Cargando…
Plasma sterols and depressive symptom severity in a population-based cohort
Convergent evidence strongly suggests major depressive disorder is heterogeneous in its etiology and clinical characteristics. Depression biomarkers hold potential for identifying etiological subtypes, improving diagnostic accuracy, predicting treatment response, and personalization of treatment. Hu...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5590924/ https://www.ncbi.nlm.nih.gov/pubmed/28886149 http://dx.doi.org/10.1371/journal.pone.0184382 |
_version_ | 1783262614398173184 |
---|---|
author | Cenik, Basar Cenik, Can Snyder, Michael P. Brown, E. Sherwood |
author_facet | Cenik, Basar Cenik, Can Snyder, Michael P. Brown, E. Sherwood |
author_sort | Cenik, Basar |
collection | PubMed |
description | Convergent evidence strongly suggests major depressive disorder is heterogeneous in its etiology and clinical characteristics. Depression biomarkers hold potential for identifying etiological subtypes, improving diagnostic accuracy, predicting treatment response, and personalization of treatment. Human plasma contains numerous sterols that have not been systematically studied. Changes in cholesterol concentrations have been implicated in suicide and depression, suggesting plasma sterols may be depression biomarkers. Here, we investigated associations between plasma levels of 34 sterols (measured by mass spectrometry) and scores on the Quick Inventory of Depressive Symptomatology-Self Report (QIDS-SR(16)) scale in 3117 adult participants in the Dallas Heart Study, an ethnically diverse, population-based cohort. We built a random forest model using feature selection from a pool of 43 variables including demographics, general health indicators, and sterol concentrations. This model comprised 19 variables, 13 of which were sterol concentrations, and explained 15.5% of the variation in depressive symptoms. Desmosterol concentrations below the fifth percentile (1.9 ng/mL, OR 1.9, 95% CI 1.2–2.9) were significantly associated with depressive symptoms of at least moderate severity (QIDS-SR(16) score ≥10.5). This is the first study reporting a novel association between plasma concentrations cholesterol precursors and depressive symptom severity. |
format | Online Article Text |
id | pubmed-5590924 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-55909242017-09-15 Plasma sterols and depressive symptom severity in a population-based cohort Cenik, Basar Cenik, Can Snyder, Michael P. Brown, E. Sherwood PLoS One Research Article Convergent evidence strongly suggests major depressive disorder is heterogeneous in its etiology and clinical characteristics. Depression biomarkers hold potential for identifying etiological subtypes, improving diagnostic accuracy, predicting treatment response, and personalization of treatment. Human plasma contains numerous sterols that have not been systematically studied. Changes in cholesterol concentrations have been implicated in suicide and depression, suggesting plasma sterols may be depression biomarkers. Here, we investigated associations between plasma levels of 34 sterols (measured by mass spectrometry) and scores on the Quick Inventory of Depressive Symptomatology-Self Report (QIDS-SR(16)) scale in 3117 adult participants in the Dallas Heart Study, an ethnically diverse, population-based cohort. We built a random forest model using feature selection from a pool of 43 variables including demographics, general health indicators, and sterol concentrations. This model comprised 19 variables, 13 of which were sterol concentrations, and explained 15.5% of the variation in depressive symptoms. Desmosterol concentrations below the fifth percentile (1.9 ng/mL, OR 1.9, 95% CI 1.2–2.9) were significantly associated with depressive symptoms of at least moderate severity (QIDS-SR(16) score ≥10.5). This is the first study reporting a novel association between plasma concentrations cholesterol precursors and depressive symptom severity. Public Library of Science 2017-09-08 /pmc/articles/PMC5590924/ /pubmed/28886149 http://dx.doi.org/10.1371/journal.pone.0184382 Text en © 2017 Cenik et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Cenik, Basar Cenik, Can Snyder, Michael P. Brown, E. Sherwood Plasma sterols and depressive symptom severity in a population-based cohort |
title | Plasma sterols and depressive symptom severity in a population-based cohort |
title_full | Plasma sterols and depressive symptom severity in a population-based cohort |
title_fullStr | Plasma sterols and depressive symptom severity in a population-based cohort |
title_full_unstemmed | Plasma sterols and depressive symptom severity in a population-based cohort |
title_short | Plasma sterols and depressive symptom severity in a population-based cohort |
title_sort | plasma sterols and depressive symptom severity in a population-based cohort |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5590924/ https://www.ncbi.nlm.nih.gov/pubmed/28886149 http://dx.doi.org/10.1371/journal.pone.0184382 |
work_keys_str_mv | AT cenikbasar plasmasterolsanddepressivesymptomseverityinapopulationbasedcohort AT cenikcan plasmasterolsanddepressivesymptomseverityinapopulationbasedcohort AT snydermichaelp plasmasterolsanddepressivesymptomseverityinapopulationbasedcohort AT brownesherwood plasmasterolsanddepressivesymptomseverityinapopulationbasedcohort |