Towards a blood-based diagnostic panel for bipolar disorder

Brain Behav Immun. 2016 Feb:52:49-57. doi: 10.1016/j.bbi.2015.10.001. Epub 2015 Oct 13.

Abstract

Background: Bipolar disorder (BD) is a costly, devastating and life shortening mental disorder that is often misdiagnosed, especially on initial presentation. Misdiagnosis frequently results in ineffective treatment. We investigated the utility of a biomarker panel as a diagnostic test for BD.

Methods and findings: We performed a meta-analysis of eight case-control studies to define a diagnostic biomarker panel for BD. After validating the panel on established BD patients, we applied it to undiagnosed BD patients. We analysed 249 BD, 122 pre-diagnostic BD, 75 pre-diagnostic schizophrenia and 90 first onset major depression disorder (MDD) patients and 371 controls. The biomarker panel was identified using ten-fold cross-validation with lasso regression applied to the 87 analytes available across the meta-analysis studies. We identified 20 protein analytes with excellent predictive performance [area under the curve (AUC)⩾0.90]. Importantly, the panel had a good predictive performance (AUC 0.84) to differentiate 12 misdiagnosed BD patients from 90 first onset MDD patients, and a fair to good predictive performance (AUC 0.79) to differentiate between 110 pre-diagnostic BD patients and 184 controls. We also demonstrated the disease specificity of the panel.

Conclusions: An early and accurate diagnosis has the potential to delay or even prevent the onset of BD. This study demonstrates the potential utility of a biomarker panel as a diagnostic test for BD.

Keywords: Biomarker; Bipolar disorder; Diagnostic test; Differential diagnosis; Multiplex immunoassay.

Publication types

  • Meta-Analysis
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Biomarkers / blood
  • Bipolar Disorder / blood*
  • Bipolar Disorder / diagnosis*
  • Case-Control Studies
  • Depressive Disorder, Major / blood
  • Depressive Disorder, Major / diagnosis
  • Diagnosis, Differential
  • Female
  • Humans
  • Male
  • Middle Aged
  • Schizophrenia / blood
  • Schizophrenia / diagnosis
  • Sensitivity and Specificity

Substances

  • Biomarkers