Machine learning approaches for prediction of bipolar disorder based on biological, clinical and neuropsychological markers: A systematic review and meta-analysis

F Colombo, F Calesella, MG Mazza… - Neuroscience & …, 2022 - Elsevier
Applying machine learning (ML) to objective markers may overcome prognosis uncertainty
due to the subjective nature of the diagnosis of bipolar disorder (BD). This PRISMA …

Individualized identification of first-episode bipolar disorder using machine learning and cognitive tests

J Sawalha, L Cao, J Chen, A Selvitella, Y Liu… - Journal of affective …, 2021 - Elsevier
Identifying cognitive dysfunction in the early stages of Bipolar Disorder (BD) can allow for
early intervention. Previous studies have shown a strong correlation between cognitive …

Identifying neurocognitive heterogeneity in older adults with bipolar disorder: a cluster analysis

L Montejo, E Jiménez, B Solé, A Murru, N Arbelo… - Journal of Affective …, 2022 - Elsevier
Background: Cognitive profiles of BD patients show a demonstrated heterogeneity among
young and middle-aged patients, but this issue has not yet deeply explored in Older Adults …

[PDF][PDF] Cognitive functioning and its heritability in bipolar I disorder

M Antila - 2011 - julkari.fi
Information concerning cognitive impairments and their association with the psychosocial
consequences of bipolar disorder is important in planning treatment. It is also important to …

Longitudinal course of cognitive deficits in bipolar disorder: a meta-analytic study

C Samamé, DJ Martino, SA Strejilevich - Journal of affective disorders, 2014 - Elsevier
Objective Persistent cognitive deficits in bipolar disorder represent a major impediment to
functional adjustment, but their static or progressive nature remains to be ascertained. The …

Toward the identification of neurocognitive subtypes in euthymic patients with bipolar disorder

DJ Martino, SA Strejilevich, E Marengo, A Ibañez… - Journal of affective …, 2014 - Elsevier
Background Cross-sectional and meta-analytic studies showed that patients with bipolar
disorder (BD) had neurocognitive impairments even during periods of euthymia. The aim of …

Cognitive complaints in individuals recently diagnosed with bipolar disorder: A cross-sectional study

M Simjanoski, K Jansen, TC Mondin, FP Moreira… - Psychiatry …, 2021 - Elsevier
Aim To assess the differences in subjective cognitive dysfunction between major depressive
disorder (MDD) and recently diagnosed Bipolar Disorder (BD) across euthymia and mood …

[HTML][HTML] Factors associated with the discrepancy between objective and subjective cognitive impairment in bipolar disorder

CM Bonnín, J Sánchez-Moreno, F Lima, X Roca… - Journal of Affective …, 2024 - Elsevier
Objective The aim of this study is to evaluate the discrepancy between objective cognitive
measures and cognitive subjective complaints in a sample of euthymic patients with bipolar …

Neurocognitive impairment in the bipolar spectrum

I Torres, B Sole, E Vieta, A Martinez-Aran - Neuropsychiatry, 2012 - search.proquest.com
Neurocognitive impairment is a core deficit of bipolar disorder (BD) since it persists into
remission. The aim of this review is to provide an overview of the main neurocognitive …

Can variation in hypothalamic-pituitary-adrenal (HPA)-axis activity explain the relationship between depression and cognition in bipolar patients?

MJ van der Werf-Eldering… - PLoS …, 2012 - journals.plos.org
Background Dysregulation of the hypothalamic-pituitary-adrenal (HPA) axis is thought to be
associated with more mood symptoms and worse cognitive functioning. This study examined …