMCID: PMC11458749 DOI: 10.1007/s00068-023-02435-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Accepted: 12/28/2023] [Indexed: 01/17/2024]
Abstract
PURPOSE This pilot study aimed to determine the capacity of automated infrared pupillometry (AIP) alone and in combination with transcranial doppler (TCD) on admission to rule out need for intense neuroAQ2 critical care (INCC) in severe traumatic brain injury (TBI). METHODS In this observational pilot study clinicians performed AIP and TCD measurements on admission in blunt TBI patients with a Glasgow Coma Score (GCS) < 9 and/or motor score < 6. A Neurological Pupil index (NPi) < 3, Pulsatility Index (PI) > 1,4 or diastolic blood flow velocity (dV) of < 20 cm/s were used to rule out the need for INCC (exceeding the tier 0 Seattle Consensus Conference). The primary outcome was the negative likelihood ratio (nLR) of NPi < 3 alone or in combination with TCD to detect need for INCC. RESULTS A total of 69 TBI patients were included from May 2019 to September 2020. Of those, 52/69 (75%) median age was 45 [28-67], median prehospital GCS of 7 [5-8], median Injury Severity Scale of 13.0 [6.5-25.5], median Marshall Score of 4 [3-5], the median Glasgow Outcome Scale at discharge was 3 [1-5]. NPi < 3 was an independent predictor of INCC. NPi demonstrated a nLR of 0,6 (95%CI 0.4-0.9; AUROC, 0.65, 95% CI 0.51-0.79), a combination of NPi and TCD showed a nLR of 0.6 (95% CI 0.4-1.0; AUROC 0.67 95% CI 0.52-0.83) to predict INCC. CONCLUSION This pilot study suggests a possible useful contribution of NPi to determine the need for INCC in severe blunt TBI patients on admission.
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Affiliation(s)
- Pierluigi Banco
- Department of Anaesthesia and Intensive Care, Univ. Grenoble Alpes, Centre Hospitalier Universitaire Grenoble, and Inserm, U1216, Grenoble Institut Neurosciences, 38000, Grenoble, France
| | - Fabio Silvio Taccone
- Department of Intensive Care, Hôpital Universitaire de Bruxelles (HUB), Université Libre de Bruxelles (ULB), Brussels, Belgium
| | - Dimitri Sourd
- Department of Public Health, Univ. Grenoble Alpes, Centre Hospitalier Universitaire Grenoble Alpes, Grenoble, France
| | - Claudio Privitera
- School of Optometry and Vision Science, University of California, Berkeley, Berkeley, CA, USA
| | - Jean-Luc Bosson
- Department of Public Health, Univ. Grenoble Alpes, Centre Hospitalier Universitaire Grenoble Alpes, Grenoble, France
| | - Thomas Luz Teixeira
- Department of Intensive Care, Hôpital Universitaire de Bruxelles (HUB), Université Libre de Bruxelles (ULB), Brussels, Belgium
| | - Anais Adolle
- Department of Anaesthesia and Intensive Care, Univ. Grenoble Alpes, Centre Hospitalier Universitaire Grenoble, and Inserm, U1216, Grenoble Institut Neurosciences, 38000, Grenoble, France
| | - Jean-François Payen
- Department of Anaesthesia and Intensive Care, Univ. Grenoble Alpes, Centre Hospitalier Universitaire Grenoble, and Inserm, U1216, Grenoble Institut Neurosciences, 38000, Grenoble, France
| | - Pierre Bouzat
- Department of Anaesthesia and Intensive Care, Univ. Grenoble Alpes, Centre Hospitalier Universitaire Grenoble, and Inserm, U1216, Grenoble Institut Neurosciences, 38000, Grenoble, France
| | - Tobias Gauss
- Department of Anaesthesia and Intensive Care, Univ. Grenoble Alpes, Centre Hospitalier Universitaire Grenoble, and Inserm, U1216, Grenoble Institut Neurosciences, 38000, Grenoble, France.
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Martínez-Palacios K, Vásquez-García S, Fariyike OA, Robba C, Rubiano AM. Quantitative Pupillometry for Intracranial Pressure (ICP) Monitoring in Traumatic Brain Injury: A Scoping Review. Neurocrit Care 2024; 41:255-271. [PMID: 38351298 PMCID: PMC11335905 DOI: 10.1007/s12028-023-01927-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Accepted: 12/15/2023] [Indexed: 08/21/2024]
Abstract
The neurological examination has remained key for the detection of worsening in neurocritical care patients, particularly after traumatic brain injury (TBI). New-onset, unreactive anisocoria frequently occurs in such situations, triggering aggressive diagnostic and therapeutic measures to address life-threatening elevations in intracranial pressure (ICP). As such, the field needs objective, unbiased, portable, and reliable methods for quickly assessing such pupillary changes. In this area, quantitative pupillometry (QP) proves promising, leveraging the analysis of different pupillary variables to indirectly estimate ICP. Thus, this scoping review seeks to describe the existing evidence for the use of QP in estimating ICP in adult patients with TBI as compared with invasive methods, which are considered the standard practice. This review was conducted in accordance with the Joanna Briggs Institute methodology for scoping reviews, with a main search of PubMed and EMBASE. The search was limited to studies of adult patients with TBI published in any language between 2012 and 2022. Eight studies were included for analysis, with the vast majority being prospective studies conducted in high-income countries. Among QP variables, serial rather than isolated measurements of neurologic pupillary index, constriction velocity, and maximal constriction velocity demonstrated the best correlation with invasive ICP measurement values, particularly in predicting refractory intracranial hypertension. Neurologic pupillary index and ICP also showed an inverse relationship when trends were simultaneously compared. As such, QP, when used repetitively, seems to be a promising tool for noninvasive ICP monitoring in patients with TBI, especially when used in conjunction with other clinical and neuromonitoring data.
