key: cord-0755406-65bvwleo
authors: Battaglini, Denise; Santori, Gregorio; Chandraptham, Karthikka; Iannuzzi, Francesca; Bastianello, Matilde; Tarantino, Fabio; Ball, Lorenzo; Giacobbe, Daniele Roberto; Vena, Antonio; Bassetti, Matteo; Inglese, Matilde; Uccelli, Antonio; Rocco, Patricia Rieken Macedo; Patroniti, Nicolò; Brunetti, Iole; Pelosi, Paolo; Robba, Chiara
title: Neurological Complications and Noninvasive Multimodal Neuromonitoring in Critically Ill Mechanically Ventilated COVID-19 Patients
date: 2020-11-27
journal: Front Neurol
DOI: 10.3389/fneur.2020.602114
sha: a4886656b07fe67ed807d7198352a4b56fd39a30
doc_id: 755406
cord_uid: 65bvwleo

Purpose: The incidence and the clinical presentation of neurological manifestations of coronavirus disease-2019 (COVID-19) remain unclear. No data regarding the use of neuromonitoring tools in this group of patients are available. Methods: This is a retrospective study of prospectively collected data. The primary aim was to assess the incidence and the type of neurological complications in critically ill COVID-19 patients and their effect on survival as well as on hospital and intensive care unit (ICU) length of stay. The secondary aim was to describe cerebral hemodynamic changes detected by noninvasive neuromonitoring modalities such as transcranial Doppler, optic nerve sheath diameter (ONSD), and automated pupillometry. Results: Ninety-four patients with COVID-19 admitted to an ICU from February 28 to June 30, 2020, were included in this study. Fifty-three patients underwent noninvasive neuromonitoring. Neurological complications were detected in 50% of patients, with delirium as the most common manifestation. Patients with neurological complications, compared to those without, had longer hospital (36.8 ± 25.1 vs. 19.4 ± 16.9 days, p < 0.001) and ICU (31.5 ± 22.6 vs. 11.5±10.1 days, p < 0.001) stay. The duration of mechanical ventilation was independently associated with the risk of developing neurological complications (odds ratio 1.100, 95% CI 1.046–1.175, p = 0.001). Patients with increased intracranial pressure measured by ONSD (19% of the overall population) had longer ICU stay. Conclusions: Neurological complications are common in critically ill patients with COVID-19 receiving invasive mechanical ventilation and are associated with prolonged ICU length of stay. Multimodal noninvasive neuromonitoring systems are useful tools for the early detection of variations in cerebrovascular parameters in COVID-19.

Coronavirus disease 2019 , caused by the severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) (1) (2) (3) (4) , is primarily a disease of the respiratory system, leading to a variety of clinical manifestations including dry cough, fever, fatigue, and respiratory failure (4) . However, recent data suggest that COVID-19 is not confined to the airways but is also responsible for a syndrome of multiorgan dysfunction, including possible neurological involvement (5, 6) .

Coronaviruses may pass to the central nervous system by different routes (7, 8) , including hematogenous spread from the systemic to the cerebral circulation and lymphocyte invasion or dissemination from the cribriform plate and olfactory bulb to the brain (9, 10) . These hypothesis seem to be consistent with the loss of smell and taste described as-first atypical, then quite prevalent-presentations of COVID-19 (11). However, the neurologic manifestations of COVID-19 are highly variable and can occur prior to diagnosis or as a complication late in the course of infection (7, 8) .

A recent systematic review of 37 articles revealed that 20% of COVID-19 patients present with headache, 60% with anosmia/ageusia, 25% with myalgia/myositis, 8.8% with encephalopathy, 2.8% with ischemic stroke, and 0.45% with intracerebral hemorrhage (12) . Other neurological symptoms include impaired consciousness, ataxia, seizures, and neuralgia (13) (14) (15) (16) (17) . SARS-CoV-2 has also been reported to trigger autoimmune diseases such as multiple sclerosis, acute disseminated encephalomyelitis, acute encephalitis, acute autoimmune polyneuropathy, and critical illness polyneuropathy (13, 18) as well as cerebrovascular events (19, 20) . However, recent reports suggest that hypoxic-ischemic damage could be the main driver of neurological symptoms in COVID-19 patients (21) .

