Machine learning in mental health: a scoping review of methods and applications

ABR Shatte, DM Hutchinson, SJ Teague - Psychological medicine, 2019 - cambridge.org
BackgroundThis paper aims to synthesise the literature on machine learning (ML) and big
data applications for mental health, highlighting current research and applications in …

The function and regulation of zinc in the brain

RF Krall, T Tzounopoulos, E Aizenman - Neuroscience, 2021 - Elsevier
Nearly sixty years ago Fredrich Timm developed a histochemical technique that revealed a
rich reserve of free zinc in distinct regions of the brain. Subsequent electron microscopy …

Validity and utility of hierarchical taxonomy of psychopathology (HiTOP): I. Psychosis superspectrum

R Kotov, KG Jonas, WT Carpenter, MN Dretsch… - World …, 2020 - Wiley Online Library
The Hierarchical Taxonomy of Psychopathology (HiTOP) is a scientific effort to address
shortcomings of traditional mental disorder diagnoses, which suffer from arbitrary …

Modeling gene× environment interactions in PTSD using human neurons reveals diagnosis-specific glucocorticoid-induced gene expression

C Seah, MS Breen, T Rusielewicz, HN Bader… - Nature …, 2022 - nature.com
Post-traumatic stress disorder (PTSD) can develop following severe trauma, but the extent to
which genetic and environmental risk factors contribute to individual clinical outcomes is …

How to do quantile normalization correctly for gene expression data analyses

Y Zhao, L Wong, WWB Goh - Scientific reports, 2020 - nature.com
Quantile normalization is an important normalization technique commonly used in high-
dimensional data analysis. However, it is susceptible to class-effect proportion effects (the …

Epigenomic dysregulation in schizophrenia: in search of disease etiology and biomarkers

B Khavari, MJ Cairns - Cells, 2020 - mdpi.com
Schizophrenia is a severe psychiatric disorder with a complex array of signs and symptoms
that causes very significant disability in young people. While schizophrenia has a strong …

Genetic correlations among psychiatric and immune‐related phenotypes based on genome‐wide association data

DS Tylee, J Sun, JL Hess, MA Tahir… - American Journal of …, 2018 - Wiley Online Library
Individuals with psychiatric disorders have elevated rates of autoimmune comorbidity and
altered immune signaling. It is unclear whether these altered immunological states have a …

Neutrophil-lymphocyte ratio, monocyte-lymphocyte ratio and platelet-lymphocyte ratio in non-affective psychosis: a meta-analysis and systematic review

MG Mazza, S Lucchi, A Rossetti… - The World Journal of …, 2020 - Taylor & Francis
Objectives: Neutrophil/lymphocyte ratio (NLR), platelet/lymphocyte ratio (PLR) and
monocyte/lymphocyte ratio (MLR) are inexpensive and reproducible biomarkers of …

Postmortem transcriptional profiling reveals widespread increase in inflammation in schizophrenia: a comparison of prefrontal cortex, striatum, and hippocampus …

TA Lanz, V Reinhart, MJ Sheehan, SJS Rizzo… - Translational …, 2019 - nature.com
Psychiatric disorders such as schizophrenia (SCZ), bipolar disorder (BD), and major
depressive disorder (MDD) arise from complex interactions between genetic and …

Microglia and brain plasticity in acute psychosis and schizophrenia illness course: a meta-review

LJ De Picker, M Morrens, SA Chance… - Frontiers in psychiatry, 2017 - frontiersin.org
Objective Schizophrenia poses a tremendous health, social, and economic burden upon
patients and society, indicating current treatment options remain inadequate. Recent …