TY - JOUR
T1 - Towards a blood-based diagnostic panel for bipolar disorder
AU - Haenisch, Frieder
AU - Cooper, Jason D.
AU - Reif, Andreas
AU - Kittel-Schneider, Sarah
AU - Steiner, Johann
AU - Leweke, F. Markus
AU - Rothermundt, Matthias
AU - van Beveren, Nico J.M.
AU - Crespo-Facorro, Benedicto
AU - Niebuhr, David W.
AU - Cowan, David N.
AU - Weber, Natalya S.
AU - Yolken, Robert H.
AU - Penninx, Brenda W.J.H.
AU - Bahn, Sabine
N1 - Publisher Copyright:
© 2015 The Authors.
PY - 2016/2/1
Y1 - 2016/2/1
N2 - 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.
AB - 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.
KW - Biomarker
KW - Bipolar disorder
KW - Diagnostic test
KW - Differential diagnosis
KW - Multiplex immunoassay
UR - http://www.scopus.com/inward/record.url?scp=84953353664&partnerID=8YFLogxK
U2 - 10.1016/j.bbi.2015.10.001
DO - 10.1016/j.bbi.2015.10.001
M3 - Article
C2 - 26441135
AN - SCOPUS:84953353664
SN - 0889-1591
VL - 52
SP - 49
EP - 57
JO - Brain, Behavior, and Immunity
JF - Brain, Behavior, and Immunity
ER -