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Biomarker Validation in Pancreatic Cystic Neoplasms

Biomarker Validation in Pancreatic Cystic Neoplasms
胰腺囊性肿瘤的生物标志物验证
批准号:
10722347
负责人:
DIANE M SIMEONE
金额:
$89.83万
依托单位国家:
美国
项目类别:
财政年份:
2023
资助国家:
美国
项目状态:
未结题
起止时间:
2023-09-15 至 2028-08-31
关键词:
AccelerationAddressAdultAlcohol consumptionArtificial IntelligenceBiological MarkersBlindedBloodBreakthrough deviceCA-19-9 AntigenCancer DetectionClinicalClinical DataCollaborationsCollectionCystCyst FluidDataData CollectionDedicationsDevelopmentDiabetes MellitusDiagnosisDiseaseDuct (organ) structureEarly DiagnosisEarly identificationEvaluationExcisionFundingFutureGeneticGlycosylated hemoglobin AGoalsGuidelinesHigh grade dysplasiaImageIncidental FindingsIndividualIndustryInfrastructureLaboratoriesLesionLinkLongitudinal cohort studyMachine LearningMagnetic Resonance ImagingMain pancreatic ductMalignant NeoplasmsMalignant neoplasm of pancreasModelingMucinous NeoplasmNeoplasm MetastasisOperative Surgical ProceduresPancreatic Ductal AdenocarcinomaPancreatic cystic neoplasiaPancreatitisPapillaryPathologyPatientsPerformancePopulationPrevalenceProspective cohortProtocols documentationRecording of previous eventsResearchResearch PersonnelResourcesRetrospective cohortRiskRisk FactorsSamplingScienceScreening for cancerSensitivity and SpecificitySlideSmoking StatusStandardizationSymptomsTechnologyTestingUnresectablebiomarker panelbiomarker performancebiomarker signaturebiomarker validationblood-based biomarkercloud basedcloud platformcohortcombinatorialdata integrationdata resourcedesignearly detection biomarkersgenetic testinghigh riskhigh risk populationimprovedlearning strategymembermodel developmentmultimodal datanovelovertreatmentpancreas imagingperformance testsprospectiveradiological imagingrisk stratificationsample collectionscreeningserial imagingtumor progression

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Project Summary Pancreatic cystic neoplasm (PCN) represents a common incidental finding in the population. Branch-duct intraductal papillary mucinous neoplasms (IPMN), the most common incidentally discovered PCN, have a risk of malignancy approaching 15%within 15 years of diagnosis. The performance of existing guidelines for identifying early cancer is poor, and results in both surgical overtreatment and missed opportunities for early diagnosis. Effective screening biomarkers are needed to accurately differentiate high-risk PCN that require close surveillance from low risk lesions with little chance to progress. In this proposal, we will test and validate of three novel blood-based biomarkers and one cyst fluid biomarker for the detection of early PDAC in patients with PCN. The proposed markers, developed in both academic and industry settings, show promise in preliminary studies, with sensitivity and specificity sufficiently high to warrant further evaluation. We will incorporate prospective-specimen-collection, retrospective-blinded-evaluation (PRoBE) standards to rigorously test the performance of these biomarkers with samples collected from three cohorts: 1) stage I/II PDAC and controls; 2) Patients with PCN who undergo surgical resection; 3) Patients with PCN ≥ 2.5 cm or main pancreatic duct ≥ 5 mm under surveillance with serial imaging and sample collection. We will test performance of the biomarkers individually, and as part of multi-variable models in combination with each other, with the added information of germline testing and clinical laboratory values (CA19 -9, HbA1c), and with specific PDAC risk factors (smoking status, alcohol consumption, diabetes, pancreatitis history). Key components of our research strategy to tackle this recalcitrant problem include: 1) rigorous testing of several promising blood-based biomarkers, individually and in combination, through a unique collaboration between industry and academic partners; 2) testing of a novel platform for advanced cyst fluid analysis for early detection of PDAC and comparison of its performance to blood-based biomarkers; 3) a large number of retrospective and prospective samples interrogated using the PRoBE design, with statistical rigor for biomarker validation; 4) resources leveraged from the established Pancreatic Cancer Early Detection (PRECEDE) Consortium including standardized collection of germline genetic testing, clinical, and laboratory data with blood and cyst fluid biosampling in accordance with PCDC protocols; 6) collection of a large set of de-identified partnering pancreatic images (MRI/MRCP, CT and EUS) and digitized pathology slides on a funded cloud-based platform for collaborative opportunities using artificial intelligence and machine learning strategies, and 7) multimodal data integration for model development. Longitudinal biospecimens will be shared with the PCDC to support the Signature Cohorts, and de-identified stored images (MRI, EUS, digitized pathology) will be available for collaborative consortium efforts.
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POLQ Synthetic Lethality in HR-Deficient Pancreatic Adenocarcinoma
POLQ Synthetic Lethality in HR-Deficient Pancreatic Adenocarcinoma
POLQ Synthetic Lethality in HR-Deficient Pancreatic Adenocarcinoma
2015 Pancreatic Diseases Gordon Research Conference
  • 批准号:
    8970783
  • 项目类别:
  • 资助金额:
    $1.5万
  • 财政年份:
    2015
  • 负责人:
    DIANE M SIMEONE
  • 依托单位:
海外基金