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Affiliation(s)
- Karol Martínez-Palacios
- Neuroscience Institute, Universidad El Bosque, Bogotá, Colombia
- Fundación para la Educación e Investigación Médica y Técnica en Emergencias "MEDITECH", Cali, Colombia
| | - Sebastián Vásquez-García
- Fundación para la Educación e Investigación Médica y Técnica en Emergencias "MEDITECH", Cali, Colombia
- Universidad del Rosario, Bogotá, Colombia
| | - Olubunmi A Fariyike
- Fundación para la Educación e Investigación Médica y Técnica en Emergencias "MEDITECH", Cali, Colombia
- Stanford University School of Medicine, Palo Alto, CA, USA
| | - Chiara Robba
- Department of Anesthesia and Intensive Care, Policlinico San Martino, Genova, Italy
| | - Andrés M Rubiano
- Neuroscience Institute, Universidad El Bosque, Bogotá, Colombia.
- Fundación para la Educación e Investigación Médica y Técnica en Emergencias "MEDITECH", Cali, Colombia.
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Murase M, Yasuda S, Sawano M. Prediction for the prognosis of diffuse axonal injury using automated pupillometry. Clin Neurol Neurosurg 2024; 240:108244. [PMID: 38520767 DOI: 10.1016/j.clineuro.2024.108244] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2023] [Revised: 03/10/2024] [Accepted: 03/11/2024] [Indexed: 03/25/2024]
Abstract
OBJECTIVE Previous studies have reported various predictive indicators of diffuse axonal injury (DAI), but no consensus has not been reached. Although the efficiency of automated pupillometry in patients with consciousness disorder has been widely reported, there are few reports of its use in patients with DAI. This study aimed to investigate the significance of pupillary findings in predicting the prognosis of DAI. PATIENTS AND METHODS We included patients admitted to our center with a diagnosis of DAI from June 1, 2021 to June 30, 2022. Pupillary findings in both eyes were quantitatively measured by automated pupillometry every 2 hours after admission. We statistically examined the correlations between automated pupillometry parameters, the patients' characteristics, and outcomes such as the Glasgow Outcome Scale Extended (GOSE) after 6 months from injury, the time to follow command, and so on. RESULTS Among 22 patients included in this study, five had oculomotor nerve palsy. Oculomotor nerve palsy was correlated with all outcomes, whereas Marshall computed tomography (CT) classification, Injury severity score (ISS) and DAI grade were correlated with few outcomes. Some of the automated pupillometry parameters were significantly correlated with GOSE at 6 months after injury, and many during the first 24 hours of measurement were correlated with the time to follow command. Most of these results were not affected by adjustment using sedation period, ISS or Marshall CT classification. A subgroup analysis of patients without oculomotor nerve palsy revealed that many of the automated pupillometry parameters during the first 24 hours of measurement were significantly correlated with most of the outcomes. The cutoff values that differentiated a good prognosis (GOSE 5-8) from a poor prognosis (GOSE 1-4) were constriction velocity (CV) 1.43 (AUC = 0.81(0.62-1), p = 0.037) and maximum constriction velocity (MCV) 2.345 (AUC = 0.78 (0.58-0.98), p = 0.04). The cutoff values that differentiated the time to follow command into within 7 days and over 8 days were percentage of constriction 8 (AUC = 0.89 (0.68-1), p = 0.011), CV 0.63 (AUC = 0.92 (0.78-1), p = 0.013), MCV 0.855 (AUC = 0.9 (0.74-1), p = 0.017) and average dilation velocity 0.175 (AUC = 0.95 (0.86-1), p = 0.018). CONCLUSIONS The present results indicate that pupillary findings in DAI are a strong predictive indicator of the prognosis, and that quantitative measurement of them using automated pupillometry could facilitate enhanced prediction for the prognosis of DAI.
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Affiliation(s)
- Makoto Murase
- Department of Emergency Medicine and Critical Care, Saitama Medical University, 1981 Kamoda, Kawagoe, Saitama 350-8550, Japan.
| | - Shinichi Yasuda
- Department of Emergency Medicine and Critical Care, Saitama Medical University, 1981 Kamoda, Kawagoe, Saitama 350-8550, Japan
| | - Makoto Sawano
- Department of Emergency Medicine and Critical Care, Saitama Medical University, 1981 Kamoda, Kawagoe, Saitama 350-8550, Japan
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11
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Vrettou CS, Fragkou PC, Mallios I, Barba C, Giannopoulos C, Gavrielatou E, Dimopoulou I. The Role of Automated Infrared Pupillometry in Traumatic Brain Injury: A Narrative Review. J Clin Med 2024; 13:614. [PMID: 38276120 PMCID: PMC10817296 DOI: 10.3390/jcm13020614] [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: 12/30/2023] [Revised: 01/15/2024] [Accepted: 01/20/2024] [Indexed: 01/27/2024] Open
Abstract
Pupillometry, an integral component of neurological examination, serves to evaluate both pupil size and reactivity. The conventional manual assessment exhibits inherent limitations, thereby necessitating the development of portable automated infrared pupillometers (PAIPs). Leveraging infrared technology, these devices provide an objective assessment, proving valuable in the context of brain injury for the detection of neuro-worsening and the facilitation of patient monitoring. In cases of mild brain trauma particularly, traditional methods face constraints. Conversely, in severe brain trauma scenarios, PAIPs contribute to neuro-prognostication and non-invasive neuromonitoring. Parameters derived from PAIPs exhibit correlations with changes in intracranial pressure. It is important to acknowledge, however, that PAIPs cannot replace invasive intracranial pressure monitoring while their widespread adoption awaits robust support from clinical studies. Ongoing research endeavors delve into the role of PAIPs in managing critical neuro-worsening in brain trauma patients, underscoring the non-invasive monitoring advantages while emphasizing the imperative for further clinical validation. Future advancements in this domain encompass sophisticated pupillary assessment tools and the integration of smartphone applications, emblematic of a continually evolving landscape.
