Non-small Cell Lung Cancer Clinical Trial
Official title:
Association of Computed Tomography Phenotypic Signature With Progression-free Survival in Stage IV EGFR-mutant Non-small Cell Lung Cancer Undergoing Tyrosine Kinase Inhibitors
The investigators propose a non-invasive prognostic tool for TKIs resistance in patients with stage IV EGFR-mutant non-small cell lung cancer (NSCLC) by computed tomography phenotypic features, which can be conveniently translated to facilitate the pre-therapy individualized management of EGFR TKIs in this disease.
The investigators develop a multi-CT-phenotypic-feature-based classifier to predict TKI
benefit and therapeutic resistance for stage IV EGFR-mutant non-small cell lung cancer
(NSCLC). The investigators also compared its prognostic and predictive efficacy with single
features and clinicopathological risk factors. An individualized nomogram integrated the
classifier and three clinicopathological risk factors was built for clinical use. The
prognostic accuracy of the proposed model was evaluated in two independent validation sets.
Nearly 500 patients will be enrolled in this clinical trial. Eligible patients were
diagnosed with NSCLC, and stage IV according to the TNM system classification of the
American Joint Committee on Cancer, presence of activating EGFR mutations, age 20 years or
older, and no history of systemic anticancer therapy for advanced disease. Patients who
underwent first-line or second-line EGFR TKIs were eligible for inclusion. All patients had
to be capable of undergoing contrast-enhanced CT, and pretreatment CT was strictly
controlled in two weeks before the EGFR TKIs starts. Patients who underwent resection for
local advanced or metastatic disease were withdrawn from the study.
Therapeutic resistance was measured by PFS, as the time from the initiation of EGFR TKIs
therapy to the date of confirmed disease progression or death. PFS was censored at the date
of death from other causes, or the date of the last follow-up visit for progression-free
patients.
The investigators will use extracted 1000 phenotypic features on the region of interest
manually segmented by radiologists. The Lasso Cox regression model and Nomogram will be used
to build a prognosis model for the therapeutic resistance prediction of EGFR TKIs for stage
IV EGFR-mutant NSCLC. The Harrell's concordance index(C-index) of the proposed nomogram will
be used to quantify the discrimination performance.
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