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Combining genome, function, and phenotype to define the cell type specific gene regulatory architecture of idiopathic pulmonary fibrosis

Combining genome, function, and phenotype to define the cell type specific gene regulatory architecture of idiopathic pulmonary fibrosis
结合基因组、功能和表型来定义特发性肺纤维化的细胞类型特异性基因调控架构
批准号:
10323001
负责人:
Nicholas Eli Banovich
金额:
$70.13万
依托单位国家:
美国
项目类别:
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-01-01 至 2023-12-31
关键词:
AddressAdultAffectAllelesAmericanArchitectureAreaAutomobile DrivingBackBioinformaticsBiological AssayCell CountCell Culture SystemCellsCellular biologyCharacteristicsChromiumClinicalClinical TrialsCollagenComputing MethodologiesDataData SetDevelopmentDiagnosisDiseaseDisease OutcomeDisease PathwayDisease ProgressionDistalElderlyEnvironmental Risk FactorFDA approvedGene ExpressionGene Expression ProfileGenesGeneticGenetic TranscriptionGenetic VariationGenomeGenomicsGenotypeGraphHeterogeneityHumanIn VitroIndividualInterstitial Lung DiseasesLengthLungMUC5B geneMediator of activation proteinMedical GeneticsMessenger RNAMolecularMolecular BiologyMolecular ProfilingMutationOrganoidsOutcomePathogenesisPathologicPathologyPathway AnalysisPathway interactionsPatientsPatternPeripheral Blood Mononuclear CellPhasePhenotypePrimary Cell CulturesProcessProductionPulmonary FibrosisQuality of lifeRegulator GenesResolutionRespiratory FailureRoleSamplingSingle Nucleotide PolymorphismStructure of parenchyma of lungSystemTechnologyTelomeraseValidationVariantWorkbasecell typeclinical careclinical heterogeneityclinically relevantdisease heterogeneitydisease natural historydisease phenotypegene regulatory networkgenetic predictorsgenetic variantgenome wide association studygenome-wideidiopathic pulmonary fibrosisimprovedinnovationmRNA sequencingmiddle agenew technologynovelperipheral bloodprogramspulmonary functionsingle-cell RNA sequencingsuccesstargeted treatmenttelomeretranscriptometranscriptomics

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Project Summary Idiopathic pulmonary fibrosis (IPF) is the most common and severe form of interstitial lung disease. IPF occurs in middle-aged and older adults and affects over 50,000 Americans each year. Most IPF patients die from respiratory failure within five years of diagnosis. The current therapies target downstream disease mechanisms, and while they modestly slow the decline in lung function, they have not been shown to improve survival or quality of life for IPF patients. There is considerable heterogeneity of clinical outcomes among IPF patients, and we believe this heterogeneity is due to distinct mechanisms and programs involved in disease initiation that culminate in a common a pathology of end-stage lung fibrosis. As such, the development of transformative treatments hinges on our ability to better understand and target “upstream” disease mechanisms. However, progress to this end has been held back by the limited study of the cell types and molecular changes initiating IPF pathogenesis. Novel technologies have recently been developed that enable quantification of mRNA levels in individual cells to be performed in a parallel, high throughput manner (scRNA- seq). Our proposed studies will leverage these technologies and the heterogeneity of the disease within the IPF lung to determine the mechanisms and mediators that underlie the early pathogenesis of IPF. We will use scRNA-seq to determine the gene expression profiles and programs in non-fibrotic control lungs (n=50), and paired, differentially affected regions of IPF lungs (n=100, paired distal, more fibrotic, vs. proximal, less fibrotic samples). We will use computational methods to group cells into putative cell types based on transcriptional similarity and canonical marker gene expression. We will then quantify the relative abundance of each cell type in these different disease states, and use innovative bioinformatic approaches to determine the gene expression programs that drive different phases of disease pathogenesis. Then, to determine the role of genetic variation in regulating these disease pathways, we will utilize the inter-individual genetic variation present in our sample to identify single nucleotide polymorphisms that are associated with gene expression changes (eQTLs) in each independent cell type. Next, to begin to interrogate the mechanisms underlying disease heterogeneity, we will determine cell-type specific gene expression changes that are associated with genetic predictors of disease outcome (MUC5B genotype, peripheral blood telomere length). Finally, we will define novel disease endotypes based on cell type specific gene expression patterns. The localization and spatial patterns of identified genes will be determined using matched FFPE samples, and key findings will be validated in primary cell/organoid culture systems. This work will generate the most comprehensive molecular characterization of healthy and IPF lungs, and promises to answer fundamental questions about cell types, genetic variants, and gene expression changes driving the idiopathic pulmonary fibrosis pathogenesis.
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Integrated analysis of multi-omic QTLs at single cell resolution
Integrated analysis of multi-omic QTLs at single cell resolution
Combining genome, function, and phenotype to define the cell type specific gene regulatory architecture of idiopathic pulmonary fibrosis
Genetic Factors Governing Inter-individual Variation to Oxidative Stress Response
  • 批准号:
    8525576
  • 项目类别:
  • 资助金额:
    $4.22万
  • 财政年份:
    2014
  • 负责人:
    Nicholas Eli Banovich
  • 依托单位:
海外基金