Development and Validation of an Individualized Immune Prognostic Signature in Early-Stage Nonsquamous Non–Small Cell Lung Cancer
Stanford University · Hokkaido University
Abstract
The prevalence of early-stage non-small cell lung cancer (NSCLC) is expected to increase with recent implementation of annual screening programs. Reliable prognostic biomarkers are needed to identify patients at a high risk for recurrence to guide adjuvant therapy.
To develop a robust, individualized immune signature that can estimate prognosis in patients with early-stage nonsquamous NSCLC. DESIGN, SETTING, AND PARTICIPANTS: This retrospective study analyzed the gene expression profiles of frozen tumor tissue samples from 19 public NSCLC cohorts, including 18 microarray data sets and 1 RNA-Seq data set for The Cancer Genome Atlas (TCGA) lung adenocarcinoma cohort. Only patients with nonsquamous NSCLC with clinical annotation were included. Samples were from 2414 patients with nonsquamous NSCLC, divided into a meta-training cohort (729 patients), meta-testing cohort (716 patients), and 3 independent validation cohorts (439, 323, and 207 patients). All patients underwent surgery with a negative surgical margin, received no adjuvant or neoadjuvant therapy, and had publicly available gene expression data and survival information. Data were collected from July 22 through September 8, 2016. MAIN OUTCOMES AND MEASURES: Overall survival.
Citation impact
- FWCI
- 27.33
- Percentile
- 100%
- References
- 78
Authors
4Topics & keywords
- Medicine
- Oncology
- Internal medicine
- Lung cancer
- Cohort
- Stage (stratigraphy)
- Gene signature
- Adenocarcinoma
- Good health and well-being