Regulators of Cancer Immunotherapy Response
Regulators of Cancer Immunotherapy Response
批准号:
10251015
负责人:
MYLES A BROWN
金额:
$60.44万
依托单位:
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:
2019-05-15 至 2023-04-30
关键词:
4T1ATAC-seqAntigen PresentationBig DataBiological MarkersBiological Response ModifiersCD8-Positive T-LymphocytesCRISPR screenCRISPR/Cas technologyCT26CTLA4 geneCell-Mediated CytolysisCellsChromatin Remodeling FactorClinicalClustered Regularly Interspaced Short Palindromic RepeatsCollectionColon CarcinomaComputational BiologyComputer ModelsComputing MethodologiesCustomDataDevelopmentExclusionFunctional disorderGene ExpressionGenesHodgkin DiseaseImmuneImmune System DiseasesImmunologic MarkersImmunologyImmunotherapyIndividualInterferon Type IIKnock-outLibrariesLung NeoplasmsMachine LearningMalignant NeoplasmsMalignant neoplasm of lungMediatingMicrosatellite InstabilityMinorityModelingMolecularMusMutationNamesPatientsPerformanceRegulator GenesRenal carcinomaSamplingScreening for cancerStatistical ModelsT-LymphocyteTechniquesTrainingTumor EscapeTumor-infiltrating immune cellsanti-CTLA4anti-PD-1basecancer cellcancer immunotherapycancer therapycancer typecohortcytokinedata miningdeep learningepigenomicsfunctional genomicsgenetic signaturegenome-wideimmune checkpoint blockadeimmune checkpoint blockersimprovedin vivoinsightlearning strategymachine learning algorithmmalignant breast neoplasmmelanomamouse modelneoplastic cellnovelpatient responsepatient subsetspredictive markerprogrammed cell death ligand 1responseresponse biomarkersingle-cell RNA sequencingsuccesstranscriptometreatment responsetumortumor immunologytumor-immune system interactionsweb server
中文摘要
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英文摘要
PROJECT SUMMARY
Despite enormous success in treating several types of cancer, immune checkpoint blocker (ICB) therapy still
only shows efficacies in a subset of patients. Identifying novel regulators of immunotherapy response as well
as improving the response rate of cancer immunotherapies remain open questions. Recently, we used
CRISPR screens in mouse models to investigate T-cell infiltration, proliferation, and killing efficacy, and
identified PBAF of the SWI/SNF chromatin remodeling complex as one novel regulator of T-cell mediated
cytotoxicity. We also developed a computational model, TIDE, to identify gene signatures of CD8 T-cell
dysfunction in immune hot tumors and T-cell exclusion in immune cold tumors. The resulting signatures,
computed from tumor profiles in non-immunotherapy setting, show promising results in predicting melanoma
and lung cancer patient response to immune checkpoint blockade based on pre-treatment tumor expression
profiles.
This proposed project aims to improve the TIDE biomarkers, identify novel regulators, and elucidate their
mechanisms underlying ICB response. In Aim 1, we will develop machine learning approaches on large
collection of clinical tumor transcriptome profiles from non-ICB settings to refine the TIDE predictive biomarker
of ICB response, and develop a web server to comprehensively evaluate different ICB response biomarkers in
all the available ICB cohorts. In Aim 2, we will conduct in vivo CRISPR screens in mouse syngeneic tumor
models to identify cancer-cell intrinsic regulators of ICB response, which can serve as novel targets to improve
ICB response. In Aim 3, we will elucidate the mechanism underlying two novel regulators of ICB response and
characterize their effects on the tumor immune microenvironment using single-cell RNA-seq, single-cell ATAC-
seq, and computational modeling. Our investigative team has combined expertise in computational
methodology
immunotherapy.
immunology
and big data mining, functional genomics profiling
Our proposed studies, if successfully executed,
and translational benefits to cancer immunotherapy.
and screening, cancer immunology and
could provide new insights into cancer
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
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Targeting Mechanisms of Endocrine Resistance in Breast Cancer
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Large-Scale In Vivo Functional Characterization of the Human Cistrome
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批准号:9131776
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Large-Scale In Vivo Functional Characterization of the Human Cistrome
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Defining the epigenetic landscape in human prostate cancer
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Epigenetics of Hormone Signaling in Breast Development and Cancer
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Androgens, Androgen Receptor Signaling and Breast Carcinogenesis
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批准号:8607753
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财政年份:2013
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Epigenetic Reprogramming of AR Function in CRPC
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财政年份:2013
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依托单位:
Project 4: Identification of Essential Genes Underlying AR Activity in Antagonist-Resistant CRPC
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批准号:10363641
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项目类别:
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资助金额:$37.05万
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财政年份:2013
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Recruitment of Stromal Cells to Mammary Tumors
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批准号:8215973
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项目类别:
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财政年份:2011
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依托单位:
Comprehensive Analysis of Estrogen Receptor Genomic Action
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批准号:8009175
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项目类别:
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依托单位:
Estrogen Signaling in Breast Development and Cancer
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批准号:7617417
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项目类别:
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依托单位:
Comprehensive Analysis of Estrogen Receptor Genomic Action
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批准号:7197213
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The Androgen Receptor in Hormone Refractory Disease
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财政年份:2007
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依托单位:
Comprehensive Analysis of Estrogen Receptor Genomic Action
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Comprehensive Analysis of Estrogen Receptor Genomic Action
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资助金额:$55.42万
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财政年份:2007
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负责人:MYLES A BROWN
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依托单位:
国内基金
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