Publications by authors named "Weiqiu Cheng"

Alcohol use disorder (AUD) is highly heritable and burdensome worldwide. Genome-wide association studies (GWASs) can provide new evidence regarding the aetiology of AUD. We report a multi-ancestry GWAS focusing on a narrow AUD phenotype, using novel statistical tools in a total sample of 1,041,450 individuals [102,079 cases; European, 75,583; African, 20,689 (mostly African-American); Hispanic American, 3,449; East Asian, 2,254; South Asian, 104; descent].

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Sequencing-based spatial transcriptomics (sST) enables transcriptome-wide gene expression mapping but falls short of reaching the optical resolution (200-300 nm) of imaging-based methods. Here, we present Seq-Scope-X (Seq-Scope-eXpanded), which empowers submicrometer-resolution Seq-Scope with tissue expansion to surpass this limitation. By physically enlarging tissues, Seq-Scope-X minimizes transcript diffusion effects and increases spatial feature density by an additional order of magnitude.

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Spatial transcriptomics technologies aim to advance gene expression studies by profiling the entire transcriptome with intact spatial information from a single histological slide. However, the application of spatial transcriptomics is limited by low resolution, limited transcript coverage, complex procedures, poor scalability and high costs of initial setup and/or individual experiments. Seq-Scope repurposes the Illumina sequencing platform for high-resolution, high-content spatial transcriptome analysis, overcoming these limitations.

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Article Synopsis
  • Spatial transcriptomics (ST) technologies allow for in-depth gene expression analysis at a very fine scale, but traditional methods face challenges due to complex tissue structures and irregular cell shapes.
  • The new method, FICTURE, offers a segmentation-free approach that can analyze large-scale transcriptome data with submicron precision, making it compatible with different types of ST data.
  • FICTURE is significantly more efficient than existing methods and improves our understanding of intricate tissue architectures in challenging areas like vascular and fibrotic tissues, enhancing the exploration of high-resolution spatial transcriptomics.
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While genome-wide association studies are increasingly successful in discovering genomic loci associated with complex human traits and disorders, the biological interpretation of these findings remains challenging. Here we developed the GSA-MiXeR analytical tool for gene set analysis (GSA), which fits a model for the heritability of individual genes, accounting for linkage disequilibrium across variants and allowing the quantification of partitioned heritability and fold enrichment for small gene sets. We validated the method using extensive simulations and sensitivity analyses.

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Spatial transcriptomics (ST) technologies represent a significant advance in gene expression studies, aiming to profile the entire transcriptome from a single histological slide. These techniques are designed to overcome the constraints faced by traditional methods such as immunostaining and RNA hybridization, which are capable of analyzing only a few target genes simultaneously. However, the application of ST in histopathological analysis is also limited by several factors, including low resolution, a limited range of genes, scalability issues, high cost, and the need for sophisticated equipment and complex methodologies.

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  • - The study investigates the link between rheumatoid arthritis (RA) and cardiovascular disease (CVD), noting that RA patients face higher risks of conditions like atrial fibrillation and heart failure compared to the general population.
  • - Researchers conducted analyses using data from the UK Biobank to explore both phenotypic relationships and genetic correlations, identifying shared genetic variants that may underlie the association between RA and CVD.
  • - The findings highlight 23 specific genetic loci shared between RA and CVD, emphasizing the role of immune and inflammatory pathways in this connection, with potential implications for future treatments and patient care.
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  • - The study focuses on skeletal muscle's vital role in movement and metabolism, emphasizing the challenge of mapping gene expression in muscle tissue due to current technological limitations.
  • - Researchers utilized a new technique called Seq-Scope, which allows for high-resolution observation of gene expression in mouse soleus muscle, analyzing differences between healthy and denervated conditions that simulate aging.
  • - Findings reveal detailed insights into muscle composition and gene expression related to muscle injury, contributing greatly to the understanding of muscle function decline with age and paving the way for potential new treatments to enhance muscle health.
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Alcohol use disorder (AUD) is highly heritable and burdensome worldwide. Genome-wide association studies (GWASs) can provide new evidence regarding the aetiology of AUD. We report a multi-ancestry GWASs across diverse ancestries focusing on a narrow AUD phenotype, using novel statistical tools in a total sample of 1,041,450 individuals [102,079 cases; European, 75,583; African, 20,689 (mostly African-American); Hispanic American, 3,449; East Asian, 2,254; South Asian, 104; descent].

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Spatial transcriptomics (ST) technologies have advanced to enable transcriptome-wide gene expression analysis at submicron resolution over large areas. Analysis of high-resolution ST data relies heavily on image-based cell segmentation or gridding, which often fails in complex tissues due to diversity and irregularity of cell size and shape. Existing segmentation-free analysis methods scale only to small regions and a small number of genes, limiting their utility in high-throughput studies.

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Background: Schizophrenia is a highly heritable brain disorder with a typical symptom onset in early adulthood. The 2-hit hypothesis posits that schizophrenia results from differential early neurodevelopment, predisposing an individual, followed by a disruption of later brain maturational processes that trigger the onset of symptoms.

Study Design: We applied hierarchical clustering to transcription levels of 345 genes previously linked to schizophrenia, derived from cortical tissue samples from 56 donors across the lifespan.

