Literature DB >> 32308891

Lagged Correlations among Physiological Variables as Indicators of Consciousness in Stroke Patients.

Tahsin T Yavuz1, Jan Claassen2, Samantha Kleinberg1.   

Abstract

Consciousness is a highly significant indicator of an ICU patient's condition but there is still no method to automatically measure it. Instead, time consuming and subjective assessments are used. However, many brain and physiologic variables are measured continuously in neurological ICU, and could be used as indicators for consciousness. Since many biological variables are highly correlated to maintain homeostasis, we examine whether changes in time lags between correlated variables may relate to changes in consciousness. We introduce new methods to identify changes in the time lag of correlations, which better handle noisy multimodal physiological data and fluctuating lags. On neurological ICU data from subarachnoid hemorrhage patients, we find that correlations among variables related to brain physiology or respiration have significantly longer lags inpatients with decreased levels of consciousness than in patients with higher levels of consciousness. This suggests that physiological data could potentially be used to automatically assess consciousness. ©2019 AMIA - All rights reserved.

Entities:  

Year:  2020        PMID: 32308891      PMCID: PMC7153151     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  23 in total

1.  Using demographic and time series physiological features to classify sepsis in the intensive care unit.

Authors:  Kristin Gunnarsdottir; Vijay Sadashivaiah; Matthew Kerr; Sabato Santaniello; Sridevi V Sarma
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2016-08

2.  Predicting short-term ICU outcomes using a sequential contrast motif based classification framework.

Authors:  Shameek Ghosh
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2016-08

3.  Combining Fourier and lagged k-nearest neighbor imputation for biomedical time series data.

Authors:  Shah Atiqur Rahman; Yuxiao Huang; Jan Claassen; Nathaniel Heintzman; Samantha Kleinberg
Journal:  J Biomed Inform       Date:  2015-10-21       Impact factor: 6.317

4.  A fast normalized cross-correlation calculation method for motion estimation.

Authors:  Jianwen Luo; Elisa Konofagou
Journal:  IEEE Trans Ultrason Ferroelectr Freq Control       Date:  2010-06       Impact factor: 2.725

5.  Assessment of coma and impaired consciousness. A practical scale.

Authors:  G Teasdale; B Jennett
Journal:  Lancet       Date:  1974-07-13       Impact factor: 79.321

Review 6.  Dynamic functional connectivity and brain metastability during altered states of consciousness.

Authors:  Federico Cavanna; Martina G Vilas; Matías Palmucci; Enzo Tagliazucchi
Journal:  Neuroimage       Date:  2017-10-03       Impact factor: 6.556

7.  Cross-correlation of instantaneous amplitudes of field potential oscillations: a straightforward method to estimate the directionality and lag between brain areas.

Authors:  Avishek Adhikari; Torfi Sigurdsson; Mihir A Topiwala; Joshua A Gordon
Journal:  J Neurosci Methods       Date:  2010-06-30       Impact factor: 2.390

8.  Sleep in patients with disorders of consciousness characterized by means of machine learning.

Authors:  Tomasz Wielek; Julia Lechinger; Malgorzata Wislowska; Christine Blume; Peter Ott; Stefan Wegenkittl; Renata Del Giudice; Dominik P J Heib; Helmut A Mayer; Steven Laureys; Gerald Pichler; Manuel Schabus
Journal:  PLoS One       Date:  2018-01-02       Impact factor: 3.240

9.  To what extent are GCS and AVPU equivalent to each other when assessing the level of consciousness of children with head injury? A cross-sectional study of UK hospital admissions.

Authors:  Amy Gl Nuttall; Katie M Paton; Alison M Kemp
Journal:  BMJ Open       Date:  2018-11-28       Impact factor: 2.692

Review 10.  Shining a Light on Awareness: A Review of Functional Near-Infrared Spectroscopy for Prolonged Disorders of Consciousness.

Authors:  Mohammed Rupawala; Hamid Dehghani; Samuel J E Lucas; Peter Tino; Damian Cruse
Journal:  Front Neurol       Date:  2018-05-22       Impact factor: 4.003

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  1 in total

1.  Classification of Level of Consciousness in a Neurological ICU Using Physiological Data.

Authors:  Louis A Gomez; Qi Shen; Kevin Doyle; Athina Vrosgou; Angela Velazquez; Murad Megjhani; Shivani Ghoshal; David Roh; Sachin Agarwal; Soojin Park; Jan Claassen; Samantha Kleinberg
Journal:  Neurocrit Care       Date:  2022-09-15       Impact factor: 3.532

  1 in total

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