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Screening for PTSD and TBI in Veterans using Routine Clinical Laboratory Blood Tests
Post-traumatic stress disorder (PTSD) is a mental disorder diagnosed by clinical interviews, self-report measures and neuropsychological testing. Traumatic brain injury (TBI) can have neuropsychiatric symptoms similar to PTSD. Diagnosing PTSD and TBI is challenging and more so for providers lacking...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9944218/ https://www.ncbi.nlm.nih.gov/pubmed/36810280 http://dx.doi.org/10.1038/s41398-022-02298-x |
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author | Xu, Mu Lin, Ziqiang Siegel, Carole E. Laska, Eugene M. Abu-Amara, Duna Genfi, Afia Newman, Jennifer Jeffers, Michelle K. Blessing, Esther M. Flanagan, Steven R. Fossati, Silvia Etkin, Amit Marmar, Charles R. |
author_facet | Xu, Mu Lin, Ziqiang Siegel, Carole E. Laska, Eugene M. Abu-Amara, Duna Genfi, Afia Newman, Jennifer Jeffers, Michelle K. Blessing, Esther M. Flanagan, Steven R. Fossati, Silvia Etkin, Amit Marmar, Charles R. |
author_sort | Xu, Mu |
collection | PubMed |
description | Post-traumatic stress disorder (PTSD) is a mental disorder diagnosed by clinical interviews, self-report measures and neuropsychological testing. Traumatic brain injury (TBI) can have neuropsychiatric symptoms similar to PTSD. Diagnosing PTSD and TBI is challenging and more so for providers lacking specialized training facing time pressures in primary care and other general medical settings. Diagnosis relies heavily on patient self-report and patients frequently under-report or over-report their symptoms due to stigma or seeking compensation. We aimed to create objective diagnostic screening tests utilizing Clinical Laboratory Improvement Amendments (CLIA) blood tests available in most clinical settings. CLIA blood test results were ascertained in 475 male veterans with and without PTSD and TBI following warzone exposure in Iraq or Afghanistan. Using random forest (RF) methods, four classification models were derived to predict PTSD and TBI status. CLIA features were selected utilizing a stepwise forward variable selection RF procedure. The AUC, accuracy, sensitivity, and specificity were 0.730, 0.706, 0.659, and 0.715, respectively for differentiating PTSD and healthy controls (HC), 0.704, 0.677, 0.671, and 0.681 for TBI vs. HC, 0.739, 0.742, 0.635, and 0.766 for PTSD comorbid with TBI vs HC, and 0.726, 0.723, 0.636, and 0.747 for PTSD vs. TBI. Comorbid alcohol abuse, major depressive disorder, and BMI are not confounders in these RF models. Markers of glucose metabolism and inflammation are among the most significant CLIA features in our models. Routine CLIA blood tests have the potential for discriminating PTSD and TBI cases from healthy controls and from each other. These findings hold promise for the development of accessible and low-cost biomarker tests as screening measures for PTSD and TBI in primary care and specialty settings. |
format | Online Article Text |
id | pubmed-9944218 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-99442182023-02-23 Screening for PTSD and TBI in Veterans using Routine Clinical Laboratory Blood Tests Xu, Mu Lin, Ziqiang Siegel, Carole E. Laska, Eugene M. Abu-Amara, Duna Genfi, Afia Newman, Jennifer Jeffers, Michelle K. Blessing, Esther M. Flanagan, Steven R. Fossati, Silvia Etkin, Amit Marmar, Charles R. Transl Psychiatry Article Post-traumatic stress disorder (PTSD) is a mental disorder diagnosed by clinical interviews, self-report measures and neuropsychological testing. Traumatic brain injury (TBI) can have neuropsychiatric symptoms similar to PTSD. Diagnosing PTSD and TBI is challenging and more so for providers lacking specialized training facing time pressures in primary care and other general medical settings. Diagnosis relies heavily on patient self-report and patients frequently under-report or over-report their symptoms due to stigma or seeking compensation. We aimed to create objective diagnostic screening tests utilizing Clinical Laboratory Improvement Amendments (CLIA) blood tests available in most clinical settings. CLIA blood test results were ascertained in 475 male veterans with and without PTSD and TBI following warzone exposure in Iraq or Afghanistan. Using random forest (RF) methods, four classification models were derived to predict PTSD and TBI status. CLIA features were selected utilizing a stepwise forward variable selection RF procedure. The AUC, accuracy, sensitivity, and specificity were 0.730, 0.706, 0.659, and 0.715, respectively for differentiating PTSD and healthy controls (HC), 0.704, 0.677, 0.671, and 0.681 for TBI vs. HC, 0.739, 0.742, 0.635, and 0.766 for PTSD comorbid with TBI vs HC, and 0.726, 0.723, 0.636, and 0.747 for PTSD vs. TBI. Comorbid alcohol abuse, major depressive disorder, and BMI are not confounders in these RF models. Markers of glucose metabolism and inflammation are among the most significant CLIA features in our models. Routine CLIA blood tests have the potential for discriminating PTSD and TBI cases from healthy controls and from each other. These findings hold promise for the development of accessible and low-cost biomarker tests as screening measures for PTSD and TBI in primary care and specialty settings. Nature Publishing Group UK 2023-02-21 /pmc/articles/PMC9944218/ /pubmed/36810280 http://dx.doi.org/10.1038/s41398-022-02298-x Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Xu, Mu Lin, Ziqiang Siegel, Carole E. Laska, Eugene M. Abu-Amara, Duna Genfi, Afia Newman, Jennifer Jeffers, Michelle K. Blessing, Esther M. Flanagan, Steven R. Fossati, Silvia Etkin, Amit Marmar, Charles R. Screening for PTSD and TBI in Veterans using Routine Clinical Laboratory Blood Tests |
title | Screening for PTSD and TBI in Veterans using Routine Clinical Laboratory Blood Tests |
title_full | Screening for PTSD and TBI in Veterans using Routine Clinical Laboratory Blood Tests |
title_fullStr | Screening for PTSD and TBI in Veterans using Routine Clinical Laboratory Blood Tests |
title_full_unstemmed | Screening for PTSD and TBI in Veterans using Routine Clinical Laboratory Blood Tests |
title_short | Screening for PTSD and TBI in Veterans using Routine Clinical Laboratory Blood Tests |
title_sort | screening for ptsd and tbi in veterans using routine clinical laboratory blood tests |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9944218/ https://www.ncbi.nlm.nih.gov/pubmed/36810280 http://dx.doi.org/10.1038/s41398-022-02298-x |
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