Statistical Methods for Estimation of Benefits & Harms of Repeat Cancer Screening
Statistical Methods for Estimation of Benefits & Harms of Repeat Cancer Screening
批准号:
8966955
负责人:
Rebecca Hubbard
金额:
$8.0万
依托单位国家:
美国
项目类别:
财政年份:
2015
资助国家:
美国
项目状态:
已结题
起止时间:
2015-01-01 至 2016-06-30
关键词:
AccountingAddressAdherenceAgeAmericanBenefits and RisksBreastBreast Cancer DetectionBreast Cancer Surveillance ConsortiumCancer DetectionClinical DataCommunicationCommunity PracticeDataData AnalysesDecision MakingDetectionDevelopmentDiseaseEvaluationEventFrequenciesGoalsGuidelinesHealthIncidenceIndividualLinkMalignant NeoplasmsMammographyMarkov ChainsMethodologyMethodsModelingMorbidity - disease rateOutcomePatientsPerformancePolicy MakerPositive Test ResultProbabilityProgram EvaluationProviderPublic HealthRecurrenceRegimenResearchResearch PersonnelResourcesRiskSchemeScreening for cancerSourceStatistical MethodsTest ResultTestingTimeWomanWorkbasecancer riskcancer siteclinical practiceclinically relevantevidence based guidelinesexperienceflexibilitymalignant breast neoplasmmammography registrymodels and simulationmortalityneoplasm registrynovelscreening
中文摘要
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英文摘要
DESCRIPTION (provided by applicant): More than 40% of Americans will develop cancer in their lifetime and approximately 1 in 5 will die of cancer. However, screening can reduce cancer mortality and decrease incidence for some cancers. Identifying effective screening regimens- who should be screened for cancer, how often, and by what method- is key to public health. Most of the data used to make these decisions relate to the performance of individual screening tests. Relatively little research has focused on comparing alternative screening regimens, yet this information is needed to provide evidence for screening guidelines. The overall goal of this research is to develop statistical methods for characterizing harms (false-positive test results and missed cancers) and benefits (screen- detected cancers) after the multiple rounds of screening comprising a regimen in order to facilitate guideline setting and decision making. Our work will address three specific aims: (1) To develop new statistical methods for simultaneously estimating the cumulative risk of harms and benefits of repeat cancer screening; (2) To develop new statistical methods to estimate the expected number of false-positive test results experienced over the course of a screening regimen; (3) To use our newly developed statistical methods to analyze risk- based screening mammography regimens using 15 years of data from the Breast Cancer Surveillance Consortium (BCSC). Unbiased estimation of harms and benefits of repeat breast cancer screening tailored to women's individual breast cancer risk levels previously has not been possible because existing methods fail to account for important features of the observation scheme. Under Aim 3 we will analyze data from the BCSC using statistical methods developed under Aims 1 and 2 and will compare alternative breast cancer screening regimens tailored to women's breast cancer risk profiles. By contributing information about the potential harms and benefits of risk-based breast cancer screening regimens, this work will inform policy-makers and facilitate communication between patients and providers. This will aid both individual decision makers and development of evidence-based guidelines.
期刊论文(2)
专著(0)
科研奖励(0)
会议论文
DOI:
10.1177/0969141316630766
发表时间:
2016-12
期刊:
Journal of medical screening
影响因子:
2.9
作者:
[Chubak J, Hubbard R]
通讯作者:
Hubbard R
Informatics Methods for Leveraging Clinical Data Sources to Study Risk Factors for Alzheimer's Disease
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批准号:10352791
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项目类别:
-
资助金额:$45.47万
-
财政年份:2022
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负责人:Rebecca Hubbard
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依托单位:
Improving confounder control in EHR-based studies of cancer epidemiology
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批准号:9894108
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项目类别:
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资助金额:$1.88万
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财政年份:2019
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负责人:Rebecca Hubbard
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依托单位:
Statistical Methods for Estimation of Benefits & Harms of Repeat Cancer Screening
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批准号:8636663
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项目类别:
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资助金额:$8.0万
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财政年份:2014
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负责人:Rebecca Hubbard
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依托单位:
Estimating the cumulative risk of a false-positive screening mammogram.
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批准号:7893487
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项目类别:
-
资助金额:$8.0万
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财政年份:2010
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负责人:Rebecca Hubbard
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依托单位:
Estimating the cumulative risk of a false-positive screening mammogram.
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批准号:8034829
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项目类别:
-
资助金额:$7.76万
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财政年份:2010
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负责人:Rebecca Hubbard
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依托单位:
海外基金