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Affiliation(s)
- Charikleia S. Vrettou
- First Department of Critical Care Medicine & Pulmonary Services, Evangelismos Hospital, Medical School, National and Kapodistrian University of Athens, 10676 Athens, Greece (I.D.)
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12
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Hsu CH, Kuo LT. Application of Pupillometry in Neurocritical Patients. J Pers Med 2023; 13:1100. [PMID: 37511713 PMCID: PMC10381796 DOI: 10.3390/jpm13071100] [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: 05/19/2023] [Revised: 06/25/2023] [Accepted: 06/29/2023] [Indexed: 07/30/2023] Open
Abstract
Pupillary light reflex (PLR) assessment is a crucial examination for evaluating brainstem function, particularly in patients with acute brain injury and neurosurgical conditions. The PLR is controlled by neural pathways modulated by both the sympathetic and parasympathetic nervous systems. Altered PLR is a strong predictor of adverse outcomes after traumatic and ischemic brain injuries. However, the assessment of PLR needs to take many factors into account since it can be modulated by various medications, alcohol consumption, and neurodegenerative diseases. The development of devices capable of measuring pupil size and assessing PLR quantitatively has revolutionized the non-invasive neurological examination. Automated pupillometry, which is more accurate and precise, is widely used in diverse clinical situations. This review presents our current understanding of the anatomical and physiological basis of the PLR and the application of automated pupillometry in managing neurocritical patients. We also discuss new technologies that are being developed, such as smartphone-based pupillometry devices, which are particularly beneficial in low-resource settings.
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Affiliation(s)
- Chiu-Hao Hsu
- Division of Neurosurgery, Department of Surgery, National Taiwan University Hospital Hsin-Chu Branch, Biomedical Park Hospital, Hsin-Chu County 302, Taiwan
- Institute of Clinical Medicine, College of Medicine, National Taiwan University, Taipei 100, Taiwan
| | - Lu-Ting Kuo
- Division of Neurosurgery, Department of Surgery, National Taiwan University Hospital, Taipei 100, Taiwan
- Division of Neurosurgery, Department of Surgery, National Taiwan University Hospital Yunlin Branch, Yunlin 640, Taiwan
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13
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Faria BCD, Sacramento LGG, Queiroz AVR, Leite FDAD, Oliveira HLLLD, Kimura TY, Faleiro RM. The use of noninvasive measurements of intracranial pressure in patients with traumatic brain injury: a narrative review. ARQUIVOS DE NEURO-PSIQUIATRIA 2023; 81:551-563. [PMID: 37379867 DOI: 10.1055/s-0043-1764411] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/30/2023]
Abstract
BACKGROUND The most frequent cause of death in neurosurgical patients is due to the increase in intracranial pressure (ICP); consequently, adequate monitoring of this parameter is extremely important. OBJECTIVES In this study, we aimed to analyze the accuracy of noninvasive measurement methods for intracranial hypertension (IH) in patients with traumatic brain injury (TBI). METHODS The data were obtained from the PubMed database, using the following terms: intracranial pressure, noninvasive, monitoring, assessment, and measurement. The selected articles date from 1980 to 2021, all of which were observational studies or clinical trials, in English and specifying ICP measurement in TBI. At the end of the selection, 21 articles were included in this review. RESULTS The optic nerve sheath diameter (ONSD), pupillometry, transcranial doppler (TCD), multimodal combination, brain compliance using ICP waveform (ICPW), HeadSense, and Visual flash evoked pressure (FVEP) were analyzed. Pupillometry was not found to correlate with ICP, while HeadSense monitor and the FVEP method appear to have good correlation, but sensitivity and specificity data are not available. The ONSD and TCD methods showed good-to-moderate accuracy on invasive ICP values and potential to detect IH in most studies. Furthermore, multimodal combination may reduce the error possibility related to each technique. Finally, ICPW showed good accuracy to ICP values, but this analysis included TBI and non-TBI patients in the same sample. CONCLUSIONS Noninvasive ICP monitoring methods may be used in the near future to guide TBI patients' management.
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Affiliation(s)
| | | | | | | | | | - Thais Yuki Kimura
- Universidade Federal de Minas Gerais, Faculdade de Medicina, Belo Horizonte MG, Brazil
| | - Rodrigo Moreira Faleiro
- Universidade Federal de Minas Gerais, Faculdade de Medicina, Belo Horizonte MG, Brazil
- Faculdade de Ciências Médicas de Minas Gerais, Belo Horizonte MG, Brazil
- Hospital João XXIII, Belo Horizonte MG, Brazil
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14
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Dattilo M. Noninvasive methods to monitor intracranial pressure. Curr Opin Neurol 2023; 36:1-9. [PMID: 36630209 DOI: 10.1097/wco.0000000000001126] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
PURPOSE OF REVIEW Intracranial pressure (ICP) is determined by the production of and outflow facility of cerebrospinal fluid. Since alterations in ICP are implicated in several vision-threatening and life-threatening diseases, measurement of ICP is necessary and common. All current clinical methods to measure ICP are invasive and carry the risk for significant side effects. Therefore, the development of accurate, reliable, objective, and portal noninvasive devices to measure ICP has the potential to change the practice of medicine. This review discusses recent advances and barriers to the clinical implementation of noninvasive devices to determine ICP. RECENT FINDINGS Many noninvasive methods to determine ICP have been developed. Although most have significant limitations limiting their clinical utility, several noninvasive methods have shown strong correlations with invasively obtained ICP and have excellent potential to be developed further to accurately quantify ICP and ICP changes. SUMMARY Although invasive methods remain the mainstay for ICP determination and monitoring, several noninvasive biomarkers have shown promise to quantitatively assess and monitor ICP. With further refinement and advancement of these techniques, it is highly possible that noninvasive methods will become more commonplace and may complement or even supplant invasively obtained methods to determine ICP in certain situations.