Abbreviations: CI, confidence interval; COVID-19, coronavirus disease 2019; CPP, cerebral perfusion pressure; dFV, diastolic flow velocity; ESM, electronic supplemental material; FiO 2 , fraction of inspired oxygen; ICP, intracranial pressure; ICU, intensive care unit; IQR, interquartile range; LOS, length of stay; MAP, mean arterial pressure; MCA, middle cerebral artery; MERS, Middle East respiratory syndrome; mFV, mean flow velocity; nICP, noninvasive intracranial pressure; nICP ONSD , noninvasive intracranial pressure measured by optic nerve sheath diameter; nICP TCD , noninvasive intracranial pressure measured by transcranial Doppler; ONSD, optic nerve sheath diameter; OR, odds ratio; PaCO 2 , partial pressure of carbon dioxide; PaO 2 , partial pressure of oxygen; PcPs, pressure control or pressure support; PEEP, positive end-expiratory pressure; PI, pulsatility index; q1, 1st quartile; q3, 3rd quartile; ROC, receiver operating characteristic; RT-PCR, reverse transcriptase-polymerase chain reaction; SARS-CoV-2, severe acute respiratory syndrome coronavirus-2; SARS, severe acute respiratory syndrome; sFV, systolic flow velocity; SMPH, San Martino Policlinico Hospital; TCD, transcranial Doppler.

Noninvasive neuromonitoring systems are widely used in neurointensive care settings for patients with primary cerebral damage; more recently, they are also being employed in critically ill patients in general as useful tools to detect neurological complications (22, 23) . In particular, transcranial Doppler (TCD) ultrasonography, optic nerve sheath diameter (ONSD) measurement, and quantitative automated pupillometry are safe, useful methods that can be applied at the patient's bedside to assess cerebral hemodynamics as well as to monitor cerebral perfusion pressure and intracranial pressure noninvasively (22, 23) . To date, no studies have investigated cerebral hemodynamics in patients with COVID-19.

The primary aim of our study was to describe the type and the frequency of neurological complications in a cohort of critically ill patients with COVID-19 receiving invasive mechanical ventilation in an intensive care unit (ICU) and the effects of these complications on outcome. As a secondary aim, we sought to assess changes in cerebral hemodynamics, their effects on outcome, and their role as potential predictors of neurological complications in a subgroup of patients who underwent noninvasive neuromonitoring (ONSD, TCD, and automated pupillometry).

This is a single-center, retrospective, observational study of prospectively collected data. The study was carried out during the COVID-19 pandemic, from February 28 through June 30, 2020, at the ICU of the San Martino Policlinico Hospital (SMPH) IRCCS for Oncology and Neurosciences, Genoa, Italy. The SMPH is the main hospital serving both the metropolitan area of Genoa (approximate population of 840,000) and the wider Liguria Region (approximate population of 1,543,000). The usual ICU capacity is 52 adult beds, increased to 74 during the peak of the SARS-CoV-2 outbreak in Italy. The study protocol followed good clinical practice principles in compliance with the Declaration of Helsinki, and the Ethics Committee of Liguria, Italy (registry number 163/2020), approved the study and waived the informed consent for participation because of the retrospective nature of the study.

Patients aged ≥18 years, confirmed positive for SARS-CoV-2 infection by reverse transcriptase-polymerase chain reaction (RT-PCR) of nasopharyngeal swab specimens at the moment of ICU admission, and who were critically ill, requiring invasive mechanical ventilation, were eligible for inclusion. Patients who were not neurologically evaluable due to deep sedation for lifethreatening respiratory failure were excluded.

The following data were collected from the patients' electronic records at the time of ICU admission: age in years, gender, body mass index (in kg/m 2 ), sequential organ failure assessment score (24) , and a series of comorbidities, namely, hypertension, diabetes mellitus, respiratory disease (defined as asthma or chronic obstructive pulmonary disease), end-stage renal disease (defined as estimated glomerular filtration rate <15 ml/min/1.73 m 2 ), moderate/severe liver disease (defined as compensated/decompensated liver cirrhosis) (25) , and cancer. The highest C-reactive protein (normal range 0-5 mg/L) and D-dimer (normal range 0-500 mcg/L) as well as the lowest partial pressure of oxygen (PaO 2 ) (normal range 72-104 mmHg) were collected from daily test results throughout each patient's ICU stay. At the time of ICU and hospital discharge, data on ICU length of stay (ICU-LOS) (days), overall hospital LOS (days), duration of mechanical ventilation (days), neurological complications (type and number), and mortality were collected.