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Improved understanding of the shared genetic architecture between psychiatric disorders and brain white matter may provide mechanistic insights for observed phenotypic associations. Our objective is to characterize the shared genetic architecture of bipolar disorder (BD), major depression (MD), and schizophrenia (SZ) with white matter fractional anisotropy (FA) and identify shared genetic loci to uncover biological underpinnings. We used genome-wide association study (GWAS) summary statistics for BD (n = 413,466), MD (n = 420,359), SZ (n = 320,404), and white matter FA (n = 33,292) to uncover the genetic architecture (i.

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Autism spectrum disorder (ASD) is a highly heritable condition with a large variation in cognitive function. Here we investigated the shared genetic architecture between cognitive traits (intelligence (INT) and educational attainment (EDU)), and risk loci jointly associated with ASD and the cognitive traits. We analyzed data from genome-wide association studies (GWAS) of INT (n = 269,867), EDU (n = 766,345) and ASD (cases n = 18,381, controls n = 27,969).

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C-reactive protein (CRP) tends to be elevated in individuals with psychiatric disorders. Recent findings have suggested a protective effect of the genetic liability to elevated CRP on schizophrenia risk and a causative effect on depression despite weak genetic correlations, while causal relationships with bipolar disorder were inconclusive. We investigated the shared genetic underpinnings of psychiatric disorders and variation in CRP levels.

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  • * Researchers conducted a study that analyzed genetic data to uncover new risk loci for AN, identifying 58 novel loci specific to AN and 38 loci shared with major psychiatric disorders (like schizophrenia and bipolar disorder).
  • * The findings indicate genetic overlap between AN and these psychiatric disorders, suggesting that shared characteristics may have a genetic foundation, and revealed involvement in numerous biological pathways, including important signaling mechanisms.
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  • The study investigates the genetic links between irritable bowel syndrome (IBS) and psychiatric, as well as gastrointestinal disorders, using data from a large genome-wide association study (GWAS).
  • Researchers identified over 12,000 genetic variants related to IBS and discovered 132 new specific genomic loci connected to both IBS and psychiatric conditions.
  • Functional analysis indicated that these shared genetic factors are enriched in biological pathways related to the nervous and immune systems, highlighting the complex interplay between IBS and mental health issues.
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Personality and cognitive function are heritable mental traits whose genetic foundations may be distributed across interconnected brain functions. Previous studies have typically treated these complex mental traits as distinct constructs. We applied the 'pleiotropy-informed' multivariate omnibus statistical test to genome-wide association studies of 35 measures of neuroticism and cognitive function from the UK Biobank (n = 336,993).

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  • A study explored the connections between brain structure (cortical surface area and thickness) and immune markers (like white blood cell counts and C-reactive protein) in over 30,000 participants from the UK Biobank.
  • Results showed that there are mainly negative associations between brain structure and immune markers, indicating that changes in one often relate to changes in the other.
  • The research suggests a shared genetic basis for these traits, with specific genes linked to both brain structure and immune responses, particularly highlighting monocyte counts as significantly overlapping with cortical structure genetics.
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Background: Immune mechanisms are indicated in schizophrenia (SCZ). Recent genome-wide association studies (GWAS) have identified genetic variants associated with SCZ and immune-related phenotypes. Here, we use cutting edge statistical tools to identify shared genetic variants between SCZ and white blood cell (WBC) counts and further understand the role of the immune system in SCZ.

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  • Opioid use disorder (OUD) often occurs alongside mental disorders like schizophrenia, bipolar disorder, and major depression, but the reasons for this link are not well understood.
  • Researchers used advanced statistical methods to analyze genetic data from large studies and found shared genetic factors between OUD and these mental disorders, identifying 14 new genetic locations related to OUD.
  • The study highlights a complex genetic relationship, suggesting that these disorders may involve common biological pathways, which could lead to better understanding and treatment strategies in the future.
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Background: The relationship between psychotic disorders and cannabis use is heavily debated. Shared underlying genetic risk is one potential explanation. We investigated the genetic association between psychotic disorders (schizophrenia and bipolar disorder) and cannabis phenotypes (lifetime cannabis use and cannabis use disorder).

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  • - Low vitamin D levels are linked to schizophrenia, indicating possible shared genetic factors, but research on these mechanisms is limited.
  • - A study analyzing large genetic data sets found 72 genetic loci associated with both schizophrenia and vitamin D, with many variants showing complex effects.
  • - The findings suggest overlapping biological pathways between schizophrenia and vitamin D deficiency, hinting at shared genetic variants that could impact both conditions simultaneously.
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Introduction: There is a pressing need for non-invasive, cost-effective tools for early detection of Alzheimer's disease (AD).

Methods: Using data from the Alzheimer's Disease Neuroimaging Initiative (ADNI), Cox proportional models were conducted to develop a multimodal hazard score (MHS) combining age, a polygenic hazard score (PHS), brain atrophy, and memory to predict conversion from mild cognitive impairment (MCI) to dementia. Power calculations estimated required clinical trial sample sizes after hypothetical enrichment using the MHS.

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Psychiatric disorders and common epilepsies are heritable disorders with a high comorbidity and overlapping symptoms. However, the causative mechanisms underlying this relationship are poorly understood. Here we aimed to identify overlapping genetic loci between epilepsy and psychiatric disorders to gain a better understanding of their comorbidity and shared clinical features.

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