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Affiliation(s)
- Michael Dattilo
- Emory Eye Center, Neuro-Ophthalmology Division, Emory University School of Medicine, Atlanta, Georgia, USA
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15
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Pupillary light reflex measured with quantitative pupillometry has low sensitivity and high specificity for predicting neuroworsening after traumatic brain injury. J Am Assoc Nurse Pract 2023; 35:130-134. [PMID: 36763466 DOI: 10.1097/jxx.0000000000000822] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Accepted: 11/15/2022] [Indexed: 12/23/2022]
Abstract
BACKGROUND Triage and neurological assessment of the 1.7 million traumatic brain injuries occurring annually is often done by nurse practitioners and physician assistants in the emergency department. Subjective assessments, such as the neurological examination that includes evaluation of the pupillary light reflex (PLR), can contain bias. Quantitative pupillometry (QP) standardizes and objectifies the PLR examination. Additional data are needed to determine whether QP can predict neurological changes in a traumatic brain injury (TBI) patient. PURPOSE This study examines the effectiveness of QP in predicting neurological decline within 24 hours of admission following acute TBI. METHODOLOGY This prospective, observational, clinical trial used pragmatic sampling to assess PLR in TBI patients using QP within 24 hours of ED admission. Chi-square analysis was used to determine change in patient status, through Glasgow Coma Scale (GCS), at baseline and within 24 hours of admission, to the QP. RESULTS There were 95 participants included in the analysis; of whom 35 experienced neuroworsening, defined by change in GCS of >2 within the first 24 hours of admission. There was a significant association between an abnormal Neurological Pupil index (NPi), defined as NPi of <3, and neuroworsening (p < .0001). The sensitivity (51.43%) and specificity (91.67%) of abnormal NPi in predicting neuroworsening were varied. CONCLUSION There is a strong association between abnormal NPi and neuroworsening in the sample of TBI patients with high specificity and moderate sensitivity. IMPLICATIONS NPi may be an early indicator of neurological changes within 24 hours of ED admission in patients with TBI.
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16
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Abdul-Rahman A, Morgan W, Yu DY. A machine learning approach in the non-invasive prediction of intracranial pressure using Modified Photoplethysmography. PLoS One 2022; 17:e0275417. [PMID: 36174066 PMCID: PMC9521929 DOI: 10.1371/journal.pone.0275417] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2022] [Accepted: 09/16/2022] [Indexed: 11/19/2022] Open
Abstract
The ideal Intracranial pressure (ICP) estimation method should be accurate, reliable, cost-effective, compact, and associated with minimal morbidity/mortality. To this end several described non-invasive methods in ICP estimation have yielded promising results, however the reliability of these techniques have yet to supersede invasive methods of ICP measurement. Over several publications, we described a novel imaging method of Modified Photoplethysmography in the evaluation of the retinal vascular pulse parameters decomposed in the Fourier domain, which enables computationally efficient information filtering of the retinal vascular pulse wave. We applied this method in a population of 21 subjects undergoing lumbar puncture manometry. A regression model was derived by applying an Extreme Gradient Boost (XGB) machine learning algorithm using retinal vascular pulse harmonic regression waveform amplitude (HRWa), first and second harmonic cosine and sine coefficients (an1,2, bn1,2) among other features. Gain and SHapley Additive exPlanation (SHAP) values ranked feature importance in the model. Agreement between the predicted ICP mean, median and peak density with measured ICP was assessed using Bland-Altman bias±standard error. Feature gain of intraocular pressure (IOPi) (arterial = 0.6092, venous = 0.5476), and of the Fourier coefficients, an1 (arterial = 0.1000, venous = 0.1024) ranked highest in the XGB model for both vascular systems. The arterial model SHAP values demonstrated the importance of the laterality of the tested eye (1.2477), which was less prominent in the venous model (0.8710). External validation was achieved using seven hold-out test cases, where the median venous predicted ICP showed better agreement with measured ICP. Although the Bland-Altman bias from the venous model (0.034±1.8013 cm water (p<0.99)) was lower compared to that of the arterial model (0.139±1.6545 cm water (p<0.94)), the arterial model provided a potential avenue for internal validation of the prediction. This approach can potentially be integrated into a neurological clinical decision algorithm to evaluate the indication for lumbar puncture.
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Affiliation(s)
- Anmar Abdul-Rahman
- Department of Ophthalmology, Counties Manukau District Health Board, Auckland, New Zealand
- * E-mail:
| | - William Morgan
- Centre for Ophthalmology and Visual Science, The University of Western Australia, Perth, Australia
- Lions Eye Institute, University of Western Australia, Perth, Australia
| | - Dao-Yi Yu
- Centre for Ophthalmology and Visual Science, The University of Western Australia, Perth, Australia
- Lions Eye Institute, University of Western Australia, Perth, Australia
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17
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Dong J, Li Q, Wang X, Fan Y. A Review of the Methods of Non-Invasive Assessment of Intracranial Pressure through Ocular Measurement. Bioengineering (Basel) 2022; 9:304. [PMID: 35877355 PMCID: PMC9312000 DOI: 10.3390/bioengineering9070304] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Revised: 07/06/2022] [Accepted: 07/08/2022] [Indexed: 01/19/2023] Open
Abstract
The monitoring of intracranial pressure (ICP) is essential for the detection and treatment of most craniocerebral diseases. Invasive methods are the most accurate approach to measure ICP; however, these methods are prone to complications and have a limited range of applications. Therefore, non-invasive ICP measurement is preferable in a range of scenarios. The current non-invasive ICP measurement methods comprise fluid dynamics, and ophthalmic, otic, electrophysiological, and other methods. This article reviews eight methods of non-invasive estimation of ICP from ocular measurements, namely optic nerve sheath diameter, flash visual evoked potentials, two-depth transorbital Doppler ultrasonography, central retinal venous pressure, optical coherence tomography, pupillometry, intraocular pressure measurement, and retinal arteriole and venule diameter ratio. We evaluated and presented the indications and main advantages and disadvantages of these methods. Although these methods cannot completely replace invasive measurement, for some specific situations and patients, non-invasive measurement of ICP still has great potential.
