SINGLE-CELL MULTI-OMIC APPROACHES TO MECHANISTICALLY CHARACTERIZE PSYCHIATRIC DISORDER RISK LOCI IN THE HUMAN BRAIN
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Principal Investigator: Chongyuan Luo Organization: UNIVERSITY OF CALIFORNIA LOS ANGELES Fiscal Year: 2024 Award: $739,969 Funding agency: National Institute of Mental Health PROJECT SUMMARY Large-scale genome-wide association studies (GWAS) have identified between a handful to hundreds of risk loci for each major type of neuropsychiatric disorders. One of the main challenges for the post-GWAS era is to determine the causal variants and dissect the regulatory mechanism in each of the risk loci. The analysis of causal genetic mechanisms for psychiatric diseases is confounded by the highly heterogeneous brain structures and cell types. We hypothesize that brain regions and cell types are selectively vulnerable to mental disorders and cell-type-specific gene regulation underlies such selectivity. In this proposed project, we aim to determine the causal probability of individual genetic variants with high spatial resolution with respect to brain regions and cell types. To this end, we will generate a unique dataset of single-nucleus joint profiling of chromatin conformation and DNA methylation (sn-m3C-seq) for 10 adult brain regions, allowing the cell-type-specific identification of regulatory elements, enhancer-gene looping and linking non-coding variants to their regulatory target. To further identify the genetic mechanisms for cell-type-specific regulation of gene expression, we will develop and apply cutting-edge statistical methods to existing and newly generated population single-nucleus RNA-seq datasets for the human brain cortex and hippocampus. We will develop CONtexT spEcific geNeTics (CONTENT) to distinguish tissue- or cell-type-specific from the tissue-shared genetic component of gene expression regulation. We will also apply the recently developed PopuLation Allele-Specific MApping (PLASMA) that integrates QTL and allele-specific QTL for regulatory variant fine-mapping. To validate our findings, we will experimentally determine the function of non-coding variants using both high-throughput CRISPR interference and precise variant replacement experiments, as well as apply orthogonal statistical approaches to link the functional properties of variants to disease causality. Our proposed project integrates diverse approaches including single-cell multi-omics, statistical fine-mapping, and genetic engineering and will likely provide new insights into the genetic mechanism of mental disorders. Terms: <21+ years old><ASD><Adopted><Adult><Adult Human><Alleles><Allelomorphs><Ammon Horn><Assay><Autism><Autistic Disorder><BRAIN initiative><Bioassay><Biological Assay><Body Tissues><Brain><Brain Nervous System><Brain Research through Advancing Innovative Neurotechnologies initiative><Brain region><CRISPR><CRISPR approach><CRISPR based approach><CRISPR interference><CRISPR method><CRISPR methodology><CRISPR technique><CRISPR technology><CRISPR tools><CRISPR-CAS-9><CRISPR-based method><CRISPR-based technique><CRISPR-based technology><CRISPR-based tool><CRISPR-dCas9-mediated repression><CRISPR/CAS approach><CRISPR/Cas method><CRISPR/Cas system><CRISPR/Cas technology><CRISPR/Cas9><CRISPR/Cas9 technology><CRISPR/dCas9 interference><CRISPR/dCas9-mediated transcriptional inhibition><CRISPRi><Cas nuclease technology><Causality><Cell Body><Cell Line><Cell Nucleus><CellLine><Cells><Censuses><Chromatin><Chromosome Mapping><Clustered Regularly Interspaced Short Palindromic Repeats><Clustered Regularly Interspaced Short Palindromic Repeats approach><Clustered Regularly Interspaced Short Palindromic Repeats interference><Clustered Regularly Interspaced Short Palindromic Repeats method><Clustered Regularly Interspaced Short Palindromic Repeats methodology><Clustered Regularly Interspaced Short Palindromic Repeats technique><Clustered Regularly Interspaced Short Palindromic Repeats technology><Complex><Cornu Ammonis><Coupled><DNA Methylation><DNA Sequence><DNA methylation profiling><Data Set><Disease><Disorder><Early Infantile Autism><Encephalon><Enhancers><Etiology><Functional RNA><GWA study><GWAS><Gene Action Regulation><Gene Expression Regulation><Gene Localization><Gene Mapping><Gene Mapping Genetics><Gene Regulation><Gene Regulation Process><Gene variant><Genes><Genetic><Genetic Engineering><Genetic Engineering Biotechnology><Genetic Engineering Molecular Biology><Genomic Segment><Goals><Hippocampus><Human><Individual><Infantile Autism><Isoforms><Joints><Kanner's Syndrome><Link><Linkage Mapping><Maps><Measurement><Mediating><Mental disorders><Mental health disorders><Methods><Methyl-Seq><MethylSeq><Methylation><Methylation sequencing><Modern Man><Molecular><Molecular Configuration><Molecular Conformation><Molecular Stereochemistry><Neural Stem Cell><Non-Coding><Non-Coding RNA><Non-translated RNA><Noncoding RNA><Nontranslated RNA><Nucleus><Phenotype><Population><Probability><Property><Protein Isoforms><Psychiatric Disease><Psychiatric Disorder><QTL><Quantitative Trait Loci><Recombinant DNA Technology><Regulation><Regulatory Element><Resolution><Risk><Risk-associated variant><Schizophrenia><Schizophrenic Disorders><Single-Nucleus Sequencing><Statistical Methods><Strains Cell Lines><Structure><Technology><Testing><Tissues><Total Human and Non-Human Gene Mapping><Transcription Alteration><Transcription Regulation><Transcriptional Control><Transcriptional Regulation><Untranslated RNA><Variant><Variation><adulthood><allele variant><allelic variant><autism spectral disorder><autism spectrum disorder><autistic spectrum disorder><brain cell><causal allele><causal gene><causal mutation><causal variant><causation><causative mutation><causative variant><cell type><conformation><conformational><conformational state><conformationally><conformations><cultured cell line><dementia praecox><disease causation><disease risk><disorder risk><epigenomics><experiment><experimental research><experimental study><experiments><genetic mapping><genetic variant><genetically engineered><genome scale><genome segment><genome wide association><genome wide association scan><genome wide association studies><genome wide association study><genome-wide><genomewide><genomewide association scan><genomewide association studies><genomewide association study><genomic region><genomic variant><global gene expression><global transcription profile><hippocampal><improved><insight><mental illness><multiomics><multiple omics><nerve stem cell><neural precursor><neural precursor cell><neural progenitor><neural progenitor cells><neuron progenitors><neuronal progenitor><neuronal progenitor cells><neuronal stem cells><neuroprogenitor><neuropsychiatric disease><neuropsychiatric disorder><noncoding><novel><panomics><pleiotropic effect><pleiotropism><pleiotropy><polygenic risk score><psychiatric genomics><psychiatric illness><psychological disorder><repair><repaired><repressing CRISPR-dCas9 system><resolutions><risk allele><risk gene><risk genotype><risk loci><risk locus><risk variant><sNuc-Seq><schizophrenic><single nucleus RNA-sequencing><single nucleus seq><single-nucleus RNA-seq><snRNA sequencing><snRNA-seq><statistic methods><trait><transcriptome><transcriptomics><whole genome association analysis><whole genome association studies><whole genome association study>