Hongyu Zhao
YOU?
Author Swipe
View article: BrainBridge Characterizes Key Factors affecting Alzheimer’s Disease and Associated Phenotypes
BrainBridge Characterizes Key Factors affecting Alzheimer’s Disease and Associated Phenotypes Open
Single-cell RNA sequencing (scRNA-seq) has significantly advanced our understanding of Alzheimer’s disease and aging by revealing cellular heterogeneity and shifts in cell-type composition between diseased/old and healthy/young individuals…
View article: A unified framework for identification of cell-type-specific spatially variable genes in spatial transcriptomic studies
A unified framework for identification of cell-type-specific spatially variable genes in spatial transcriptomic studies Open
Characterizing cell-type-specific spatially variable genes (SVGs) within tissue context is essential for exploring the landscape of complex biological systems in spatial transcriptomic (ST) studies. In this paper, we present a unified fram…
View article: Recessive genomic and phenotypic variation in consanguineous families with cerebral palsy
Recessive genomic and phenotypic variation in consanguineous families with cerebral palsy Open
Cerebral palsy (CP) is a neurodevelopmental disorder of motor function, with genetic etiologies, particularly de novo variants, identified in approximately one-third of cases. The contribution of consanguinity – long-recognized as a CP ris…
View article: Spatial dynamics of brain development and neuroinflammation
Spatial dynamics of brain development and neuroinflammation Open
The ability to spatially map multiple layers of omics information across developmental timepoints enables exploration of the mechanisms driving brain development1, differentiation, arealization and disease-related alterations. H…
View article: PRIME: a database for 16S rRNA microbiome data with phenotypic reference and comprehensive metadata
PRIME: a database for 16S rRNA microbiome data with phenotypic reference and comprehensive metadata Open
PRIME (Phenotypic Reference for Integrated Microbiome Enrichment) is a curated and standardized database of human microbiome 16S rRNA amplicon sequencing data, designed to facilitate cross-study analysis, reproducibility, and phenotype-dri…
View article: Pdgfrα deficiency in islet β-cells up-regulates apoptosis of beta-cells and disturbs glucose metabolism in B6 mice
Pdgfrα deficiency in islet β-cells up-regulates apoptosis of beta-cells and disturbs glucose metabolism in B6 mice Open
Introduction Pancreatic β-cell dysfunction is a key contributor to the development of Type 2 Diabetes. The platelet-derived growth factor receptor α (PDGFRα) is known to play a crucial role in β-cell proliferation and expansion. However, i…
View article: UNICORN: Towards universal cellular expression prediction with a multi-task learning framework
UNICORN: Towards universal cellular expression prediction with a multi-task learning framework Open
Sequence-to-function analysis is a challenging task in human genetics, especially in predicting cell-type-specific multi-omic phenotypes from biological sequences such as individualized gene expression. Here, we present UNICORN, a computat…
View article: Beyond the Genotype: A Multi-Omic Analysis of APOEe4’s Role in Alzheimer’s Disease
Beyond the Genotype: A Multi-Omic Analysis of APOEe4’s Role in Alzheimer’s Disease Open
Alzheimer’s disease (AD) is characterized by widespread molecular dysregulation, with the APOEe4 allele recognized as its strongest genetic risk factor. However, the mechanisms by which APOEe4 drives distinct molecular changes – whether by…
View article: VISTA Uncovers Missing Gene Expression and Spatial-induced Information for Spatial Transcriptomic Data Analysis
VISTA Uncovers Missing Gene Expression and Spatial-induced Information for Spatial Transcriptomic Data Analysis Open
Characterizing cell activities within a spatially resolved context is essential to enhance our understanding of spatially-induced cellular states and features. While single-cell RNA-seq (scRNA-seq) offers comprehensive profiling of cells w…
View article: scGPD: single-cell informed gene panel design for targeted spatial transcriptomics
scGPD: single-cell informed gene panel design for targeted spatial transcriptomics Open
In targeted spatial transcriptomics technologies, a key challenge is to select an informative gene panel that captures the complexity of cellular and spatial heterogeneity within tissues. Many existing methods use prior knowledge or heuris…
View article: Incorporating additive genetic effects and linkage disequilibrium information to discover gene-environment interactions using BV-LDER-GE
Incorporating additive genetic effects and linkage disequilibrium information to discover gene-environment interactions using BV-LDER-GE Open
Uncovering environmental factors interacting with genetic factors to influence complex traits is important in genetic epidemiology and disease etiology. We introduce BiVariate Linkage-Disequilibrium Eigenvalue Regression for Gene-Environme…
View article: Radiomics-based machine learning for glioma grade classification: a multicenter study with SHapley Additive exPlanations interpretability analysis
Radiomics-based machine learning for glioma grade classification: a multicenter study with SHapley Additive exPlanations interpretability analysis Open
We successfully developed and validated a robust, interpretable radiomics-based model that accurately predicts glioma WHO grade preoperatively. Its promising performance across diverse datasets suggests potential for clinical translation, …
View article: HSP90 inhibitors in cancer immunotherapy: Therapeutic opportunities and challenges
HSP90 inhibitors in cancer immunotherapy: Therapeutic opportunities and challenges Open
Heat shock protein 90 (HSP90), a highly evolutionarily conserved molecular chaperone, plays critical roles in both physiological processes and disease pathogenesis, with particularly prominent involvement in cancer initiation and progressi…
View article: Thrombotic microangiopathy multidisciplinary assessment team: demographics, final diagnosis, treatment, and outcomes
Thrombotic microangiopathy multidisciplinary assessment team: demographics, final diagnosis, treatment, and outcomes Open