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Affiliation(s)
| | | | - Xiaofei Wang
- Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing 100083, China; (J.D.); (Q.L.)
| | - Yubo Fan
- Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing 100083, China; (J.D.); (Q.L.)
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18
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Stevens AR, Stickland CA, Harris G, Ahmed Z, Goldberg Oppenheimer P, Belli A, Davies DJ. Raman Spectroscopy as a Neuromonitoring Tool in Traumatic Brain Injury: A Systematic Review and Clinical Perspectives. Cells 2022; 11:1227. [PMID: 35406790 PMCID: PMC8997459 DOI: 10.3390/cells11071227] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 04/01/2022] [Accepted: 04/04/2022] [Indexed: 12/22/2022] Open
Abstract
Traumatic brain injury (TBI) is a significant global health problem, for which no disease-modifying therapeutics are currently available to improve survival and outcomes. Current neuromonitoring modalities are unable to reflect the complex and changing pathophysiological processes of the acute changes that occur after TBI. Raman spectroscopy (RS) is a powerful, label-free, optical tool which can provide detailed biochemical data in vivo. A systematic review of the literature is presented of available evidence for the use of RS in TBI. Seven research studies met the inclusion/exclusion criteria with all studies being performed in pre-clinical models. None of the studies reported the in vivo application of RS, with spectral acquisition performed ex vivo and one performed in vitro. Four further studies were included that related to the use of RS in analogous brain injury models, and a further five utilised RS in ex vivo biofluid studies for diagnosis or monitoring of TBI. RS is identified as a potential means to identify injury severity and metabolic dysfunction which may hold translational value. In relation to the available evidence, the translational potentials and barriers are discussed. This systematic review supports the further translational development of RS in TBI to fully ascertain its potential for enhancing patient care.
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Affiliation(s)
- Andrew R. Stevens
- Neuroscience, Trauma and Ophthalmology, Institute of Inflammation and Ageing, University of Birmingham, Birmingham B15 2TT, UK; (Z.A.); (A.B.); (D.J.D.)
- NIHR Surgical Reconstruction and Microbiology Research Centre, University Hospitals Birmingham, Birmingham B15 2TH, UK
| | - Clarissa A. Stickland
- School of Chemical Engineering, University of Birmingham, Birmingham B15 2TT, UK; (C.A.S.); (G.H.); (P.G.O.)
| | - Georgia Harris
- School of Chemical Engineering, University of Birmingham, Birmingham B15 2TT, UK; (C.A.S.); (G.H.); (P.G.O.)
| | - Zubair Ahmed
- Neuroscience, Trauma and Ophthalmology, Institute of Inflammation and Ageing, University of Birmingham, Birmingham B15 2TT, UK; (Z.A.); (A.B.); (D.J.D.)
- NIHR Surgical Reconstruction and Microbiology Research Centre, University Hospitals Birmingham, Birmingham B15 2TH, UK
- Centre for Trauma Science Research, University of Birmingham, Birmingham B15 2TT, UK
| | - Pola Goldberg Oppenheimer
- School of Chemical Engineering, University of Birmingham, Birmingham B15 2TT, UK; (C.A.S.); (G.H.); (P.G.O.)
| | - Antonio Belli
- Neuroscience, Trauma and Ophthalmology, Institute of Inflammation and Ageing, University of Birmingham, Birmingham B15 2TT, UK; (Z.A.); (A.B.); (D.J.D.)
- NIHR Surgical Reconstruction and Microbiology Research Centre, University Hospitals Birmingham, Birmingham B15 2TH, UK
- Centre for Trauma Science Research, University of Birmingham, Birmingham B15 2TT, UK
| | - David J. Davies
- Neuroscience, Trauma and Ophthalmology, Institute of Inflammation and Ageing, University of Birmingham, Birmingham B15 2TT, UK; (Z.A.); (A.B.); (D.J.D.)
- NIHR Surgical Reconstruction and Microbiology Research Centre, University Hospitals Birmingham, Birmingham B15 2TH, UK
- Centre for Trauma Science Research, University of Birmingham, Birmingham B15 2TT, UK
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McAvoy M, Lee G, Boop S, Greil ME, Durler KA, Young CC, Craft L, Chesnut RM, Wahlster S. Fixed, Dilated, and Conversing—Unreactive Pupil With Preserved Consciousness Indicating Acutely Rising Intracranial Pressure due to Traumatic Intraparenchymal Contusions: Case Report and Review of the Literature. Neurohospitalist 2021; 12:355-360. [PMID: 35419147 PMCID: PMC8995591 DOI: 10.1177/19418744211056613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Patients with fixed and dilated pupils (FDPs) due to rising intracranial pressure (ICP) typically experience a deterioration in consciousness. We describe an exceptional case of a patient with bifrontal contusions who developed worsening edema and a unilaterally FDP while maintaining consciousness and the ability to communicate. A 58-year-old man with history of hypertension and diabetes mellitus type II presented after being assaulted, with bifrontal contusions and right frontal intraparenchymal hemorrhage. On hospital day 8, his right pupil became fixed (NPi 0) and dilated (4.8 mm). The patient was drowsy, arousable to tactile stimuli, answering questions, oriented to place and time, following commands on his right side, maintaining Glasgow Coma Scale of 14 (E4, V5, M6). He described complete loss of vision and could not identify objects or count fingers. His gaze was dysconjugate with impaired vertical excursion and inability to fully abduct to the right side. Corneal reflexes were intact bilaterally. Hypertonic saline and mannitol produced no improvement in his pupillary exam. Head computed tomography showed worsening midline shift and interval increase in subfalcine herniation related to increased peri-hematoma edema. We performed an emergent right-sided decompressive hemicraniectomy with durotomy and duraplasty. His pupil became reactive 5 hours after surgery. While FDP without deterioration of consciousness has been described due to traumatic subdural and epidural hematomas, we report this unusual constellation as a sign of rising ICP and impeding herniation due to intraparenchymal contusions, highlighting that any pupillary change warrants prompt work-up and intervention.
