AI Article Synopsis

  • Bipolar disorder (BD) is often misdiagnosed, leading to ineffective treatments, which prompted the investigation of a biomarker panel for accurate diagnosis.
  • A meta-analysis of eight studies identified a panel with 20 protein biomarkers that showed strong predictive capabilities in distinguishing BD from other mental health disorders.
  • The findings suggest that using this biomarker panel can significantly improve early and accurate diagnosis, potentially delaying or preventing the onset of bipolar disorder.

Article 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.

Download full-text PDF

Source
http://dx.doi.org/10.1016/j.bbi.2015.10.001DOI Listing

Publication Analysis

Top Keywords

biomarker panel
16
predictive performance
12
bipolar disorder
8
utility biomarker
8
panel diagnostic
8
diagnostic test
8
mdd patients
8
good predictive
8
performance auc
8
panel
7

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!