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  1. Article

    Open Access

    Smoking-informed methylation and expression QTLs in human brain and colocalization with smoking-associated genetic loci

    Smoking is a leading cause of preventable morbidity and mortality. Smoking is heritable, and genome-wide association studies (GWASs) of smoking behaviors have identified hundreds of significant loci. Most GWAS...

    Megan Ulmer Carnes, Bryan C. Quach, Linran Zhou, Shizhong Han in Neuropsychopharmacology (2024)

  2. Article

    Open Access

    Analysis of gene expression in the postmortem brain of neurotypical Black Americans reveals contributions of genetic ancestry

    Ancestral differences in genomic variation affect the regulation of gene expression; however, most gene expression studies have been limited to European ancestry samples or adjusted to identify ancestry-indepe...

    Kynon J. M. Benjamin, Qiang Chen, Nicholas J. Eagles in Nature Neuroscience (2024)

  3. Article

    Open Access

    Prioritization of potential causative genes for schizophrenia in placenta

    Our earlier work has shown that genomic risk for schizophrenia converges with early life complications in affecting risk for the disorder and sex-biased neurodevelopmental trajectories. Here, we identify speci...

    Gianluca Ursini, Pasquale Di Carlo, Sreya Mukherjee, Qiang Chen in Nature Communications (2023)

  4. Article

    Open Access

    A self-inspected adaptive SMOTE algorithm (SASMOTE) for highly imbalanced data classification in healthcare

    In many healthcare applications, datasets for classification may be highly imbalanced due to the rare occurrence of target events such as disease onset. The SMOTE (Synthetic Minority Over-sampling Technique) a...

    Tanapol Kosolwattana, Chenang Liu, Renjie Hu, Shizhong Han, Hua Chen in BioData Mining (2023)

  5. Article

    Open Access

    A multimodal deep learning model to infer cell-type-specific functional gene networks

    Functional gene networks (FGNs) capture functional relationships among genes that vary across tissues and cell types. Construction of cell-type-specific FGNs enables the understanding of cell-type-specific fun...

    Shiva Afshar, Patricia R. Braun, Shizhong Han, Ying Lin in BMC Bioinformatics (2023)

  6. No Access

    Article

    Molecular phenotypes associated with antipsychotic drugs in the human caudate nucleus

    Antipsychotic drugs are the current first-line of treatment for schizophrenia and other psychotic conditions. However, their molecular effects on the human brain are poorly studied, due to difficulty of tissue...

    Kira A. Perzel Mandell, Nicholas J. Eagles, Amy Deep-Soboslay in Molecular Psychiatry (2022)

  7. Article

    Open Access

    Genome-wide sequencing-based identification of methylation quantitative trait loci and their role in schizophrenia risk

    DNA methylation (DNAm) is an epigenetic regulator of gene expression and a hallmark of gene-environment interaction. Using whole-genome bisulfite sequencing, we have surveyed DNAm in 344 samples of human postm...

    Kira A. Perzel Mandell, Nicholas J. Eagles, Richard Wilton in Nature Communications (2021)

  8. Article

    Open Access

    Effect of selection bias on two sample summary data based Mendelian randomization

    Mendelian randomization (MR) is becoming more and more popular for inferring causal relationship between an exposure and a trait. Typically, instrument SNPs are selected from an exposure GWAS based on their su...

    Kai Wang, Shizhong Han in Scientific Reports (2021)

  9. Article

    Open Access

    Genome-wide DNA methylation comparison between live human brain and peripheral tissues within individuals

    Differential DNA methylation in the brain is associated with many psychiatric diseases, but access to brain tissues is essentially limited to postmortem samples. The use of surrogate tissues has become common ...

    Patricia R. Braun, Shizhong Han, Benjamin Hing in Translational Psychiatry (2019)

  10. No Access

    Chapter and Conference Paper

    Volumetric Attention for 3D Medical Image Segmentation and Detection

    A volumetric attention (VA) module for 3D medical image segmentation and detection is proposed. VA attention is inspired by recent advances in video processing, enables 2.5D networks to leverage context inform...

