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Reverse engineering a predictive signature characterized by proliferation, DNA damage, and immune escape from stage I lung adenocarcinoma recurrence.
- Source :
-
Acta biochimica et biophysica Sinica [Acta Biochim Biophys Sin (Shanghai)] 2020 Jun 20; Vol. 52 (6), pp. 638-653. - Publication Year :
- 2020
-
Abstract
- Identifying early-stage cancer patients at risk for progression is a major goal of biomarker research. This report describes a novel 19-gene signature (19-GCS) that predicts stage I lung adenocarcinoma (LAC) recurrence and response to therapy and performs comparably in pancreatic adenocarcinoma (PAC), which shares LAC molecular traits. Kaplan-Meier, Cox regression, and cross-validation analyses were used to build the signature from training, test, and validation sets comprising 831 stage I LAC transcriptomes from multiple independent data sets. A statistical analysis was performed using the R language. Pathway and gene set enrichment were used to identify underlying mechanisms. 19-GCS strongly predicts overall survival and recurrence-free survival in stage I LAC (P=0.002 and P<0.001, respectively) and in stage I-II PAC (P<0.0001 and P<0.0005, respectively). A multivariate cox regression analysis demonstrated the independence of 19-GCS from significant clinical factors. Pathway analyses revealed that 19-GCS high-risk LAC and PAC tumors are characterized by increased proliferation, enhanced stemness, DNA repair deficiency, and compromised MHC class I and II antigen presentation along with decreased immune infiltration. Importantly, high-risk LAC patients do not appear to benefit from adjuvant cisplatin while PAC patients derive additional benefit from FOLFIRINOX compared with gemcitabine-based regimens. When validated prospectively, this proof-of-concept biomarker may contribute to tailoring treatment, recurrence reduction, and survival improvements in early-stage lung and pancreatic cancers.<br /> (© The Author(s) 2020. Published by Oxford University Press on behalf of the Institute of Biochemistry and Cell Biology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.)
- Subjects :
- Aged
Antineoplastic Combined Chemotherapy Protocols administration & dosage
Disease-Free Survival
Female
Gene Regulatory Networks
Humans
Male
Middle Aged
Neoplasm Staging
Survival Rate
Adenocarcinoma of Lung genetics
Adenocarcinoma of Lung immunology
Adenocarcinoma of Lung mortality
Adenocarcinoma of Lung pathology
DNA Damage immunology
Lung Neoplasms genetics
Lung Neoplasms immunology
Lung Neoplasms mortality
Lung Neoplasms pathology
Neoplasm Recurrence, Local drug therapy
Neoplasm Recurrence, Local genetics
Neoplasm Recurrence, Local immunology
Neoplasm Recurrence, Local mortality
Tumor Escape
Subjects
Details
- Language :
- English
- ISSN :
- 1745-7270
- Volume :
- 52
- Issue :
- 6
- Database :
- MEDLINE
- Journal :
- Acta biochimica et biophysica Sinica
- Publication Type :
- Academic Journal
- Accession number :
- 32395755
- Full Text :
- https://doi.org/10.1093/abbs/gmaa036