Literature DB >> 35080751

Big data and predictive analytics in neurocritical care.

Ayham Alkhachroum1, Julie Kromm2,3,4, Michael A De Georgia5.   

Abstract

PURPOSE OF REVIEW: To describe predictive data and workflow in the intensive care unit when managing neurologically ill patients. RECENT
FINDINGS: In the era of Big Data in medicine, intensive critical care units are data-rich environments. Neurocritical care adds another layer of data with advanced multimodal monitoring to prevent secondary brain injury from ischemia, tissue hypoxia, and a cascade of ongoing metabolic events. A step closer toward personalized medicine is the application of multimodal monitoring of cerebral hemodynamics, bran oxygenation, brain metabolism, and electrophysiologic indices, all of which have complex and dynamic interactions. These data are acquired and visualized using different tools and monitors facing multiple challenges toward the goal of the optimal decision support system. In this review, we highlight some of the predictive data used to diagnose, treat, and prognosticate the neurologically ill patients. We describe information management in neurocritical care units including data acquisition, wrangling, analysis, and visualization.
© 2022. The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature.

Entities:  

Keywords:  Monitoring; Neurocritical care; Precision medicine; Predictive data

Mesh:

Year:  2022        PMID: 35080751     DOI: 10.1007/s11910-022-01167-w

Source DB:  PubMed          Journal:  Curr Neurol Neurosci Rep        ISSN: 1528-4042            Impact factor:   5.081


  98 in total

1.  Determination of threshold levels of cerebral perfusion pressure and intracranial pressure in severe head injury by using receiver-operating characteristic curves: an observational study in 291 patients.

Authors:  I R Chambers; L Treadwell; A D Mendelow
Journal:  J Neurosurg       Date:  2001-03       Impact factor: 5.115

2.  How many variables can humans process?

Authors:  Graeme S Halford; Rosemary Baker; Julie E McCredden; John D Bain
Journal:  Psychol Sci       Date:  2005-01

3.  The cause and incidence of secondary insults in severely head-injured adults and children.

Authors:  I R Chambers; L Treadwell; A D Mendelow
Journal:  Br J Neurosurg       Date:  2000-10       Impact factor: 1.596

4.  Forecasting ICP elevation based on prescient changes of intracranial pressure waveform morphology.

Authors:  Xiao Hu; Peng Xu; Shadnaz Asgari; Paul Vespa; Marvin Bergsneider
Journal:  IEEE Trans Biomed Eng       Date:  2010-05       Impact factor: 4.538

5.  Intracranial hypertension in head injury: management and results.

Authors:  N Stocchetti; S Rossi; F Buzzi; C Mattioli; A Paparella; A Colombo
Journal:  Intensive Care Med       Date:  1999-04       Impact factor: 17.440

6.  Invasive and noninvasive means of measuring intracranial pressure: a review.

Authors:  Xuan Zhang; Joshua E Medow; Bermans J Iskandar; Fa Wang; Mehdi Shokoueinejad; Joyce Koueik; John G Webster
Journal:  Physiol Meas       Date:  2017-07-24       Impact factor: 2.833

7.  Interpretation of approximate entropy: analysis of intracranial pressure approximate entropy during acute intracranial hypertension.

Authors:  Roberto Hornero; Mateo Aboy; Daniel Abásolo; James McNames; Brahm Goldstein
Journal:  IEEE Trans Biomed Eng       Date:  2005-10       Impact factor: 4.538

8.  Detrended fluctuation analysis of intracranial pressure predicts outcome following traumatic brain injury.

Authors:  Robert L Burr; Catherine J Kirkness; Pamela H Mitchell
Journal:  IEEE Trans Biomed Eng       Date:  2008-11       Impact factor: 4.538

9.  Ventriculostomy for control of raised ICP in acute traumatic brain injury.

Authors:  I Timofeev; C Dahyot-Fizelier; N Keong; J Nortje; P G Al-Rawi; M Czosnyka; D K Menon; P J Kirkpatrick; A K Gupta; P J Hutchinson
Journal:  Acta Neurochir Suppl       Date:  2008

10.  Intracranial pressure variability and long-term outcome following traumatic brain injury.

Authors:  Catherine J Kirkness; Robert L Burr; Pamela H Mitchell
Journal:  Acta Neurochir Suppl       Date:  2008
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