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Affiliation(s)
- Malia McAvoy
- Department of Neurological Surgery, University of Washington, Seattle, WA, USA
| | - Gina Lee
- Elson S. Floyd College of Medicine, Washington State University, Spokane, WA, USA
| | - Scott Boop
- Department of Neurological Surgery, University of Washington, Seattle, WA, USA
| | - Madeline E. Greil
- Department of Neurological Surgery, University of Washington, Seattle, WA, USA
| | - Kayla A. Durler
- Department of Nursing, Harborview Medical Center, Seattle, WA, USA
| | | | - Lindy Craft
- Department of Anesthesiology and Pain Medicine, University of Washington, Seattle, WA, USA
| | - Randall M. Chesnut
- Department of Neurological Surgery, University of Washington, Seattle, WA, USA
- Department of Orthopedic Surgery, University of Washington, Seattle, WA, USA
- School of Global Health, University of Washington, Seattle, WA, USA
| | - Sarah Wahlster
- Department of Neurological Surgery, University of Washington, Seattle, WA, USA
- Department of Anesthesiology and Pain Medicine, University of Washington, Seattle, WA, USA
- Department of Neurology, University of Washington, Seattle, WA, USA
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20
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Godau J, Bharad K, Rösche J, Nagy G, Kästner S, Weber K, Bösel J. Automated Pupillometry for Assessment of Treatment Success in Nonconvulsive Status Epilepticus. Neurocrit Care 2021; 36:148-156. [PMID: 34331202 DOI: 10.1007/s12028-021-01273-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2021] [Accepted: 05/11/2021] [Indexed: 12/13/2022]
Abstract
BACKGROUND Altered pupillary function may reflect nonconvulsive status epilepticus (NCSE). Neurological pupil index (NPi) assessed by automated pupillometry is a surrogate marker of global pupillary function. We aimed to assess NPi changes in relation to NCSE treatment response. METHODS In this prospective observational study, serial automated pupillometry was performed in 68 NCSE episodes. In accordance with local standards, patients were treated with clonazepam (1-2 mg), levetiracetam (40 mg/kg), and lacosamide (5 mg/kg) in a stepwise approach under continuous electroencephalography monitoring until NCSE was terminated. Patients with refractory NCSE received individualized regimens. NPi was assessed bilaterally before and after each treatment step. For statistical analysis, the lower NPi of both sides (minNPi) was used. Nonparametric testing for matched samples and Cohen's d to estimate effect size were performed. Principal component analysis was applied to assess the contribution of baseline minNPi, age, sex, and NCSE duration to treatment outcome. RESULTS In 97.1% of 68 episodes, NCSE could be terminated; in 16.2%, NCSE was refractory. In 85.3% of episodes, an abnormal baseline minNPi ≤ 4.0 was obtained. After NCSE termination, minNPi increased significantly (p < 0.001). Cohen's d showed a strong effect size of 1.24 (95% confidence interval 0.88-1.61). Baseline minNPi was higher in clonazepam nonresponders vs. responders (p = 0.008), minNPi increased in responders (p < 0.001) but not in nonresponders. NCSE refractivity was associated with normal baseline minNPi (principal component analysis, component 1, 32.6% of variance, r = 0.78), male sex, and longer NCSE duration (component 2, 27.1% of variance, r = 0.62 and r = 0.78, respectively). CONCLUSIONS Automated pupillometry may be a helpful noninvasive neuromonitoring tool for the assessment of patients with NCSE and response to treatment.
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Affiliation(s)
- Jana Godau
- Department of Neurology, Klinikum Kassel, Kassel, Germany. .,Emergency Department, Klinikum Kassel, Kassel, Germany.
| | - Kaushal Bharad
- Department of Neurology, Klinikum Kassel, Kassel, Germany.,Emergency Department, Klinikum Kassel, Kassel, Germany
| | - Johannes Rösche
- Department of Neurology, Klinikum Kassel, Kassel, Germany.,Department of Neurology, University of Rostock, Rostock, Germany
| | - Gabor Nagy
- Department of Neurology, Klinikum Kassel, Kassel, Germany.,Department of Neurosurgery, Klinikum Kassel, Kassel, Germany
| | | | - Klaus Weber
- Emergency Department, Klinikum Kassel, Kassel, Germany
| | - Julian Bösel
- Department of Neurology, Klinikum Kassel, Kassel, Germany
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21
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Traylor JI, El Ahmadieh TY, Bedros NM, Al Adli N, Stutzman SE, Venkatachalam AM, Pernik MN, Collum CM, Douglas PM, Aiyagari V, Bagley CA, Olson DM, Aoun SG. Quantitative pupillometry in patients with traumatic brain injury and loss of consciousness: A prospective pilot study. J Clin Neurosci 2021; 91:88-92. [PMID: 34373065 DOI: 10.1016/j.jocn.2021.06.044] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Accepted: 06/23/2021] [Indexed: 11/18/2022]
Abstract
OBJECTIVE Loss of consciousness (LOC) is a hallmark feature in Traumatic Brain Injury (TBI), and a strong predictor of outcomes after TBI. The aim of this study was to describe associations between quantitative infrared pupillometry values and LOC, intracranial hypertension, and functional outcomes in patients with TBI. METHODS We conducted a prospective study of patients evaluated at a Level 1 trauma center between November 2019 and February 2020. Pupillometry values including the Neurological Pupil Index (NPi), constriction velocity (CV), and dilation velocity (DV) were obtained. RESULTS Thirty-six consecutive TBI patients were enrolled. The median (range) age was 48 (range 21-86) years. The mean Glasgow Coma Scale score on arrival was 11.8 (SD = 4.0). DV trichotomized as low (<0.5 mm/s), moderate (0.5-1.0 mm/s), or high (>1.0 mm/s) was significantly associated with LOC (P = .02), and the need for emergent intervention (P < .01). No significant association was observed between LOC and NPi (P = .16); nor between LOC and CV (P = .07). CONCLUSIONS Our data suggests that DV, as a discrete variable, is associated with LOC in TBI. Further investigation of the relationship between discrete pupillometric variables and NPi may be valuable to understand the clinical significance of the pupillary light reflex findings in acute TBI.
