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Vibrational Spectroscopy for the Triage of Traumatic Brain Injury Computed Tomography Priority and Hospital Admissions

Computed tomography (CT) brain imaging is routinely used to support clinical decision-making in patients with traumatic brain injury (TBI). Only 7% of scans, however, demonstrate evidence of TBI. The other 93% of scans contribute a significant cost to the healthcare system and a radiation risk to pa...

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Autores principales: Theakstone, Ashton G., Brennan, Paul M., Ashton, Katherine, Czeiter, Endre, Jenkinson, Michael D., Syed, Khaja, Reed, Matthew J., Baker, Matthew J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Mary Ann Liebert, Inc., publishers 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9225408/
https://www.ncbi.nlm.nih.gov/pubmed/35236121
http://dx.doi.org/10.1089/neu.2021.0410
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author Theakstone, Ashton G.
Brennan, Paul M.
Ashton, Katherine
Czeiter, Endre
Jenkinson, Michael D.
Syed, Khaja
Reed, Matthew J.
Baker, Matthew J.
author_facet Theakstone, Ashton G.
Brennan, Paul M.
Ashton, Katherine
Czeiter, Endre
Jenkinson, Michael D.
Syed, Khaja
Reed, Matthew J.
Baker, Matthew J.
author_sort Theakstone, Ashton G.
collection PubMed
description Computed tomography (CT) brain imaging is routinely used to support clinical decision-making in patients with traumatic brain injury (TBI). Only 7% of scans, however, demonstrate evidence of TBI. The other 93% of scans contribute a significant cost to the healthcare system and a radiation risk to patients. There may be better strategies to identify which patients, particularly those with mild TBI, are at risk of deterioration and require hospital admission. We introduce a blood serum liquid biopsy that utilizes attenuated total reflectance (ATR)-Fourier transform infrared (FTIR) spectroscopy with machine learning algorithms as a decision-making tool to identify which patients with mild TBI will most likely present with a positive CT scan. Serum samples were obtained from patients (n = 298) patients who had acquired a TBI and were enrolled in CENTER-TBI and from asymptomatic control patients (n = 87). Injury patients (all severities) were stratified against non-injury controls. The cohort with mild TBI was further examined by stratifying those who had at least one CT abnormality against those who had no CT abnormalities. The test performed exceptionally well in classifications of patients with mild injury versus non-injury controls (sensitivity = 96.4% and specificity = 98.0%) and also provided a sensitivity of 80.2% when stratifying mild patients with at least one CT abnormality against those without. The results provided illustrate the test ability to identify four of every five CT abnormalities and show great promise to be introduced as a triage tool for CT priority in patients with mild TBI.
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spelling pubmed-92254082022-06-24 Vibrational Spectroscopy for the Triage of Traumatic Brain Injury Computed Tomography Priority and Hospital Admissions Theakstone, Ashton G. Brennan, Paul M. Ashton, Katherine Czeiter, Endre Jenkinson, Michael D. Syed, Khaja Reed, Matthew J. Baker, Matthew J. J Neurotrauma Original Articles Computed tomography (CT) brain imaging is routinely used to support clinical decision-making in patients with traumatic brain injury (TBI). Only 7% of scans, however, demonstrate evidence of TBI. The other 93% of scans contribute a significant cost to the healthcare system and a radiation risk to patients. There may be better strategies to identify which patients, particularly those with mild TBI, are at risk of deterioration and require hospital admission. We introduce a blood serum liquid biopsy that utilizes attenuated total reflectance (ATR)-Fourier transform infrared (FTIR) spectroscopy with machine learning algorithms as a decision-making tool to identify which patients with mild TBI will most likely present with a positive CT scan. Serum samples were obtained from patients (n = 298) patients who had acquired a TBI and were enrolled in CENTER-TBI and from asymptomatic control patients (n = 87). Injury patients (all severities) were stratified against non-injury controls. The cohort with mild TBI was further examined by stratifying those who had at least one CT abnormality against those who had no CT abnormalities. The test performed exceptionally well in classifications of patients with mild injury versus non-injury controls (sensitivity = 96.4% and specificity = 98.0%) and also provided a sensitivity of 80.2% when stratifying mild patients with at least one CT abnormality against those without. The results provided illustrate the test ability to identify four of every five CT abnormalities and show great promise to be introduced as a triage tool for CT priority in patients with mild TBI. Mary Ann Liebert, Inc., publishers 2022-06-01 2022-06-03 /pmc/articles/PMC9225408/ /pubmed/35236121 http://dx.doi.org/10.1089/neu.2021.0410 Text en © Ashton G. Theakstone et al., 2022; Published by Mary Ann Liebert, Inc. https://creativecommons.org/licenses/by/4.0/This Open Access article is distributed under the terms of the Creative Commons License (CC-BY) (http://creativecommons.org/licenses/by/4.0 (https://creativecommons.org/licenses/by/4.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited.
spellingShingle Original Articles
Theakstone, Ashton G.
Brennan, Paul M.
Ashton, Katherine
Czeiter, Endre
Jenkinson, Michael D.
Syed, Khaja
Reed, Matthew J.
Baker, Matthew J.
Vibrational Spectroscopy for the Triage of Traumatic Brain Injury Computed Tomography Priority and Hospital Admissions
title Vibrational Spectroscopy for the Triage of Traumatic Brain Injury Computed Tomography Priority and Hospital Admissions
title_full Vibrational Spectroscopy for the Triage of Traumatic Brain Injury Computed Tomography Priority and Hospital Admissions
title_fullStr Vibrational Spectroscopy for the Triage of Traumatic Brain Injury Computed Tomography Priority and Hospital Admissions
title_full_unstemmed Vibrational Spectroscopy for the Triage of Traumatic Brain Injury Computed Tomography Priority and Hospital Admissions
title_short Vibrational Spectroscopy for the Triage of Traumatic Brain Injury Computed Tomography Priority and Hospital Admissions
title_sort vibrational spectroscopy for the triage of traumatic brain injury computed tomography priority and hospital admissions
topic Original Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9225408/
https://www.ncbi.nlm.nih.gov/pubmed/35236121
http://dx.doi.org/10.1089/neu.2021.0410
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