Publications by authors named "Wray N"

Antidepressants exhibit a considerable variation in efficacy, and increasing evidence suggests that individual genetics contribute to antidepressant treatment response. Here, we combined data on antidepressant non-response measured using rating scales for depressive symptoms, questionnaires of treatment effect, and data from electronic health records, to increase statistical power to detect genomic loci associated with non-response to antidepressants in a total sample of 135,471 individuals prescribed antidepressants (25,255 non-responders and 110,216 responders). We performed genome-wide association meta-analyses, genetic correlation analyses, leave-one-out polygenic prediction, and bioinformatics analyses for genetically informed drug prioritization.

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Identifying cell types and brain regions critical for psychiatric disorders and brain traits is essential for targeted neurobiological research. By integrating genomic insights from genome-wide association studies with a comprehensive single-cell transcriptomic atlas of the adult human brain, we prioritized specific neuronal clusters significantly enriched for the SNP-heritabilities for schizophrenia, bipolar disorder, and major depressive disorder along with intelligence, education, and neuroticism. Extrapolation of cell-type results to brain regions reveals the whole-brain impact of schizophrenia genetic risk, with subregions in the hippocampus and amygdala exhibiting the most significant enrichment of SNP-heritability.

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Sex is an important covariate in all genetic and epigenetic research due to its role in the incidence, progression and outcome of many phenotypic characteristics and human diseases. Amyotrophic lateral sclerosis (ALS) is a motor neuron disease with a sex bias towards higher incidence in males. Here, we report for the first time a blood-based epigenome-wide association study meta-analysis in 9274 individuals after stringent quality control (5529 males and 3975 females).

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Background: Though epidemiological studies show increased cardiovascular disease (CVD) risks among individuals with psychiatric disorders, findings on sex differences in comorbidity have been inconsistent.

Methods: This genetic epidemiology study examined the sex-specific association between the genetic risk of 3 psychiatric disorders (major depression [MD], schizophrenia, and bipolar disorder), estimated using polygenic scores (PGSs), and risks of 3 CVDs (atrial fibrillation [AF], coronary artery disease [CAD], and heart failure [HF]) in 345 169 European-ancestry individuals (UK Biobank), with analyses replicated in an independent BioVU cohort (n=49 057). Mediation analysis was conducted to determine whether traditional CVD risk factors could explain any observed sex difference.

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  • - This study is the first large-scale examination of rare copy number variants (CNVs) in anorexia nervosa (AN), involving data from 7,414 AN cases and 5,044 controls to explore their potential genetic links to the disorder.
  • - The researchers investigated both well-known syndromic CNVs and those associated with other diseases but found no significant links between these variants and AN; however, they identified 21 potential CNV regions that may play a role in AN risk, particularly in areas related to metabolic and neurodevelopmental factors.
  • - Ultimately, the findings suggest that rare CNVs have a limited impact on the development of AN, aligning it with other psychiatric disorders like bipolar disorder, and indicate that
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  • The COVID-19 pandemic led to increased flexibility in sleep-wake schedules, significantly impacting sleep patterns, especially in individuals with a history of depression.
  • Before the pandemic, 70% of participants reported optimal sleep (6-8 hours), but this dropped to 49% during the pandemic, with many shifting to either short (<6 hours) or long sleep (>8 hours).
  • Factors like pre-pandemic mental health, insomnia, and stressful life events were linked to the shift to short sleep, while no significant predictors were found for those who moved to long sleep, suggesting the need for targeted interventions for affected individuals.
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  • - The study aimed to explore the genetic basis of major depressive disorder by analyzing symptoms across various clinical and community cohorts, acknowledging challenges like sample size differences and missing data patterns.
  • - Researchers performed genome-wide association studies using data from both diagnosed and undiagnosed participants, fitting models to understand the relationships between different depressive symptoms.
  • - Findings emphasized the relevance of symptom directionality (e.g., hypersomnia vs. insomnia) and the necessity of considering study design when analyzing genetic data related to depression.
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Fine-mapping refines genotype-phenotype association signals to identify causal variants underlying complex traits. However, current methods typically focus on individual genomic segments without considering the global genetic architecture. Here, we demonstrate the advantages of performing genome-wide fine-mapping (GWFM) and develop methods to facilitate GWFM.