The following data were collected from patients who underwent noninvasive neuromonitoring during the day of assessment and throughout their ICU stay: ventilatory parameters [type of ventilation, positive end-expiratory pressure (PEEP) in cmH 2 O, pressure control or pressure support in cmH 2 O, respiratory rate in breaths per minute, tidal volume in mL, and fraction of inspired oxygen (FiO 2 )], arterial blood gas values [PaO 2 in mmHg, partial pressure of carbon dioxide (PaCO 2 ) in mmHg, pH], vital signs [mean arterial pressure (MAP) in mmHg, heart rate in beats per minute], sedation (including type of sedative), analgesia (including analgesic agent), and neuromuscular blockade. The neurological complications and scales used for outcome measures are defined in the Supplementary Tables 1-4.

Ultrasound measurements were performed by two experienced operators (defined as having received more than 5 years of training and performing more than 70 examinations/year) (DB, CR) and three mentored trainees in anesthesia and intensive care (KC, FI, MB). MAP, heart rate, mean cerebral artery (MCA) flow velocities (diastolic, mean, and systolic), and ONSD were recorded during ICU stay, according to the clinical context and need (availability of personal protective equipment and clinical rationale).

A low-frequency (2 MHz) microconvex transducer (Philips SparQ R ) was used to investigate intracranial vessels. The temporal window was preferred for passage of the Doppler signal for MCA assessment. Systolic (sFV), diastolic (dFV), and mean flow velocity (mFV) in the MCA were collected. MAP was also measured. The pulsatility index (PI) was calculated as the mean value between the right and the left MCA flow velocities using the following formula (13):

Noninvasive ICP (nICP TCD ) was calculated according to the formula:

where cerebral perfusion pressure (CPPe) was calculated as follows (26):

Intracranial pressure (ICP) values >20 mmHg were considered indicative of intracranial hypertension (26) .

A linear probe (Philips SparQ R ) was used for ONSD evaluation.

The probe was placed on the closed upper eyelid, and ONSD was evaluated 3 mm behind the retinal papilla. Two measurements were obtained from each optic nerve: the first in the transverse plane and the second in the sagittal plane (27) . Noninvasive intracranial pressure measured by ONSD (nICP ONSD ) was derived from a mathematic formula described elsewhere in the literature (28, 29) . ICP values >20 mmHg were again considered indicative of intracranial hypertension (26) .

Pupillary light reactivity was measured by a handheld quantitative automated pupillometer (Neurolight Algiscan R , ID-MED, Marseille, France) in both eyes. This device measures quantitative variation in pupillary light reactivity by using an infrared camera to record a video footage of the changes in the pupillary surface. Pupillary light reactivity was assessed by a calibrated light stimulation (320 lux for 1 s) with a precision limit of 0.05 mm. Quantitative reactivity was expressed as the percentage of pupillary light response, and baseline pupil size was expressed in millimeters. The pupillary constriction velocity (mm/s) was also reported (30) (31) (32) . Abnormal pupillary reactivity was defined as an abnormal pupillary light reflex as reported by the pupillometer (e.g., a weaker than normal or "sluggish" pupil response) (33).

The results are expressed as mean ± standard deviation, median, 1st quartile (q1), 3rd quartile (q3), interquartile range, count, and percentage frequency. No sample size calculation was performed due to the retrospective design of this study. Shapiro-Wilk test was used to assess the normal distribution of continuous variables. The null hypothesis of the Shapiro-Wilk test is that the population is normally distributed. For a P value less than the conventional alpha level (alpha = 0.05), the null hypothesis is rejected, and the data tested are assumed as not normally distributed. In this case, a 

The characteristics of the 94 patients admitted to our ICU who fulfilled the inclusion criteria-with and without neurological complications-are described in Table 1 . Neurological complications were detected in 47/94 patients (50%). Nine patients presented more than one neurological complication. The most common complications are reported in Table 2 .

The occurrence of neurological complications did not result in increased ICU mortality (p = 0.450) (Figure 1 ) but was associated with longer hospital (36.77 ± 25.14 vs. 19.43 ± 16.86 days, p < 0.001) and ICU (31.51 ± 22.64 vs. 11.51±10.14; p < 0.001) stay compared to the absence of neurological complications ( Table 1) .

