Polygenic risk scores: from research tools to clinical instruments

CM Lewis, E Vassos - Genome medicine, 2020 - Springer
Genome-wide association studies have shown unequivocally that common complex
disorders have a polygenic genetic architecture and have enabled researchers to identify …

Polygenic risk scores: An overview from bench to bedside for personalised medicine

B Cross, R Turner, M Pirmohamed - Frontiers in genetics, 2022 - frontiersin.org
Since the first polygenic risk score (PRS) in 2007, research in this area has progressed
significantly. The increasing number of SNPs that have been identified by large scale GWAS …

The promise of machine learning in predicting treatment outcomes in psychiatry

AM Chekroud, J Bondar, J Delgadillo… - World …, 2021 - Wiley Online Library
For many years, psychiatrists have tried to understand factors involved in response to
medications or psychotherapies, in order to personalize their treatment choices. There is …

Gastrointestinal side effects associated with antidepressant treatments in patients with major depressive disorder: a systematic review and meta-analysis

V Oliva, M Lippi, R Paci, L Del Fabro… - Progress in Neuro …, 2021 - Elsevier
Gastrointestinal side effects (SEs) are frequently observed in patients with major depressive
disorder (MDD) while taking antidepressants and may lead to treatment discontinuation. The …

Machine learning and big data in psychiatry: toward clinical applications

RB Rutledge, AM Chekroud, QJM Huys - Current opinion in neurobiology, 2019 - Elsevier
Highlights•The combination of data-driven machine learning and theory-driven
computational models holds great promise for psychiatry.•Machine-learning analyses of …

Ten challenges for clinical translation in psychiatric genetics

EM Derks, JG Thorp, ZF Gerring - Nature Genetics, 2022 - nature.com
Genome-wide association studies have identified hundreds of robust genetic associations
underlying psychiatric disorders and provided important biological insights into disease …

Polygenic risk scores in clinical psychology: bridging genomic risk to individual differences

R Bogdan, DAA Baranger… - Annual review of clinical …, 2018 - annualreviews.org
Genomewide association studies (GWASs) across psychiatric phenotypes have shown that
common genetic variants generally confer risk with small effect sizes (odds ratio< 1.1) that …

[HTML][HTML] Genophenotypic factors and pharmacogenomics in adverse drug reactions

R Cacabelos, V Naidoo, L Corzo, N Cacabelos… - International journal of …, 2021 - mdpi.com
Adverse drug reactions (ADRs) rank as one of the top 10 leading causes of death and
illness in developed countries. ADRs show differential features depending upon genotype …

The use of polygenic risk scores to identify phenotypes associated with genetic risk of bipolar disorder and depression: A systematic review

S Mistry, JR Harrison, DJ Smith, V Escott-Price… - Journal of affective …, 2018 - Elsevier
Background Identifying the phenotypic manifestations of increased genetic liability for
depression (MDD) and bipolar disorder (BD) can enhance understanding of their aetiology …

What big data can do for treatment in psychiatry

CM Gillan, R Whelan - Current Opinion in Behavioral Sciences, 2017 - Elsevier
Highlights•Machine learning offers new scope for identifying novel and robust predictors of
psychiatric treatment response.•Validation of putative biomarkers in unseen data is essential …