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Affiliation(s)
- Jeffrey I Traylor
- UT Southwestern Medical Center, Department of Neurological Surgery, USA
| | | | - Nicole M Bedros
- Baylor University Medical Center, Division of Trauma, Department of Surgery, USA
| | - Nadeem Al Adli
- UT Southwestern Medical Center, Department of Neurological Surgery, USA
| | | | | | - Mark N Pernik
- UT Southwestern Medical Center, Department of Neurological Surgery, USA
| | - C Munro Collum
- UT Southwestern Medical Center, O'Donnell Brain Institute, USA
| | - Peter M Douglas
- Department of Molecular Biology, USA; Hamon Center for Regenerative Science and Medicine, USA
| | - Venkatesh Aiyagari
- UT Southwestern Medical Center, Department of Neurology, USA; UT Southwestern Medical Center, Department of Neuro-Critical Care, USA
| | - Carlos A Bagley
- UT Southwestern Medical Center, Department of Neurological Surgery, USA
| | - DaiWai M Olson
- UT Southwestern Medical Center, Department of Neurology, USA; UT Southwestern Medical Center, Department of Neuro-Critical Care, USA
| | - Salah G Aoun
- UT Southwestern Medical Center, Department of Neurological Surgery, USA.
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McGetrick ME, Schneider N, Olson DM, Aiyagari V, Miles D. Automated Infrared Pupillometer Use in Assessing the Neurological Status in Pediatric Neurocritical Care Patients: Case Reports and Literature Review. JOURNAL OF CHILD SCIENCE 2021. [DOI: 10.1055/s-0041-1731074] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
AbstractAutomated infrared pupillometry (AIP) is rapidly becoming an accepted standard for the evaluation of pupil size and reactivity in adult neurocritical care. Recently, pediatric centers are increasingly utilizing this technology, but data supporting its use in children are limited. Our pediatric intensive care unit instituted AIP as a standard of care for pupillary light assessments in neurocritical care patients in early 2020. In this article, we describe four cases highlighting the advantage of using objective assessments of the pupillary light reactivity response measured by the Neurological Pupil index (NPi) to detect early changes in the patient's neurological status. These cases support the applicability of AIP in pediatric neurocritical care as a noninvasive neurologic monitoring tool. The NPi may be superior to manual pupil assessments by providing a numerical scale for accurate trending clinical status of a patient's neurologic condition.
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Affiliation(s)
- Molly E. McGetrick
- Division of Critical Care, Department of Pediatrics, The University of Texas Southwestern Medical Center, Dallas, Texas, United States
| | - Nathan Schneider
- The University of Texas Southwestern ODL Brain Institute, Dallas, Texas, United States
- Department of Neurology, The University of Texas Southwestern Medical Center, Dallas, Texas, United States
| | - DaiWai M. Olson
- Department of Neurology, The University of Texas Southwestern Medical Center, Dallas, Texas, United States
- Department of Neurosurgery, The University of Texas Southwestern Medical Center, Dallas, Texas, United States
| | - Venkatesh Aiyagari
- Department of Neurology, The University of Texas Southwestern Medical Center, Dallas, Texas, United States
- Department of Neurosurgery, The University of Texas Southwestern Medical Center, Dallas, Texas, United States
| | - Darryl Miles
- Division of Critical Care, Department of Pediatrics, The University of Texas Southwestern Medical Center, Dallas, Texas, United States
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23
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Fischer VE, Boulter JH, Bell RS, Ikeda DS. Paradoxical Contralateral Herniation Detected by Pupillometry in Acute Syndrome of the Trephined. Mil Med 2021; 185:532-536. [PMID: 32236451 DOI: 10.1093/milmed/usz409] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2019] [Revised: 08/22/2019] [Accepted: 10/15/2019] [Indexed: 12/23/2022] Open
Abstract
Severe traumatic brain injury has historically been a non-survivable injury. Recent advances in neurosurgical care, however, have demonstrated that these patients not only can survive, but they also can recover functionally when they undergo appropriate cerebral decompression within hours of injury. At the present, general surgeons are deployed further forward than neurosurgeons (Role 2 compared to Role 3) and have been provided with guidelines that stipulate conditions where they may have to perform decompressive craniectomies. Unfortunately, Role 2 medical facilities do not have access to computed tomography imaging or intracranial pressure monitoring capabilities rendering the decision to proceed with craniectomy based solely on exam findings. Utilizing a case transferred from downrange to our institution, we demonstrate the utility of a small, highly portable quantitative pupillometer to obtain reliable and reproducible data about a patient's intracranial pressures. Following the case presentation, the literature supporting quantitative pupillometry for surgical decision-making is reviewed.