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  • There is increasing awareness that signs of autism can emerge beyond the first three years of life, raising questions about the impact of age at diagnosis on developmental trajectories.
  • Research using data from four birth cohorts reveals two distinct socio-emotional behavior patterns linked to the age when autism is diagnosed.
  • The study also finds that the age at diagnosis has a heritable component and is related to genetic factors, suggesting a complex relationship between autism, the timing of diagnosis, and co-occurring conditions like ADHD and mental health issues.
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  • Antidepressant effectiveness varies significantly among individuals, with genetics playing a role in how people respond to treatment.
  • A study analyzing data from 135,471 patients identified two new genetic locations (loci) linked to antidepressant non-response and confirmed the ability to predict treatment response using genetic information.
  • The research also explored potential new drug options that could help individuals who don't respond to traditional first-line antidepressants, highlighting the importance of larger sample studies for discovering relevant genetic factors.
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  • Fine-mapping is a method used to identify specific genetic variants that cause complex traits, but traditional approaches often overlook the overall genetic context.
  • This study introduces genome-wide fine-mapping (GWFM) as a more effective method, showing better performance in accuracy, replication, and cross-ancestry predictions compared to existing techniques.
  • In analyzing the UK Biobank data, GWFM helped identify causal variants contributing to significant heritability for traits like body mass index, schizophrenia, and Crohn's disease, demonstrating its potential for future genetic research.
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  • * A genome-wide association meta-analysis of nearly 122,000 ANX cases revealed 58 significant genetic variants and 66 related genes, with many of these findings replicated in a larger independent sample.
  • * The findings indicate a substantial genetic overlap between ANX and other conditions like depression, emphasizing GABAergic signaling as a key mechanism, thereby enhancing our understanding of the genetic basis of ANX for future research.
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Polygenic risk scores (PRSs) enable early prediction of disease risk. Evaluating PRS performance for binary traits commonly relies on the area under the receiver operating characteristic curve (AUC). However, the widely used DeLong's method for comparative significance tests suffer from limitations, including computational time and the lack of a one-to-one mapping between test statistics based on AUC and .

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Slowing and/or reversing brain ageing may alleviate cognitive impairments. Previous studies have found that exercise may mitigate cognitive decline, but the mechanisms underlying this remain largely unclear. Here we provide unbiased analyses of single-cell RNA sequencing data, showing the impacts of exercise and ageing on specific cell types in the mouse hippocampus.

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  • Understanding how antidepressants work at a molecular level can lead to better therapies that people tolerate well.
  • The study analyzed DNA methylation changes linked to antidepressant use across multiple cohorts, using blood samples and data collected between 2006 and 2011.
  • Results showed specific DNA regions with increased methylation in individuals using antidepressants, with findings suggesting connections to brain-related genes and providing insights for further research on treatment effectiveness.
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The causes of temporal fluctuations in adult traits are poorly understood. Here, we investigate the genetic determinants of within-person trait variability of 8 repeatedly measured anthropometric traits in 50,117 individuals from the UK Biobank. We found that within-person (non-directional) variability had a SNP-based heritability of 2-5% for height, sitting height, body mass index (BMI) and weight (P 2.

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  • The SBayesRC method combines genome-wide association study (GWAS) summary statistics with functional genomic data to enhance the prediction of complex traits using genetics.* -
  • It shows a notable increase in prediction accuracy—14% for European ancestry and up to 34% for cross-ancestry predictions—compared to previous methods, especially SBayesR, which lacks functional annotations.* -
  • The study finds that incorporating SNP density and functional information can further improve predictions, with key contributions from evolutionary constrained regions and nonsynonymous SNPs being the most impactful.*
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Cell-free DNA (cfDNA) is increasingly recognized as a promising biomarker candidate for disease monitoring. However, its utility in neurodegenerative diseases, like amyotrophic lateral sclerosis (ALS), remains underexplored. Existing biomarker discovery approaches are tailored to a specific disease context or are too expensive to be clinically practical.

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While it is known that vitamin D deficiency is associated with adverse bone outcomes, it remains unclear whether low vitamin D status may increase the risk of a wider range of health outcomes. We had the opportunity to explore the association between common genetic variants associated with both 25 hydroxyvitamin D (25OHD) and the vitamin D binding protein (DBP, encoded by the gene) with a comprehensive range of health disorders and laboratory tests in a large academic medical center. We used summary statistics for 25OHD and DBP to generate polygenic scores (PGS) for 66,482 participants with primarily European ancestry and 13,285 participants with primarily African ancestry from the Vanderbilt University Medical Center Biobank (BioVU).

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Introduction: Major depression (MD) is more common amongst women than men, and MD episodes have been associated with fluctuations in reproductive hormones amongst women. To investigate biological underpinnings of heterogeneity in MD, the associations between depression, stratified by sex and including perinatal depression (PND), and blood biomarkers, using UK Biobank (UKB) data, were evaluated, and extended to include the association of depression with biomarker polygenic scores (PGS), generated as proxy for each biomarker.

Method: Using female ( = 39,761) and male ( = 38,821) UKB participants, lifetime MD and PND were tested for association with 28 blood biomarkers.

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The dominant ('general') version of the diathesis-stress theory of depression views stressors and genetic vulnerability as independent risks. In the Australian Genetics of Depression Study (N = 14,146; 75% female), we tested whether polygenic scores (PGS) for major depression, bipolar disorder, schizophrenia, anxiety, ADHD, and neuroticism were associated with reported exposure to 32 childhood, past-year, lifetime, and accumulated stressful life events (SLEs). In false discovery rate-corrected models, the clearest PGS-SLE relationships were for the ADHD- and depression-PGSs, and to a lesser extent, the anxiety- and schizophrenia-PGSs.

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DNA methylation is an ideal trait to study the extent of the shared genetic control across ancestries, effectively providing hundreds of thousands of model molecular traits with large QTL effect sizes. We investigate cis DNAm QTLs in three European (n = 3701) and two East Asian (n = 2099) cohorts to quantify the similarities and differences in the genetic architecture across populations. We observe 80,394 associated mQTLs (62.

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