Interrogation of the Impact of Selection on the Evolution of Human Pancreatic Cancer Precursor Lesions
Interrogation of the Impact of Selection on the Evolution of Human Pancreatic Cancer Precursor Lesions
批准号:
10703414
负责人:
Elana Judith Fertig
金额:
$53.11万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2022
资助国家:
美国
项目状态:
未结题
起止时间:
2022-09-15 至 2027-08-31
关键词:
3-DimensionalAlgorithmic AnalysisArchitectureAutomobile DrivingBayesian ModelingBiological AssayBiological ModelsCancer EtiologyCellsCessation of lifeClonal EvolutionComplementComputing MethodologiesDNADNA IntegrationDNA Sequence AlterationDNA analysisDNA sequencingDataDevelopmentDiseaseEarly DiagnosisEventEvolutionExcisionExperimental ModelsFoundationsGene Expression ProfileGeneticGenetic HeterogeneityGenetic TranscriptionGenomic SegmentGenomicsGoalsGrowth FactorHigh grade dysplasiaHumanHypoxiaIn VitroInvestigationKnowledgeLesionMalignant NeoplasmsMalignant neoplasm of pancreasMediatingMediationMethodsModelingMolecularMolecular AnalysisMolecular ComputationsMucinous NeoplasmMultiomic DataMutationNucleotidesOrganoidsPancreasPapillaryPathway interactionsPatternPositioning AttributePremalignant CellPrevention approachProcessPrognosisRNAResearchRoleSamplingSiteSpecimenSystemTimeTissue SampleTranscriptional RegulationTransforming Growth Factor betaUnited StatesValidationVariantWood materialcancer invasivenesscell growth regulationcohortcomputer frameworkdata integrationdeprivationgenetic signaturegenome sequencinghuman modelhuman tissuein silicoinnovationinsightmolecular dynamicsmultiple omicsnovelpancreatic neoplasmpancreatic tumorigenesispremalignantpressurepreventsingle cell analysissingle-cell RNA sequencingsupervised learningtranscriptome sequencingtranscriptomicstumortumor heterogeneitytumor progressionwhole genome
中文摘要
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英文摘要
Project Summary
Pancreatic cancer arises from precancerous lesions that are curable if detected and treated early enough.
Recent multi-region genomic analyses of one type of precancerous pancreatic lesion, intraductal papillary
mucinous neoplasm (IPMN), suggest unique evolutionary and selective pressures in IPMNs compared to
invasive cancers, underscoring the potential importance of selection in the progression of precancerous
lesions. We propose to characterize the role of selective forces in IPMNs using comprehensive molecular
analyses and computational data integration of both human IPMN tissue samples and organoid cultures. We
will determine the molecular features of progressed subclones in human IPMN samples using multi-region
whole genome sequencing and RNA-sequencing. In addition, we will develop and apply novel multi-omics
computational methods to integrate DNA and RNA-sequencing data to delineate selective forces in human
IPMNs. We will determine the function of progressed clones identified by whole genome DNA sequencing with
gene signatures inferred from bulk transcriptional data in a new semi-supervised framework. We will then
employ a three-dimensional in vitro organoid culture model of human IPMN cells to characterize the relative
contributions of selective pressures over time. We will use combined DNA sequencing and single-cell RNA-
sequencing to identify gene expression signatures of progressed subclones in our organoid model, further
adapting our computational framework to single cell RNA-sequencing data. Taken together, the proposed
studies combine direct analysis of human tissue samples and manipulation of human precancerous cells in
three-dimensional culture with novel multi-omics computational integration to greatly expand our knowledge of
the role of selection in pancreatic cancer precursor lesions.
期刊论文(1)
专著(0)
科研奖励(0)
会议论文
DOI:
--
发表时间:
2024
期刊:
ArXiv
影响因子:
--
作者:
[Lai,Jiaying, Liu,Yunzhou, Scharpf,RobertB, Karchin,Rachel]
通讯作者:
Karchin,Rachel
Multiscale Computational Oncology Research Core
-
批准号:10518940
-
项目类别:
-
资助金额:$24.55万
-
财政年份:2022
-
负责人:Elana Judith Fertig
-
依托单位:
Data Analysis Core
-
批准号:10556891
-
项目类别:
-
资助金额:$21.62万
-
财政年份:2022
-
负责人:Elana Judith Fertig
-
依托单位:
Data Analysis Core
-
批准号:10673121
-
项目类别:
-
资助金额:$22.09万
-
财政年份:2022
-
负责人:Elana Judith Fertig
-
依托单位:
Interrogation of the Impact of Selection on the Evolution of Human Pancreatic Cancer Precursor Lesions
-
批准号:10556018
-
项目类别:
-
资助金额:$54.36万
-
财政年份:2022
-
负责人:Elana Judith Fertig
-
依托单位:
Multiscale Computational Oncology Research Core
-
批准号:10708204
-
项目类别:
-
资助金额:$23.99万
-
财政年份:2022
-
负责人:Elana Judith Fertig
-
依托单位:
Single-cell and imaging data integration software to spatially resolve the tumor microenvironment
-
批准号:10457312
-
项目类别:
-
资助金额:$39.9万
-
财政年份:2020
-
负责人:Elana Judith Fertig
-
依托单位:
Single-cell and imaging data integration software to spatially resolve the tumor microenvironment
-
批准号:10058504
-
项目类别:
-
资助金额:$40.59万
-
财政年份:2020
-
负责人:Elana Judith Fertig
-
依托单位:
Dynamical Models of Cetuximab Resistance in HNSCC Based on Serial Genomics Data
-
批准号:8754812
-
项目类别:
-
资助金额:$33.62万
-
财政年份:2014
-
负责人:Elana Judith Fertig
-
依托单位:
Dynamical Models of Cetuximab Resistance in HNSCC Based on Serial Genomics Data
-
批准号:9325461
-
项目类别:
-
资助金额:$33.62万
-
财政年份:2014
-
负责人:Elana Judith Fertig
-
依托单位:
Dynamical Models of Cetuximab Resistance in HNSCC Based on Serial Genomics Data
-
批准号:8928069
-
项目类别:
-
资助金额:$33.62万
-
财政年份:2014
-
负责人:Elana Judith Fertig
-
依托单位:
Identifying Malignant Cell Signaling from Protein Interactions an Polyomic Data
-
批准号:8272689
-
项目类别:
-
资助金额:$8.4万
-
财政年份:2010
-
负责人:Elana Judith Fertig
-
依托单位:
Identifying Malignant Cell Signaling from Protein Interactions an Polyomic Data
-
批准号:8473058
-
项目类别:
-
资助金额:$8.4万
-
财政年份:2010
-
负责人:Elana Judith Fertig
-
依托单位:
Identifying Malignant Cell Signaling from Protein Interactions an Polyomic Data
-
批准号:7894059
-
项目类别:
-
资助金额:$8.28万
-
财政年份:2010
-
负责人:Elana Judith Fertig
-
依托单位:
Identifying Malignant Cell Signaling from Protein Interactions an Polyomic Data
-
批准号:8688925
-
项目类别:
-
资助金额:$8.4万
-
财政年份:2010
-
负责人:Elana Judith Fertig
-
依托单位:
Identifying Malignant Cell Signaling from Protein Interactions an Polyomic Data
-
批准号:8104099
-
项目类别:
-
资助金额:$8.4万
-
财政年份:2010
-
负责人:Elana Judith Fertig
-
依托单位:
海外基金