View article: Brain Functional-Structural Gradient Coupling Reflects Development, Behavior and Genetic Influences
Brain Functional-Structural Gradient Coupling Reflects Development, Behavior and Genetic Influences Open
Gradients are increasingly used to characterize the brain’s macroscale organization, offering low-dimensional representations of structural and functional connectivity. However, how structural-functional gradient coupling evolves during de…
View article: Knockoff procedure improves susceptibility gene identifications in conditional transcriptome-wide association studies
Knockoff procedure improves susceptibility gene identifications in conditional transcriptome-wide association studies Open
View article: Multi-Ancestry Transcriptome-wide Association Studies Uncover New Insights into Breast Cancer Genetics and Biology
Multi-Ancestry Transcriptome-wide Association Studies Uncover New Insights into Breast Cancer Genetics and Biology Open
Genome-wide association studies (GWAS) have identified over 200 genetic risk loci for breast cancer, yet the target genes in these loci remain largely unknown. To address this knowledge gap, we conducted a series of multi-ancestry transcri…
View article: spVelo: RNA velocity inference for multi-batch spatial transcriptomics data
spVelo: RNA velocity inference for multi-batch spatial transcriptomics data Open
RNA velocity has emerged as a powerful tool to interpret transcriptional dynamics and infer trajectory from snapshot datasets. However, current methods fail to utilize the spatial information inherent in spatial transcriptomics and lack sc…
View article: Improving polygenic risk prediction performance through integrating electronic health records by phenotype embedding
Improving polygenic risk prediction performance through integrating electronic health records by phenotype embedding Open
Large-scale biobanks provide comprehensive electronic health records (EHRs) that capture detailed clinical phenotypes, potentially enhancing disease risk prediction. However, traditional polygenic risk score (PRS) methods rely on simplifie…
View article: Correction: Latent profile analysis of anticipatory grief in family caregivers of patients with chronic heart failure and its influencing factors
Correction: Latent profile analysis of anticipatory grief in family caregivers of patients with chronic heart failure and its influencing factors Open
View article: Identification of multi-omic pleiotropy factors for peripheral artery disease
Identification of multi-omic pleiotropy factors for peripheral artery disease Open
Background: Peripheral artery disease (PAD) is prevalent and frequently co-occurs with type 2 diabetes (T2D) and coronary artery disease (CAD). Although shared genetic factors may contribute to these comorbidities, few studies have examine…
View article: spEMO: Leveraging Multi-Modal Foundation Models for Analyzing Spatial Multi-Omic and Histopathology Data
spEMO: Leveraging Multi-Modal Foundation Models for Analyzing Spatial Multi-Omic and Histopathology Data Open
Recent advances in pathology foundation models (PFMs), which are pretrained on large-scale histopathological images, have significantly accelerated progress in disease-centered applications. In parallel, spatial multi-omic technologies col…
View article: Incorporating local ancestry information to predict genetically associated DNA methylation in admixed populations
Incorporating local ancestry information to predict genetically associated DNA methylation in admixed populations Open
Methylome-wide association studies (MWASs) have identified many 5′-cytosine-phosphate-guanine-3′ (CpG) sites associated with complex traits. Several methods have been developed to predict CpG methylation levels from genotypes when the dire…
View article: Multi - scale perspective on hydrothermal treatment dewatering of lignite: Synergistic regulation of structural evolution and lightening of pyrolysis tar
Multi - scale perspective on hydrothermal treatment dewatering of lignite: Synergistic regulation of structural evolution and lightening of pyrolysis tar Open
View article: Correction: Single-nucleus RNA sequencing reveals distinct pathophysiological trophoblast signatures in spontaneous preterm birth subtypes
Correction: Single-nucleus RNA sequencing reveals distinct pathophysiological trophoblast signatures in spontaneous preterm birth subtypes Open
View article: Robust pleiotropy-decomposed polygenic scores identify distinct contributions to elevated coronary artery disease polygenic risk
Robust pleiotropy-decomposed polygenic scores identify distinct contributions to elevated coronary artery disease polygenic risk Open
Background Polygenic risk score (PRS) have proved to offer robust risk prediction for coronary artery disease (CAD). However, the global CAD PRS summarizes the joint effects of all the markers in the genome, masking potential genetic heter…
View article: Almost Free Enhancement of Multi-Population PRS: From Data-Fission to Pseudo-GWAS Subsampling
Almost Free Enhancement of Multi-Population PRS: From Data-Fission to Pseudo-GWAS Subsampling Open
Many multi-population polygenic risk score (PRS) methods have been proposed to improve prediction accuracy in underrepresented populations; however, no single method outperforms other methods across all data scenarios. Although integrating…
View article: Single-cell transcriptomic and chromatin dynamics of the human brain in PTSD
Single-cell transcriptomic and chromatin dynamics of the human brain in PTSD Open
View article: Leveraging pleiotropy to improve genetic risk prediction across diseases
Leveraging pleiotropy to improve genetic risk prediction across diseases Open
Background Polygenic scores (PGSs) have shown promise in predicting disease risk, but their predictive accuracy remains limited for many complex diseases. Leveraging the shared genetic architecture among correlated traits may improve predi…
View article: A perspective on developing foundation models for analyzing spatial transcriptomic data
A perspective on developing foundation models for analyzing spatial transcriptomic data Open
Do we need a foundation model (FM) for spatial transcriptomic analysis? To answer this question, we prepared this perspective as a primer. We first review the current progress of developing FMs for modeling spatial transcriptomic data and …