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...

Descripción completa

Detalles Bibliográficos
Autores principales: Cenik, Basar, Cenik, Can, Snyder, Michael P., Brown, E. Sherwood
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