    Xudong Wang, Shizhong Han, Yunqiang Chen in Medical Image Computing and Computer Assis… (2019)

  11. Article

    Open Access

    Genome-wide association study of seasonal affective disorder

    Family and twin studies have shown a genetic component to seasonal affective disorder (SAD). A number of candidate gene studies have examined the role of variations within biologically relevant genes in SAD su...

    Kwo Wei David Ho, Shizhong Han, Jakob V. Nielsen in Translational Psychiatry (2018)

  12. Article

    Open Access

    Identifying noncoding risk variants using disease-relevant gene regulatory networks

    Identifying noncoding risk variants remains a challenging task. Because noncoding variants exert their effects in the context of a gene regulatory network (GRN), we hypothesize that explicit use of disease-rel...

    Long Gao, Yasin Uzun, Peng Gao, Bing He, **aoke Ma, Jiahui Wang in Nature Communications (2018)

  13. Article

    Open Access

    GLITTER: a web-based application for gene link inspection through tissue-specific coexpression

    Accumulating evidence supports the polygenic nature of most complex diseases, suggesting the involvement of many susceptibility genes with small effect sizes. Although hundreds of genes may underlie the geneti...

    **angtao Liu, Pengfei Yu, Chao Cheng, James B. Potash, Shizhong Han in Scientific Reports (2016)

  14. No Access

    Article

    Generalized machine learning technique for automatic phase attribution in time variant high-throughput experimental studies

    Phase identification is an arduous task during high-throughput processing experiments, which can be exacerbated by the need to reconcile results from multiple measurement techniques to form a holistic understa...

    Jonathan Kenneth Bunn, Shizhong Han, Yan Zhang, Yan Tong in Journal of Materials Research (2015)

  15. No Access

    Article

    Association of the HTR2A gene with alcohol and heroin abuse

    Positive genetic associations of rs6313 (102T/C at exon 1) and rs6311 (−1438A/G) on the 5-hydroxytryptamine (serotonin) 2A receptor gene (HTR2A or 5-HT2A) were reported for alcohol and drug abuse; however, other ...

    Jian Cao, **angtao Liu, Shizhong Han, Clarence K. Zhang, Zongzhi Liu in Human Genetics (2014)

  16. Chapter and Conference Paper

    Feature Disentangling Machine - A Novel Approach of Feature Selection and Disentangling in Facial Expression Analysis

    Studies in psychology show that not all facial regions are of importance in recognizing facial expressions and different facial regions make different contributions in various facial expressions. Motivated by ...

    ** Liu, Joey Tianyi Zhou, Ivor Wai-Hung Tsang, Zibo Meng in Computer Vision – ECCV 2014 (2014)

  17. No Access

    Article

    Ordered subset linkage analysis based on admixture proportion identifies new linkage evidence for alcohol dependence in African-Americans

    Genetic heterogeneity could reduce the power of linkage analysis to detect risk loci for complex traits such as alcohol dependence (AD). Previously, we performed a genomewide linkage analysis for AD in African...

    Shizhong Han, Joel Gelernter, Henry R. Kranzler, Bao-Zhu Yang in Human Genetics (2013)

  18. Article

    A Genomewide Linkage Scan of Cocaine Dependence and Major Depressive Episode in Two Populations

    Cocaine dependence (CD) and major depressive episode (MDE) frequently co-occur with poorer treatment outcome and higher relapse risk. Shared genetic risk was affirmed; to date, there have been no reports of ge...

    Bao-Zhu Yang, Shizhong Han, Henry R Kranzler, Lindsay A Farrer in Neuropsychopharmacology (2011)

  19. Article

    A genomewide ordered-subset linkage analysis for alcohol dependence in African-Americans

    Shizhong Han, Bao-Zhu Yang, Henry R Kranzler, Joel Gelernter in Genome Biology (2010)

  20. No Access

    Chapter and Conference Paper

    Transmission: A New Feature for Computer Vision Based Smoke Detection

    A novel and effective approach is proposed in this paper to detect smoke using transmission from image or video frame. Inspired by the airlight-albedo ambiguity model, we introduce the concept of transmission ...

    Chengjiang Long, Jianhui Zhao, Shizhong Han in Artificial Intelligence and Computational … (2010)

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