Integrating Biomarkers into Lung Cancer Risk Profiling
Integrating Biomarkers into Lung Cancer Risk Profiling
批准号:
10716718
负责人:
Mattias Alexander Johansson
金额:
$69.77万
依托单位国家:
美国
项目类别:
财政年份:
2017
资助国家:
美国
项目状态:
未结题
起止时间:
2017-08-01 至 2028-08-31
关键词:
AddressAgeBioinformaticsBiological MarkersBiometryBlood specimenCancer DetectionCancer EtiologyCessation of lifeCommunitiesComplementDataDiagnosisDiagnosticEarly DiagnosisEligibility DeterminationEtiologyExclusionFamily history ofGeneral PopulationGenotypeHarm ReductionHealthcare SystemsIndividualKentuckyLungMalignant neoplasm of lungMeasurementMeasuresModalityModelingOccupational ExposureParticipantPatientsPerformancePersonsProspective cohortProteinsProteomicsPublic HealthRecording of previous eventsResearchRiskRisk AssessmentRisk FactorsRisk MarkerSamplingSmokeSmokingSmoking HistorySmoking StatusSymptomsTechnologyTest ResultTestingTimeTrainingTranslatingTranslational ResearchUnited States Preventative Services Task ForceUpdateValidationWorkbiomarker panelbiomarker performanceblood-based biomarkercancer biomarkerscancer geneticscancer riskcase controlclinical implementationcohortcomputed tomography screeningcurative treatmentsearly detection biomarkershigh riskimprovedinnovationlow dose computed tomographylung basal segmentlung cancer screeningmortalitynever smokernever smokingnovelnovel markerpolygenic risk scorepredictive modelingpredictive toolspreventprogramsprotein biomarkerspsychosocialrecruitrisk prediction modelscreeningscreening programsmoking exposure
中文摘要
点击翻译按钮获取中文摘要
英文摘要
Project 2: Integrating Biomarkers into Lung Cancer Risk Profiling
Summary
Screening by low-dose computed tomography (LDCT) has revolutionized early detection of lung cancer, the
leading cause of cancer death. However, current eligibility criteria require participants to have a history of
heavy smoking exposure. People with many years of cessation are excluded, as are those who never
smoked. Currently, 30-50% of lung cancers occur in individuals who are not eligible for screening, and with
decreasing smoking rates, these numbers will increase. The overarching aim of Project 2 is to address this
challenge by leveraging complementary information from blood-based biomarkers to identify individuals
who have high lung cancer risk despite not meeting screening eligibility criteria.
Our project is a natural extension of the initial INTEGRAL program where we developed the novel
INTEGRAL protein biomarker panel which measures absolute concentrations of key risk biomarkers. In
INTEGRAL-AT Project 2, we aim to move the INTEGRAL panel towards clinical implementation, and also
update the panel with risk markers of lung cancer in never smokers. We will first establish a biomarker-
informed risk prediction model for smoking-related lung cancer. This will involve using the INTEGRAL panel
protein measurements on 1,700 lung cancer cases and 2,900 cohort representatives from the Lung Cancer
Cohort Consortium (LC3) to develop and independently validate a model that estimates the 3-year absolute
risk of lung cancer. Second, we will evaluate the acceptability of applying such a biomarker-based eligibility
criterion to screening participants. This will involve recruiting 1,000 individuals who are ‘nearly eligible’ by
US Preventive Services Task Force criteria within the St Elizabeth community based LDCT screening
program. Finally, we will carry out a de-novo proteomics discovery analysis on 616 never-smoking cases
and 616 matched controls from LC3 to identify novel protein markers for lung cancer in never smokers and
update the INTEGRAL panel to include these markers.
Our long-term vision is that by using personalized information from a risk-informative and readily
implementable multiplex protein-panel, lung cancer screening can be more precisely targeted to people at
high risk of lung cancer. This would allow a higher fraction of lung cancer cases to be detected early without
subjecting more individuals to LDCT screening, thus optimizing the benefit-to-harm ratio. We also envisage
that this panel will be highly useful outside the screening context to work up never-smoking patients with a
family history of lung cancer, with occupational exposures, or who present with symptoms.
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