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Affiliation(s)
- Victoria E Fischer
- University of Texas Health Science Center at San Antonio, Division of Neurosurgery, 7703 Floyd Curl Drive, MC 7843, San Antonio, TX 78229
| | - Jason H Boulter
- Walter Reed National Military Medical Center, Division of Neurosurgery, 8901 Rockville Pike, Bethesda, MD 20814
| | - Randy S Bell
- Walter Reed National Military Medical Center, Division of Neurosurgery, 8901 Rockville Pike, Bethesda, MD 20814
| | - Daniel S Ikeda
- Walter Reed National Military Medical Center, Division of Neurosurgery, 8901 Rockville Pike, Bethesda, MD 20814
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Abstract
Traumatic brain injury is a devastating, life-changing event in most cases. After the primary brain insult, it is helpful to use evidence-based monitoring techniques to guide implementation of essential interventions to minimize secondary injury and thereby improve patient outcomes. An update on multimodal neuromonitoring is provided in this narrative review, with discussion of tools and techniques currently used in the treatment of patients with brain injury. Neuroprotective treatments, from the well-studied targeted temperature management to new potential therapeutics under investigation, such as glyburide, also are presented.
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Affiliation(s)
- Maureen Scarboro
- Maureen Scarboro is Acute Care Nurse Practitioner, Neurosurgery, R Adams Cowley Shock Trauma Center, University of Maryland Medical Center, 22 S Greene St, Baltimore, MD 21201
| | - Karen A McQuillan
- Karen A. McQuillan is Lead Clinical Nurse Specialist, R Adams Cowley Shock Trauma Center, University of Maryland Medical Center, Baltimore, Maryland
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Thakur B, Nadim H, Atem F, Stutzman SE, Olson DM. Dilation velocity is associated with Glasgow Coma Scale scores in patients with brain injury. Brain Inj 2020; 35:114-118. [PMID: 33347373 DOI: 10.1080/02699052.2020.1861481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Abstract
Background: Pupillary light reflex (PLR) is informative about patients with neurological injury. Automated pupillometry provides discrete variables such as dilation velocity (DV). The objective of this study is to determine association between DV and Glasgow Coma Score (GCS), for patients with acquired brain injury.Methods: There were 2,208 patients with acquired brain injury, pupillometer readings, and daily GCS values available in our registry. GCS was trichotomized as severe (GCS ≤ 8), moderate (GCS = 9-12), or mild injury (GCS = 13-15). Generalized Linear Mixed Model regression was used to identify correlation between DV and GCS.Results: Patient mean age was 58.9 years, and 49.11% were female. There were 42,229 observations of GCS and DV. Mean admission GCS was 11.7. In the left eye, there was a statistically significant negative association for mean DV in patients with mild (DV = 0.85 mm/s), moderate (DV = 0.71 mm/s), and severe (DV = 0.48 mm/s) injury (p < .0001). Similar results were noted in the right eye with mild (DV = 0.87 mm/s), moderate (DV = 0.72 mm/s), and severe (DV = 0.50 mm/s) injury (p < .0001).Conclusion: Higher GCS is associated with faster DV. PLR may provide a biomarker of injury when a neurological exam is limited.Trial Registration: NCT02804438 (June 17, 2016).ABBREVIATIONS: GCS: Glasgow Coma Scale; PLR: Pupillary Light Reflex; DV: Dilation velocity; ICP: Intracranial pressure; NPi: Neurological pupil index; mRS: Modified Rankin Score; PCT: Percent change in size (pre and post constriction); Lat: Latency; CV: Constriction velocity; GLMM: Generalized Linear Mixed Model.
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Affiliation(s)
- Barsha Thakur
- Department of Biostatistics and Data Science, University of Texas at Houston, Houston, Texas, USA
| | - Hend Nadim
- O'Donnell Brain Institute, University of Texas Southwestern, Dallas, Texas, USA
| | - Folefac Atem
- Department of Biostatistics and Data Science, University of Texas at Houston, Houston, Texas, USA
| | - Sonja E Stutzman
- O'Donnell Brain Institute, University of Texas Southwestern, Dallas, Texas, USA.,Department of Neurological Surgery, University of Texas Southwestern, Dallas, Texas, USA
| | - DaiWai M Olson
- Department of Biostatistics and Data Science, University of Texas at Houston, Houston, Texas, USA.,Department of Neurology & Neurotherapeutics, University of Texas Southwestern, Dallas, Texas, USA
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Coraci D, Pecchioli C, Padua L. Ultrasound evaluation of pupil: secrets of the “black hole” unveiled. Brain Inj 2020; 34:694-695. [DOI: 10.1080/02699052.2020.1726467] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Affiliation(s)
- Daniele Coraci
- Neuroriabilitazione Ad Alta Intensità, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - Cristiano Pecchioli
- Department of Neurorehabilitation, IRCCS Fondazione Don Carlo Gnocchi, Milan, Italy
| | - Luca Padua
- Neuroriabilitazione Ad Alta Intensità, Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
- Department of Geriatrics, Neurosciences and Orthopaedics, Università Cattolica Del Sacro Cuore, Rome, Italy
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Rasulo FA, Togni T, Romagnoli S. Essential Noninvasive Multimodality Neuromonitoring for the Critically Ill Patient. Crit Care 2020; 24:100. [PMID: 32204723 PMCID: PMC7092614 DOI: 10.1186/s13054-020-2781-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
This article is one of ten reviews selected from the Annual Update in Intensive Care and Emergency Medicine 2020. Other selected articles can be found online at https://www.biomedcentral.com/collections/annualupdate2020. Further information about the Annual Update in Intensive Care and Emergency Medicine is available from http://www.springer.com/series/8901.
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Affiliation(s)
- Frank A Rasulo
- Division of Anesthesiology, Intensive Care & Emergency Medicine, University of Brescia at Spedali Civili Hospital, Brescia, Italy.
| | - Tommaso Togni
- Division of Anesthesiology, Intensive Care & Emergency Medicine, University of Brescia at Spedali Civili Hospital, Brescia, Italy
| | - Stefano Romagnoli
- Department of Health Science, University of Florence, Florence, Italy
- Department of Anesthesiology and Intensive Care, Azienda Ospedaliero-Universitaria Careggi, Florence, Italy
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Neurological Pupil Index as an Indicator of Neurological Worsening in Large Hemispheric Strokes. Neurocrit Care 2020; 33:575-581. [DOI: 10.1007/s12028-020-00936-0] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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