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DNA methylation under the major depression pathway predicts pediatric quality of life four-month post-pediatric mild traumatic brain injury
BACKGROUND: Major depression has been recognized as the most commonly diagnosed psychiatric complication of mild traumatic brain injury (mTBI). Moreover, major depression is associated with poor outcomes following mTBI; however, the underlying biological mechanisms of this are largely unknown. Recen...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8274037/ https://www.ncbi.nlm.nih.gov/pubmed/34247653 http://dx.doi.org/10.1186/s13148-021-01128-z |
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author | Duan, Kuaikuai Mayer, Andrew R. Shaff, Nicholas A. Chen, Jiayu Lin, Dongdong Calhoun, Vince D. Jensen, Dawn M. Liu, Jingyu |
author_facet | Duan, Kuaikuai Mayer, Andrew R. Shaff, Nicholas A. Chen, Jiayu Lin, Dongdong Calhoun, Vince D. Jensen, Dawn M. Liu, Jingyu |
author_sort | Duan, Kuaikuai |
collection | PubMed |
description | BACKGROUND: Major depression has been recognized as the most commonly diagnosed psychiatric complication of mild traumatic brain injury (mTBI). Moreover, major depression is associated with poor outcomes following mTBI; however, the underlying biological mechanisms of this are largely unknown. Recently, genomic and epigenetic factors have been increasingly implicated in the recovery following TBI. RESULTS: This study leveraged DNA methylation within the major depression pathway, along with demographic and behavior measures (features used in the clinical model) to predict post-concussive symptom burden and quality of life four-month post-injury in a cohort of 110 pediatric mTBI patients and 87 age-matched healthy controls. The results demonstrated that including DNA methylation markers in the major depression pathway improved the prediction accuracy for quality of life but not persistent post-concussive symptom burden. Specifically, the prediction accuracy (i.e., the correlation between the predicted value and observed value) of quality of life was improved from 0.59 (p = 1.20 × 10(–3)) (clinical model) to 0.71 (p = 3.89 × 10(–5)); the identified cytosine-phosphate-guanine sites were mainly in the open sea regions and the mapped genes were related to TBI in several molecular studies. Moreover, depression symptoms were a strong predictor (with large weights) for both post-concussive symptom burden and pediatric quality of life. CONCLUSION: This study emphasized that both molecular and behavioral manifestations of depression symptoms played a prominent role in predicting the recovery process following pediatric mTBI, suggesting the urgent need to further study TBI-caused depression symptoms for better recovery outcome. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-021-01128-z. |
format | Online Article Text |
id | pubmed-8274037 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-82740372021-07-13 DNA methylation under the major depression pathway predicts pediatric quality of life four-month post-pediatric mild traumatic brain injury Duan, Kuaikuai Mayer, Andrew R. Shaff, Nicholas A. Chen, Jiayu Lin, Dongdong Calhoun, Vince D. Jensen, Dawn M. Liu, Jingyu Clin Epigenetics Research BACKGROUND: Major depression has been recognized as the most commonly diagnosed psychiatric complication of mild traumatic brain injury (mTBI). Moreover, major depression is associated with poor outcomes following mTBI; however, the underlying biological mechanisms of this are largely unknown. Recently, genomic and epigenetic factors have been increasingly implicated in the recovery following TBI. RESULTS: This study leveraged DNA methylation within the major depression pathway, along with demographic and behavior measures (features used in the clinical model) to predict post-concussive symptom burden and quality of life four-month post-injury in a cohort of 110 pediatric mTBI patients and 87 age-matched healthy controls. The results demonstrated that including DNA methylation markers in the major depression pathway improved the prediction accuracy for quality of life but not persistent post-concussive symptom burden. Specifically, the prediction accuracy (i.e., the correlation between the predicted value and observed value) of quality of life was improved from 0.59 (p = 1.20 × 10(–3)) (clinical model) to 0.71 (p = 3.89 × 10(–5)); the identified cytosine-phosphate-guanine sites were mainly in the open sea regions and the mapped genes were related to TBI in several molecular studies. Moreover, depression symptoms were a strong predictor (with large weights) for both post-concussive symptom burden and pediatric quality of life. CONCLUSION: This study emphasized that both molecular and behavioral manifestations of depression symptoms played a prominent role in predicting the recovery process following pediatric mTBI, suggesting the urgent need to further study TBI-caused depression symptoms for better recovery outcome. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13148-021-01128-z. BioMed Central 2021-07-12 /pmc/articles/PMC8274037/ /pubmed/34247653 http://dx.doi.org/10.1186/s13148-021-01128-z Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Duan, Kuaikuai Mayer, Andrew R. Shaff, Nicholas A. Chen, Jiayu Lin, Dongdong Calhoun, Vince D. Jensen, Dawn M. Liu, Jingyu DNA methylation under the major depression pathway predicts pediatric quality of life four-month post-pediatric mild traumatic brain injury |
title | DNA methylation under the major depression pathway predicts pediatric quality of life four-month post-pediatric mild traumatic brain injury |
title_full | DNA methylation under the major depression pathway predicts pediatric quality of life four-month post-pediatric mild traumatic brain injury |
title_fullStr | DNA methylation under the major depression pathway predicts pediatric quality of life four-month post-pediatric mild traumatic brain injury |
title_full_unstemmed | DNA methylation under the major depression pathway predicts pediatric quality of life four-month post-pediatric mild traumatic brain injury |
title_short | DNA methylation under the major depression pathway predicts pediatric quality of life four-month post-pediatric mild traumatic brain injury |
title_sort | dna methylation under the major depression pathway predicts pediatric quality of life four-month post-pediatric mild traumatic brain injury |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8274037/ https://www.ncbi.nlm.nih.gov/pubmed/34247653 http://dx.doi.org/10.1186/s13148-021-01128-z |
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