Prognostic Value of Germline Copy Number Variants and Environmental Exposures in Non-small Cell Lung Cancer

Germline copy number variant (gCNV) has been studied as a genetic determinant for prognosis of several types of cancer, but little is known about how it affects non-small cell lung cancer (NSCLC) prognosis. We aimed to develop a prognostic nomogram for NSCLC based on gCNVs. Promising gCNVs that are...

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Main Authors: Shizhen Chen, Liming Lu, Jianfeng Xian, Changhong Shi, Jinbin Chen, Boqi Rao, Fuman Qiu, Jiachun Lu, Lei Yang
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-06-01
Series:Frontiers in Genetics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fgene.2021.681857/full
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spelling doaj-b0ad7d1723df4e488dfe5f3c48b510712021-06-11T11:29:28ZengFrontiers Media S.A.Frontiers in Genetics1664-80212021-06-011210.3389/fgene.2021.681857681857Prognostic Value of Germline Copy Number Variants and Environmental Exposures in Non-small Cell Lung CancerShizhen Chen0Liming Lu1Jianfeng Xian2Changhong Shi3Jinbin Chen4Boqi Rao5Fuman Qiu6Jiachun Lu7Jiachun Lu8Lei Yang9The State Key Laboratory of Respiratory Disease, Institute of Public Health, Guangzhou Medical University, Guangzhou, ChinaThe State Key Laboratory of Respiratory Disease, Institute of Public Health, Guangzhou Medical University, Guangzhou, ChinaThe State Key Laboratory of Respiratory Disease, Institute of Public Health, Guangzhou Medical University, Guangzhou, ChinaThe State Key Laboratory of Respiratory Disease, Institute of Public Health, Guangzhou Medical University, Guangzhou, ChinaThe State Key Laboratory of Respiratory Disease, Institute of Public Health, Guangzhou Medical University, Guangzhou, ChinaThe State Key Laboratory of Respiratory Disease, Institute of Public Health, Guangzhou Medical University, Guangzhou, ChinaThe State Key Laboratory of Respiratory Disease, Institute of Public Health, Guangzhou Medical University, Guangzhou, ChinaThe State Key Laboratory of Respiratory Disease, Institute of Public Health, Guangzhou Medical University, Guangzhou, ChinaThe State Key Laboratory of Respiratory Disease, Guangzhou Institute of Respiratory Diseases, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, ChinaThe State Key Laboratory of Respiratory Disease, Institute of Public Health, Guangzhou Medical University, Guangzhou, ChinaGermline copy number variant (gCNV) has been studied as a genetic determinant for prognosis of several types of cancer, but little is known about how it affects non-small cell lung cancer (NSCLC) prognosis. We aimed to develop a prognostic nomogram for NSCLC based on gCNVs. Promising gCNVs that are associated with overall survival (OS) of NSCLC were sorted by analyzing the TCGA data and were validated in a small Chinese population. Then the successfully verified gCNVs were determined in a training cohort (n = 570) to develop a prognostic nomogram, and in a validation cohort (n = 465) to validate the nomogram. Thirty-five OS-related gCNVs were sorted and were reduced to 15 predictors by the Lasso regression analysis. Of them, only CNVR395.1 and CNVR2239.1 were confirmed to be associated with OS of NSCLC in the Chinese population. High polygenic risk score (PRS), which was calculated by the hazard effects of CNVR395.1 and CNVR2239.1, exerted a significantly higher death rate in the training cohort (HR = 1.41, 95%CI: 1.16–1.74) and validation cohort (HR = 1.42, 95%CI: 1.13–1.77) than low PRS. The nomogram incorporating PRS and surrounding factors, achieved admissible concordance indexes of 0.678 (95%CI: 0.664–0.693) and 0.686 (95%CI: 0.670–0.702) in predicting OS in the training and validation cohorts, respectively, and had well-fitted calibration curves. Moreover, an interaction between PRS and asbestos exposure was observed on affecting OS (Pinteraction = 0.042). Our analysis developed a nomogram that achieved an admissible prediction of NSCLC survival, which would be beneficial to the personalized intervention of NSCLC.https://www.frontiersin.org/articles/10.3389/fgene.2021.681857/fullgermline copy number variantnon-small cell lung canceroverall survivalgene-environment interactionnomogram