On univariate logistic regression, duration of mechanical ventilation and CRP values were associated with the risk of developing neurological complications ( Table 3) .

Multivariate logistic regression demonstrated that the duration of mechanical ventilation was independently associated with the risk of neurological complications (OR: 1.1; 95% CI: 1.046-1.175; p = 0.001) ( Table 3) , with an area under the curve of 0.818, sensitivity of 0.658, and specificity of 0.786 (Figure 2) . Additional results concerning the cumulative survival probability of the overall population after hospital and ICU admission are shown in Supplementary Figures 1-3 . 

A total of 53 patients underwent noninvasive neuromonitoring. The characteristics of this subgroup are described in Supplementary 

High ICP was found in 21 nICP TCD patients (39.62%) and in 10 nICP ONSD patients (18.87%). Among the 29 patients who (Figure 3 ) (Supplementary Table 7) . The outcomes of the Cox regression models for the patients who underwent noninvasive neuromonitoring are reported in Supplementary Table 8 and Supplementary Figures 4, 5 . The significant variables associated with neurological complications assessed by univariate logistic regression and the output of the subsequent multivariate model, for the patients (n = 53) who underwent noninvasive neuromonitoring, are reported in Table 4 . A brief case report describing the serial measurements and the course of the disease is presented in Supplementary Case 1.

The main findings of our study are as follows: (1) neurological complications are common in COVID-19 patients and have no effect on mortality but can be associated with increased hospital and ICU length of stay, (2) the duration of mechanical ventilation is independently associated with the development of neurological complications, and (3) increased ICP (estimated by ONSD) and pupillary abnormalities are common and associated with longer ICU length of stay. To our knowledge, this is the first study describing cerebrovascular dynamics in mechanically ventilated COVID-19 patients, which could potentially help to elucidate the underlying pathophysiology of the neurological complications in this patient population. Moreover, to date, no studies have taken into account the possible secondary effects of mechanical ventilation and inflammation on neurological outcome.

There are several theories concerning the central and the peripheral neurological changes following a SARS-CoV-2 infection: viral neurotropism, including trans-synaptic spread, endothelial or lymphocyte invasion by SARS-CoV-2, a hyperinflammatory and hypercoagulative state, or even mechanical ventilation-associated impairment (35) . In our cohort, neurological complications were detected in half of the patients admitted to our ICU with confirmed COVID-19 pneumonia who fulfilled the inclusion criteria. The most frequent complication was delirium (36.70%), followed by coma, critical illness neuropathy, ischemic stroke, stupor, encephalopathy, seizures, cognitive deficit, and depression. The frequency of delirium is in line with current COVID-19 literature, in which it has ranged from 26.80 to 73.60% (34, 36) . Delirium was identified both in the acute and in the post-ICU phases during the severe acute respiratory syndrome (SARS) and Middle-East respiratory syndrome (MERS) epidemics, with a possible detrimental effect on length of stay (37) . Sedatives, analgesics, pain, psychological stressors, hypoxia, metabolic and electrolyte imbalances, infection, hyperthermia, sepsis, mechanical ventilation, light, and the use of physical restraints are well-known contributors to delirium occurrence in the ICU (38, 39) . Delirium is known to be associated with longer ICU stay and mechanical ventilation days as well as an increased risk of death at 6 months, disability, and long-term cognitive dysfunction (39, 40) . Our results are in line with these findings; patients who developed neurological complications (mainly delirium) did not show increased ICU mortality, but they did have prolonged hospital and ICU stays, often exceeding 2 weeks, with a major impact on health expenditures and resource utilization-especially in the resource-limited setting of a pandemic.

Mechanical ventilation days and inflammation (assessed by C-reactive protein) were associated with the occurrence of neurological complications at the univariate analysis. This suggests that the magnitude of the inflammatory response and the severity of respiratory impairment may strongly affect the occurrence of neurological complications in COVID-19 (35) .

Several cerebral hemodynamic changes occurred in the subpopulation undergoing neuromonitoring. First, patients with COVID-19 presented higher median ONSD values compared to the normal population [5.65 mm (4.80-6.60) vs. 4.10 mm (3.85-4.35) (41)]. As described in the literature, the threshold of increased nICP ONSD is 5-6 mm (27) ; this suggests that increased ICP is a common finding in COVID-19 patients. In fact, increased ICP measured with both ONSD and TCD was very common, and a large portion of patients (38.71%) exhibited altered pupillary reactivity.

