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Resting-State NIRS–EEG in Unresponsive Patients with Acute Brain Injury: A Proof-of-Concept Study
- Source :
- Neurocritical Care. 34:31-44
- Publication Year :
- 2020
- Publisher :
- Springer Science and Business Media LLC, 2020.
-
Abstract
- Neurovascular-based imaging techniques such as functional MRI (fMRI) may reveal signs of consciousness in clinically unresponsive patients but are often subject to logistical challenges in the intensive care unit (ICU). Near-infrared spectroscopy (NIRS) is another neurovascular imaging technique but low cost, can be performed serially at the bedside, and may be combined with electroencephalography (EEG), which are important advantages compared to fMRI. Combined NIRS–EEG, however, has never been evaluated for the assessment of neurovascular coupling and consciousness in acute brain injury. We explored resting-state oscillations in eight-channel NIRS oxyhemoglobin and eight-channel EEG band-power signals to assess neurovascular coupling, the prerequisite for neurovascular-based imaging detection of consciousness, in patients with acute brain injury in the ICU (n = 9). Conscious neurological patients from step-down units and wards served as controls (n = 14). Unsupervised adaptive mixture-independent component analysis (AMICA) was used to correlate NIRS–EEG data with levels of consciousness and clinical outcome. Neurovascular coupling between NIRS oxyhemoglobin (0.07–0.13 Hz) and EEG band-power (1–12 Hz) signals at frontal areas was sensitive and prognostic to changing consciousness levels. AMICA revealed a mixture of five models from EEG data, with the relative probabilities of these models reflecting levels of consciousness over multiple days, although the accuracy was less than 85%. However, when combined with two channels of bilateral frontal neurovascular coupling, weighted k-nearest neighbor classification of AMICA probabilities distinguished unresponsive patients from conscious controls with > 90% accuracy (positive predictive value 93%, false discovery rate 7%) and, additionally, identified patients who subsequently failed to recover consciousness with > 99% accuracy. We suggest that NIRS–EEG for monitoring of acute brain injury in the ICU is worthy of further exploration. Normalization of neurovascular coupling may herald recovery of consciousness after acute brain injury.
- Subjects :
- Coma
medicine.medical_specialty
Neurology
Resting state fMRI
medicine.diagnostic_test
business.industry
Traumatic brain injury
030208 emergency & critical care medicine
Electroencephalography
Critical Care and Intensive Care Medicine
Neurovascular bundle
medicine.disease
03 medical and health sciences
0302 clinical medicine
Level of consciousness
Internal medicine
medicine
Cardiology
Neurology (clinical)
Neurosurgery
medicine.symptom
business
030217 neurology & neurosurgery
Subjects
Details
- ISSN :
- 15560961 and 15416933
- Volume :
- 34
- Database :
- OpenAIRE
- Journal :
- Neurocritical Care
- Accession number :
- edsair.doi...........f160c2e767706d14dc290367aa8a2e0f
- Full Text :
- https://doi.org/10.1007/s12028-020-00971-x