Unraveling the influence of genetic subtype on spatial configurations of tissue and immune compartment composition in clear cell renal cell carcinoma
揭示遗传亚型对透明细胞肾细胞癌组织和免疫区室组成空间配置的影响
基本信息
- 批准号:10439647
- 负责人:
- 金额:$ 2.68万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2020
- 资助国家:美国
- 起止时间:2020-07-01 至 2023-03-31
- 项目状态:已结题
- 来源:
- 关键词:AddressAutomobile DrivingBiologyBiopsy SpecimenBlood VesselsCause of DeathCellsCharacteristicsChromosome abnormalityChromosomesClear cell renal cell carcinomaClinicalClinical ManagementClinical ResearchCoupledDisease ManagementDisease ProgressionEpigenetic ProcessEventGene ExpressionGene Expression ProfileGene MutationGeneticHistologicHistopathologic GradeImageImage AnalysisImmuneImmune EvasionImmunotherapyInflammatoryInvestigationKnowledgeLearningLongitudinal StudiesMalignant NeoplasmsMeasurementModelingMolecularMutationNeoplasm MetastasisNuclear GradeOutcomePatient-Focused OutcomesPatientsPatternPhenotypePopulationPrognosisProtein Tyrosine KinasePublicationsRNARenal Cell CarcinomaRenal carcinomaResistanceRoleSamplingSlideStructureThe Cancer Genome AtlasTherapeutic InterventionTissuesTumor SubtypeTumor-infiltrating immune cellsVariantVascular Endothelial Growth FactorsWorkautoencoderclinical decision-makingclinical prognosisclinically relevantcohorthuman diseaseimmune checkpoint blockadeinsightlymphatic InvasionmRNA Expressionmouse modelneoplastic cellpredict clinical outcomeprogramssingle-cell RNA sequencingtherapy resistanttumortumor microenvironmentvascular factorwhole slide imaging
项目摘要
Abstract
Clear cell renal cell carcinoma (ccRCC) is a highly vascularized and immune infiltrated cancer,
and is responsible for the majority of deaths caused by kidney cancer. Notably, ccRCC is
defined by clear mutational events, starting with VHL loss, and followed by loss of an epigenetic
regulator (e.g. BAP1, PBRM1) on chromosome 3p. While clinical studies have associated BAP1
driven tumors with worse prognosis relative to PBRM1 driven cases, at present histological
grade is the only feature distinguishing these subtypes. Moreover, attempts to study the gene
expression characteristics of renal cell carcinoma have been limited to tumor cells, leaving the
precise role of the immune compartment in disease progression uncharacterized, especially in
relation to genetic driver subtype. Here, I present a set of complementary approaches to
examine the relationship between genetic subtype and phenotype in ccRCC at the tissue and
molecular levels. In Aim 1, I will develop a model to create condensed representations of
ccRCC slide images to identify underlying spatial configurations of tissue, and how they vary
across BAP1 and PBRM1 driven tumors. In Aim 2, I will focus on the immune compartment —
the infiltrating and bordering immune populations of the tumor, and will identify patterns of gene
expression associated with both intrinsic and acquired resistance to immunotherapy. This work
stands to provide clarity on the relationship between driving genetic events and fundamental
renal cell carcinoma biology, and consequently has the potential to immediately impact clinical
decision making.
抽象的
透明细胞肾细胞癌(ccRCC)是一种高度血管化和免疫浸润的癌症,
肾癌造成的大部分死亡都是由它造成的。值得注意的是,ccRCC 是
由明确的突变事件定义,从 VHL 丢失开始,然后是表观遗传丢失
染色体 3p 上的调节因子(例如 BAP1、PBRM1)。虽然临床研究表明 BAP1
相对于PBRM1驱动的病例,驱动的肿瘤预后更差,目前的组织学
等级是区分这些亚型的唯一特征。此外,还尝试研究该基因
肾细胞癌的表达特征仅限于肿瘤细胞,因此
免疫区室在疾病进展中的精确作用尚未表征,特别是在
与遗传驱动亚型的关系。在这里,我提出了一套补充方法
检查组织中 ccRCC 的遗传亚型和表型之间的关系
分子水平。在目标 1 中,我将开发一个模型来创建以下内容的压缩表示:
ccRCC 幻灯片图像可识别组织的潜在空间配置及其变化方式
跨 BAP1 和 PBRM1 驱动的肿瘤。在目标 2 中,我将重点关注免疫区室 —
肿瘤的浸润和边界免疫群体,并将识别基因模式
表达与免疫治疗的内在和获得性耐药相关。这部作品
旨在阐明驱动遗传事件和基本原理之间的关系
肾细胞癌生物学,因此有可能立即影响临床
决策。
项目成果
期刊论文数量(1)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
Building Tools for Machine Learning and Artificial Intelligence in Cancer Research: Best Practices and a Case Study with the PathML Toolkit for Computational Pathology.
- DOI:10.1158/1541-7786.mcr-21-0665
- 发表时间:2022-03
- 期刊:
- 影响因子:0
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Jackson Nyman其他文献
Jackson Nyman的其他文献
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{{ truncateString('Jackson Nyman', 18)}}的其他基金
Unraveling the influence of genetic subtype on spatial configurations of tissue and immune compartment composition in clear cell renal cell carcinoma
揭示遗传亚型对透明细胞肾细胞癌组织和免疫区室组成空间配置的影响
- 批准号:
10159075 - 财政年份:2020
- 资助金额:
$ 2.68万 - 项目类别:
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