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Emotional hyper-reactivity and cardiometabolic risk in remitted bipolar patients: a machine learning approach.

Authors :
Dargél AA
Roussel F
Volant S
Etain B
Grant R
Azorin JM
M'Bailara K
Bellivier F
Bougerol T
Kahn JP
Roux P
Aubin V
Courtet P
Leboyer M
Kapczinski F
Henry C
Source :
Acta psychiatrica Scandinavica [Acta Psychiatr Scand] 2018 Oct; Vol. 138 (4), pp. 348-359. Date of Electronic Publication: 2018 May 15.
Publication Year :
2018

Abstract

Objective: Remitted bipolar disorder (BD) patients frequently present with chronic mood instability and emotional hyper-reactivity, associated with poor psychosocial functioning and low-grade inflammation. We investigated emotional hyper-reactivity as a dimension for characterization of remitted BD patients, and clinical and biological factors for identifying those with and without emotional hyper-reactivity.<br />Method: A total of 635 adult remitted BD patients, evaluated in the French Network of Bipolar Expert Centers from 2010-2015, were assessed for emotional reactivity using the Multidimensional Assessment of Thymic States. Machine learning algorithms were used on clinical and biological variables to enhance characterization of patients.<br />Results: After adjustment, patients with emotional hyper-reactivity (n = 306) had significantly higher levels of systolic and diastolic blood pressure (P < 1.0 × 10 <superscript>-8</superscript> ), high-sensitivity C-reactive protein (P < 1.0 × 10 <superscript>-8</superscript> ), fasting glucose (P < 2.23 × 10 <superscript>-6</superscript> ), glycated hemoglobin (P = 0.0008) and suicide attempts (P = 1.4 × 10 <superscript>-8</superscript> ). Using models of combined clinical and biological factors for distinguishing BD patients with and without emotional hyper-reactivity, the strongest predictors were: systolic and diastolic blood pressure, fasting glucose, C-reactive protein and number of suicide attempts. This predictive model identified patients with emotional hyper-reactivity with 84.9% accuracy.<br />Conclusion: The assessment of emotional hyper-reactivity in remitted BD patients is clinically relevant, particularly for identifying those at higher risk of cardiometabolic dysfunction, chronic inflammation, and suicide.<br /> (© 2018 John Wiley & Sons A/S. Published by John Wiley & Sons Ltd.)

Details

Language :
English
ISSN :
1600-0447
Volume :
138
Issue :
4
Database :
MEDLINE
Journal :
Acta psychiatrica Scandinavica
Publication Type :
Academic Journal
Accession number :
29766490
Full Text :
https://doi.org/10.1111/acps.12901