Literature DB >> 33578686

Personalized Medicine Using Neuroimmunological Biomarkers in Depressive Disorders.

Suhyuk Chi1, Moon-Soo Lee1.   

Abstract

Major depressive disorder (MDD) is associated with increased suicidal risk and reduced productivity at work. Neuroimmunology, the study of the immune system and nervous system, provides further insight into the pathogenesis and outcome of MDD. Cytokines are the main modulators of neuroimmunology, and their levels are somewhat entangled in depressive disorders as they affect depressive symptoms and are affected by antidepressant treatment. The use of cytokine-derived medication as a treatment option for MDD is currently a topic of interest. Although not very promising, cytokines are also considered as possible prognostic or diagnostic markers for depression. The machine learning approach is a powerful tool for pattern recognition and has been used in psychiatry for finding useful patterns in data that have translational meaning and can be incorporated in daily clinical practice. This review focuses on the current knowledge of neuroimmunology and depression and the possible use of machine learning to widen our understanding of the topic.

Entities:  

Keywords:  cytokines; depression; machine learning; neuroimmunology

Year:  2021        PMID: 33578686      PMCID: PMC7916349          DOI: 10.3390/jpm11020114

Source DB:  PubMed          Journal:  J Pers Med        ISSN: 2075-4426


  100 in total

1.  Higher CSF interleukin-6 and CSF interleukin-8 in current depression in older women. Results from a population-based sample.

Authors:  Silke Kern; Ingmar Skoog; Anne Börjesson-Hanson; Kaj Blennow; Henrik Zetterberg; Svante Ostling; Jürgen Kern; Pia Gudmundsson; Thomas Marlow; Lars Rosengren; Margda Waern
Journal:  Brain Behav Immun       Date:  2014-05-20       Impact factor: 7.217

Review 2.  An immune gate of depression - Early neuroimmune development in the formation of the underlying depressive disorder.

Authors:  Małgorzata Kowalczyk; Janusz Szemraj; Katarzyna Bliźniewska; Michael Maes; Michael Berk; Kuan-Pin Su; Piotr Gałecki
Journal:  Pharmacol Rep       Date:  2019-05-28       Impact factor: 3.024

3.  Cytokine alterations in bipolar disorder: a meta-analysis of 30 studies.

Authors:  Amirhossein Modabbernia; Shervin Taslimi; Elisa Brietzke; Mandana Ashrafi
Journal:  Biol Psychiatry       Date:  2013-02-16       Impact factor: 13.382

4.  Inflammatory markers as predictors of depression and anxiety in adolescents: Statistical model building with component-wise gradient boosting.

Authors:  Consuelo Walss-Bass; Robert Suchting; Rene L Olvera; Douglas E Williamson
Journal:  J Affect Disord       Date:  2018-03-12       Impact factor: 4.839

Review 5.  Fasting in mood disorders: neurobiology and effectiveness. A review of the literature.

Authors:  Guillaume Fond; Alexandra Macgregor; Marion Leboyer; Andreas Michalsen
Journal:  Psychiatry Res       Date:  2013-01-15       Impact factor: 3.222

6.  Body weight, the tumor necrosis factor system, and leptin production during treatment with mirtazapine or venlafaxine.

Authors:  T Kraus; M Haack; A Schuld; D Hinze-Selch; D Koethe; T Pollmächer
Journal:  Pharmacopsychiatry       Date:  2002-11       Impact factor: 5.788

7.  Differential biomarker signatures in unipolar and bipolar depression: A machine learning approach.

Authors:  Bianca Wollenhaupt-Aguiar; Diego Librenza-Garcia; Giovana Bristot; Laura Przybylski; Laura Stertz; Renan Kubiachi Burque; Keila Mendes Ceresér; Lucas Spanemberg; Marco Antônio Caldieraro; Benicio N Frey; Marcelo P Fleck; Marcia Kauer-Sant'Anna; Ives Cavalcante Passos; Flavio Kapczinski
Journal:  Aust N Z J Psychiatry       Date:  2019-12-02       Impact factor: 5.744

8.  A randomized controlled trial of the tumor necrosis factor antagonist infliximab for treatment-resistant depression: the role of baseline inflammatory biomarkers.

Authors:  Charles L Raison; Robin E Rutherford; Bobbi J Woolwine; Chen Shuo; Pamela Schettler; Daniel F Drake; Ebrahim Haroon; Andrew H Miller
Journal:  JAMA Psychiatry       Date:  2013-01       Impact factor: 21.596

9.  Adherence to the mediterranean diet is inversely associated with circulating interleukin-6 among middle-aged men: a twin study.

Authors:  Jun Dai; Andrew H Miller; J Douglas Bremner; Jack Goldberg; Linda Jones; Lucy Shallenberger; Rocky Buckham; Nancy V Murrah; Emir Veledar; Peter W Wilson; Viola Vaccarino
Journal:  Circulation       Date:  2007-12-17       Impact factor: 29.690

10.  The regulatory effects of monocytes on human natural killer cells activated by lipopolysaccharides.

Authors:  R A Lindemann
Journal:  J Periodontal Res       Date:  1991-11       Impact factor: 4.419

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