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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...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8226327/ https://www.ncbi.nlm.nih.gov/pubmed/34178039 http://dx.doi.org/10.3389/fgene.2021.681857 |
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author | Chen, Shizhen Lu, Liming Xian, Jianfeng Shi, Changhong Chen, Jinbin Rao, Boqi Qiu, Fuman Lu, Jiachun Yang, Lei |
author_facet | Chen, Shizhen Lu, Liming Xian, Jianfeng Shi, Changhong Chen, Jinbin Rao, Boqi Qiu, Fuman Lu, Jiachun Yang, Lei |
author_sort | Chen, Shizhen |
collection | PubMed |
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 (P(interaction) = 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. |
format | Online Article Text |
id | pubmed-8226327 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82263272021-06-26 Prognostic Value of Germline Copy Number Variants and Environmental Exposures in Non-small Cell Lung Cancer Chen, Shizhen Lu, Liming Xian, Jianfeng Shi, Changhong Chen, Jinbin Rao, Boqi Qiu, Fuman Lu, Jiachun Yang, Lei Front Genet Genetics 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 (P(interaction) = 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. Frontiers Media S.A. 2021-06-11 /pmc/articles/PMC8226327/ /pubmed/34178039 http://dx.doi.org/10.3389/fgene.2021.681857 Text en Copyright © 2021 Chen, Lu, Xian, Shi, Chen, Rao, Qiu, Lu and Yang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Genetics Chen, Shizhen Lu, Liming Xian, Jianfeng Shi, Changhong Chen, Jinbin Rao, Boqi Qiu, Fuman Lu, Jiachun Yang, Lei Prognostic Value of Germline Copy Number Variants and Environmental Exposures in Non-small Cell Lung Cancer |
title | 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_short | 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 |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8226327/ https://www.ncbi.nlm.nih.gov/pubmed/34178039 http://dx.doi.org/10.3389/fgene.2021.681857 |
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