collection DOAJ
language English
format Article
sources DOAJ
author Shizhen Chen
Liming Lu
Jianfeng Xian
Changhong Shi
Jinbin Chen
Boqi Rao
Fuman Qiu
Jiachun Lu
Jiachun Lu
Lei Yang
spellingShingle Shizhen Chen
Liming Lu
Jianfeng Xian
Changhong Shi
Jinbin Chen
Boqi Rao
Fuman Qiu
Jiachun Lu
Jiachun Lu
Lei Yang
Prognostic Value of Germline Copy Number Variants and Environmental Exposures in Non-small Cell Lung Cancer
Frontiers in Genetics
germline copy number variant
non-small cell lung cancer
overall survival
gene-environment interaction
nomogram
author_facet Shizhen Chen
Liming Lu
Jianfeng Xian
Changhong Shi
Jinbin Chen
Boqi Rao
Fuman Qiu
Jiachun Lu
Jiachun Lu
Lei Yang
author_sort Shizhen Chen
title Prognostic Value of Germline Copy Number Variants and Environmental Exposures in Non-small Cell Lung Cancer
title_short Prognostic Value of Germline Copy Number Variants and Environmental Exposures in Non-small Cell Lung Cancer
title_full Prognostic Value of Germline Copy Number Variants and Environmental Exposures in Non-small Cell Lung Cancer
title_fullStr Prognostic Value of Germline Copy Number Variants and Environmental Exposures in Non-small Cell Lung Cancer
title_full_unstemmed Prognostic Value of Germline Copy Number Variants and Environmental Exposures in Non-small Cell Lung Cancer
title_sort prognostic value of germline copy number variants and environmental exposures in non-small cell lung cancer
publisher Frontiers Media S.A.
series Frontiers in Genetics
issn 1664-8021
publishDate 2021-06-01
description Germline copy number variant (gCNV) has been studied as a genetic determinant for prognosis of several types of cancer, but little is known about how it affects non-small cell lung cancer (NSCLC) prognosis. We aimed to develop a prognostic nomogram for NSCLC based on gCNVs. Promising gCNVs that are associated with overall survival (OS) of NSCLC were sorted by analyzing the TCGA data and were validated in a small Chinese population. Then the successfully verified gCNVs were determined in a training cohort (n = 570) to develop a prognostic nomogram, and in a validation cohort (n = 465) to validate the nomogram. Thirty-five OS-related gCNVs were sorted and were reduced to 15 predictors by the Lasso regression analysis. Of them, only CNVR395.1 and CNVR2239.1 were confirmed to be associated with OS of NSCLC in the Chinese population. High polygenic risk score (PRS), which was calculated by the hazard effects of CNVR395.1 and CNVR2239.1, exerted a significantly higher death rate in the training cohort (HR = 1.41, 95%CI: 1.16–1.74) and validation cohort (HR = 1.42, 95%CI: 1.13–1.77) than low PRS. The nomogram incorporating PRS and surrounding factors, achieved admissible concordance indexes of 0.678 (95%CI: 0.664–0.693) and 0.686 (95%CI: 0.670–0.702) in predicting OS in the training and validation cohorts, respectively, and had well-fitted calibration curves. Moreover, an interaction between PRS and asbestos exposure was observed on affecting OS (Pinteraction = 0.042). Our analysis developed a nomogram that achieved an admissible prediction of NSCLC survival, which would be beneficial to the personalized intervention of NSCLC.
topic germline copy number variant
non-small cell lung cancer
overall survival
gene-environment interaction
nomogram
url https://www.frontiersin.org/articles/10.3389/fgene.2021.681857/full
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