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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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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