Several factors can potentially cause increased intracranial pressure in patients with respiratory failure and pneumonia, including increased PaCO 2 , which can cause cerebral (42, 43) , or the use of high PEEP and consequently increased intrathoracic pressure (44) . Indeed we found that PEEP was higher in those who showed higher nICP, whether assessed by ONSD or TCD (as we reported in the Supplementary Material).

Although the difference was not statistically significant, it suggests that mechanical ventilation can interfere widely with cerebral hemodynamics. Although common, the occurrence of increased ICP had no effect on cumulative probability of survival; it did prolong ICU-LOS when measured by ONSD, but not by TCD. This confirms that, in COVID-19 patients, noninvasive ICP monitoring may be essential for the early detection of patients who are at risk of longer ICU-LOS with subsequent complications and difficult recovery. The incongruity between the results of the two noninvasive methods might be explained by differences in pathophysiological sensitivity and specificity for ICP assessment between the two (26); both techniques can present important methodological limitations (intra-interobserver variability, artifacts, and low accuracy in estimating ICP as a number) (28) . We therefore recommend a multimodal monitoring approach for the noninvasive measurement of intracranial pressure to predict neurological complications (28) . Although we found no correlation between altered neuromonitoring findings and the occurrence of neurological complications, we strongly recommend the use of these methods in critically ill patients with COVID-19 and, in general, in ICU patients undergoing mechanical ventilation for the early detection of neurological complications. Noninvasive neuromonitoring tools are safe, quick, low-cost, and easily available and can provide relevant data at the patients' bedside.

This study has several limitations which must be addressed. First, this was a retrospective study of prospectively collected data. Data were collected within the clinical context of the COVID-19 pandemic (limited availability of personal protective equipment, clinical reasons, and so on). Thus, neuromonitoring data are neither complete nor available for all patients. Second, TCD, ONSD, and automated pupillometer measurements were intermittent and were obtained at different stages of the patients' ICU stays. Continuous, daily, standardized monitoring would have provided more accurate data on the behavior of cerebrovascular hemodynamics in this population. Because of the critical demands of the pandemic, we were unable to obtain multiple neuromonitoring measurements to reduce intra-and inter-observer variability among the operators. However, our team consists of a group of specialized physicians with ample experience in the use of noninvasive monitoring. Third, we did not use other methods-such as neuroimaging or lumbar puncture-to confirm the findings of intracranial hypertension. Fourth, the relatively small sample size of our study, which depended on the number of COVID-19 patients admitted to our ICU and was thus beyond our control, limits the strength of our conclusions and results. Fourth, since this is not an interventional study, the sedation and analgesia protocols were not standardized but rather were based on the clinical needs of the patients, which may have had an impact on FV, ONSD, and automated pupillometer-derived values. Fifth, in this study population, ICP was only moderately elevated due to factors not related to intracranial pathologies, which might explain why the neurological complications did not lead to lifethreatening complications.

Neurological complications, particularly delirium, are common in COVID-19 patients and are associated with longer hospital and ICU stay. The duration of mechanical ventilation is strongly associated with the development of neurological complications. Noninvasive neuromonitoring during ICU stay may be helpful to detect cerebrovascular alterations earlier. Further studies, including a larger number of patients, may provide new insights on the role of noninvasive neuromonitoring in non-COVID-19 patients admitted to ICU for different pathologies.

The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.

The studies involving human participants were reviewed and approved by the Ethics Committee of Liguria, Italy (registry number 163/2020). Written informed consent for participation was not required for this study in accordance with the national legislation and the institutional requirements.

DB and CR conceived the study, designed the study, acquired data, interpreted the data, and drafted the manuscript. GS analyzed and interpreted the data, critically revised the manuscript, and gave final approval. KC, FI, and MBL contributed to the acquisition of data, critical revision of the manuscript, and final approval. FT, LB, DG, AV, MBT, PR, NP, and IB contributed to the critical revision of the manuscript and final approval. PP helped with the study design, interpretation of the data, critical revision of the manuscript, and final approval. All authors contributed to the article and approved the submitted version.

We would like the names of the individual members of the * GECOVID-19 collaborators to be searchable through their individual PubMed records. This manuscript has been released as a pre-print at https://www.researchsquare.com/article/rs-57910/v1, licensed under a Creative Commons Attribution 4.0 International License.

