A diagnostic model for malignant pulmonary nodules
A diagnostic model for malignant pulmonary nodules
批准号:
9805358
负责人:
Feng Jiang
金额:
$20.16万
依托单位国家:
美国
项目类别:
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-07-02 至 2021-06-30
关键词:
BenignBiological MarkersBiometryBiopsyCellsCessation of lifeClinicClinicalComplementDataDevelopmentDiagnosisDiagnosticDiseaseEmerging TechnologiesEnsureFemaleFutureGrowthImageImage AnalysisImmunologic MarkersImmunotherapyLung noduleMachine LearningMalignant - descriptorMalignant NeoplasmsMalignant neoplasm of lungMarriageMedicalMicroRNAsModelingMolecular GeneticsMorbidity - disease ratePathologyPhysicsProceduresProspective StudiesPulmonologyRadiology SpecialtyResourcesSensitivity and SpecificitySmokerSpecimenTarget PopulationsTestingTimeWomanX-Ray Computed Tomographybasecohortcomputed tomography screeningcostcost effectivedigitaleffective therapyfollow-uphigh dimensionalitylow-dose spiral CTlung cancer screeningmalemenmicroRNA biomarkersmolecular markermortalitymultidisciplinarynever smokernext generation sequencingnon-smokernoveloncologyperipheral bloodpredictive modelingradiological imagingradiomicsscreening programsuccesswhole genome
中文摘要
点击翻译按钮获取中文摘要
英文摘要
The early detection of lung cancer by low-dose computed tomography (LDCT) followed by effective
treatments, including immunotherapy, can reduce the mortality. LDCT is now recommended for lung cancer
screening in smokers. However, more than 25% of smokers screened by LDCT have indeterminate pulmonary
nodules (PNs), of which only 4% are finally diagnosed to be lung cancers, whereas more than 95% are benign
diseases, resulting in over-diagnosis. As a result, large numbers of smokers with indeterminate PNs are referred
for invasive biopsies and expensive 2-year multiple follow-up examinations, which carry their own morbidity
and mortality. Therefore, there is an unmet clinical need for accurately distinguishing malignant PN (lung
cancer) from benign PN in smokers with LDCT-found PNs. However, none of biomarkers and radiological
features of PNs provides sufficient diagnostic values required in the clinics for accurately identifying malignant
PNs. The objective of this proposed project is to develop a test for specifically differentiating malignant from
benign PN. The target population of this test will be smokers with LDCT-found PNs. Its future use in the clinics
will spare smokers with benign PNs from invasive biopsies and expensive multiple follow-up examinations,
while facilitating effective treatments to be instantly initiated for lung cancer. Therefore, the test could
complement LDCT for the early detection lung cancer, and thereby reduce the mortality and cost.
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