A novel coronavirus from patients with pneumonia in China

Emerging coronaviruses: genome structure, replication, and pathogenesis

Detection of 2019 novel coronavirus (2019-nCoV) by real-time RT-PCR

Neurologic manifestations of hospitalized patients with Coronavirus Disease

Status of SARS-CoV-2 in cerebrospinal fluid of patients with COVID-19 and stroke

Multiple organ dysfunction in SARS-CoV-2: MODS-CoV-2

Neuropathogenesis and neurologic manifestations of the coronaviruses in the age of coronavirus disease 2019: a review

Endothelial cell infection and endotheliitis in COVID-19

Acute-onset smell and taste disorders in the context of Covid-19: a pilot multicenter PCR-based case-control study

Tissue distribution of ACE2 protein, the functional receptor for SARS coronavirus. A first step in understanding SARS pathogenesis

Neurological manifestations of COVID-19: a systematic review

Neurological manifestations of COVID-19 and other coronavirus infections: a systematic review

Clinical features of patients infected with 2019 novel coronavirus in Wuhan

Clinical characteristics of 138 hospitalized patients with 2019 novel coronavirus-infected pneumonia in Wuhan

Epidemiological and clinical characteristics of 99 cases of 2019 novel coronavirus pneumonia in Wuhan, China: a descriptive study

Clinical findings in a group of patients infected with the 2019 novel coronavirus (SARS-Cov-2) outside of Wuhan, China: Retrospective case series

COVID-19 presenting as stroke

COVID-19-related stroke

Ischaemic stroke and SARS-CoV-2 infection: a causal or incidental association? Neurología

Neuropathological features of Covid-19

Brain ultrasonography: methodology, basic and advanced principles and clinical applications. A narrative review

Optic nerve sheath diameter ultrasonography at admission as a predictor of intracranial hypertension in traumatic brain injured patients: a prospective observational study

The sequential organ failure assessment score for predicting outcome in patients with severe sepsis and evidence of hypoperfusion at the time of emergency department presentation

Bloodstream infections in critically ill patients with COVID-19

The accuracy of transcranial Doppler in excluding intracranial hypertension following acute brain injury: a multicenter prospective pilot study

Optic nerve sheath diameter measured sonographically as non-invasive estimator of intracranial pressure: a systematic review and meta-analysis

Ultrasound non-invasive measurement of intracranial pressure in neurointensive care: a prospective observational study

Non-invasive assessment of intracranial pressure

Comparison of 2 automated pupillometry devices in critically Ill patients

Automated pupillometer for monitoring the critically ill patient: a critical appraisal

Early prediction of coma recovery after cardiac arrest with blinded pupillometry

Pupillary reactivity as an early indicator of increased intracranial pressure: the introduction of the neurological pupil index

Delirium incidence, duration and severity in critically Ill patients with COVID-19. medRxiv

Neurological manifestations of severe SARS-CoV-2 infection: potential mechanisms and implications of individualized mechanical ventilation settings

Clinical characteristics and outcomes of inpatients with neurologic disease and COVID-19 in Brescia

Psychiatric and neuropsychiatric presentations associated with severe coronavirus infections: a systematic review and meta-analysis with comparison to the COVID-19 pandemic

Prevention and management of delirium in critically ill adult patients in the intensive care unit: a review based on the 2018 PADIS guidelines

Outcome of delirium in critically ill patients: systematic review and meta-analysis

Delirium as a predictor of mortality in mechanically ventilated patients in the intensive care unit

Ultrasonographic measurement of the optic nerve sheath diameter and its association with eyeball transverse diameter in 585 healthy volunteers. Sci Rep

Association between blood pressure and outcomes in patients after cardiac arrest: a systematic review

the International Multidisciplinary Consensus Conference on multimodality monitoring. monitoring of cerebral autoregulation

Effects of prone position and positive end-expiratory pressure on noninvasive estimators of ICP

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fneur. 2020.602114/full#supplementary-material Conflict of Interest: The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.Copyright © 2020 Battaglini, Santori, Chandraptham, Iannuzzi, Bastianello, Tarantino, Ball, Giacobbe, Vena, Bassetti, Inglese, Uccelli, Rocco, Patroniti, Brunetti, Pelosi and Robba. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.