Cargando…
Development and validation of a polygenic hazard score to predict prognosis and adjuvant chemotherapy benefit in early-stage non-small cell lung cancer
BACKGROUND: It remains controversial who would benefit from adjuvant chemotherapy (ACT) in patients with early-stage non-small cell lung cancer (NSCLC). We aim to construct a polygenic hazard score (PHS) to predict prognosis and ACT benefit among NSCLC patients. METHODS: We conducted a retrospective...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
AME Publishing Company
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9554676/ https://www.ncbi.nlm.nih.gov/pubmed/36248337 http://dx.doi.org/10.21037/tlcr-22-139 |
_version_ | 1784806753662140416 |
---|---|
author | Li, Dan-Hua He, Yong-Qiao Wang, Tong-Min Xue, Wen-Qiong Deng, Chang-Mi Yang, Da-Wei Zhang, Wen-Li Wu, Zi-Yi Cao, Lian-Jing Dong, Si-Qi Jia, Yi-Jing Yuan, Lei-Lei Luo, Lu-Ting Wu, Yan-Xia Tong, Xia-Ting Zhang, Jiang-Bo Zheng, Mei-Qi Zhou, Ting Zheng, Xiao-Hui Li, Xi-Zhao Zhang, Pei-Fen Zhang, Shao-Dan Hu, Ye-Zhu Cao, Xun Wang, Xin Jia, Wei-Hua |
author_facet | Li, Dan-Hua He, Yong-Qiao Wang, Tong-Min Xue, Wen-Qiong Deng, Chang-Mi Yang, Da-Wei Zhang, Wen-Li Wu, Zi-Yi Cao, Lian-Jing Dong, Si-Qi Jia, Yi-Jing Yuan, Lei-Lei Luo, Lu-Ting Wu, Yan-Xia Tong, Xia-Ting Zhang, Jiang-Bo Zheng, Mei-Qi Zhou, Ting Zheng, Xiao-Hui Li, Xi-Zhao Zhang, Pei-Fen Zhang, Shao-Dan Hu, Ye-Zhu Cao, Xun Wang, Xin Jia, Wei-Hua |
author_sort | Li, Dan-Hua |
collection | PubMed |
description | BACKGROUND: It remains controversial who would benefit from adjuvant chemotherapy (ACT) in patients with early-stage non-small cell lung cancer (NSCLC). We aim to construct a polygenic hazard score (PHS) to predict prognosis and ACT benefit among NSCLC patients. METHODS: We conducted a retrospective study including 1,395 stage I–II NSCLC patients. We performed a genome-wide association study (GWAS) on overall survival (OS) in patients treated with ACT (SYSUCC ACT set, n=404), and then developed a PHS using LASSO Cox regression in a random subset (training, n=202) and tested it in the remaining set (test, n=202). The PHS was further validated in two independent datasets (SYSUCC surgery set, n=624; PLCO cohort, n=367). RESULTS: The GWAS-derived PHS consisting of 37 single-nucleotide polymorphisms (SNPs) was constructed to classify patients into high and low PHS groups. For patients treated with ACT, those with low PHS had better clinical outcomes than high PHS (test set: HR =0.21, P<0.001; PLCO ACT set: HR =0.33, P=0.260). Similar results were found in the extended validation cohorts including patients with or without ACT (SYSUCC: HR =0.48, P<0.001; PLCO: HR =0.60, P=0.033). Within subgroup analysis by treatment or clinical factors, we further observed consistent results for the prognostic value of the PHS. Notably, ACT significantly improved OS in stage II patients with low PHS (HR =0.26, P<0.001), while there was no ACT survival benefit among patients with high PHS (HR =0.97, P=0.860). CONCLUSIONS: The PHS improved prognostic stratification and could help identify patients who were most likely to benefit from ACT in early-stage NSCLC. |
format | Online Article Text |
id | pubmed-9554676 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | AME Publishing Company |
record_format | MEDLINE/PubMed |
spelling | pubmed-95546762022-10-13 Development and validation of a polygenic hazard score to predict prognosis and adjuvant chemotherapy benefit in early-stage non-small cell lung cancer Li, Dan-Hua He, Yong-Qiao Wang, Tong-Min Xue, Wen-Qiong Deng, Chang-Mi Yang, Da-Wei Zhang, Wen-Li Wu, Zi-Yi Cao, Lian-Jing Dong, Si-Qi Jia, Yi-Jing Yuan, Lei-Lei Luo, Lu-Ting Wu, Yan-Xia Tong, Xia-Ting Zhang, Jiang-Bo Zheng, Mei-Qi Zhou, Ting Zheng, Xiao-Hui Li, Xi-Zhao Zhang, Pei-Fen Zhang, Shao-Dan Hu, Ye-Zhu Cao, Xun Wang, Xin Jia, Wei-Hua Transl Lung Cancer Res Original Article BACKGROUND: It remains controversial who would benefit from adjuvant chemotherapy (ACT) in patients with early-stage non-small cell lung cancer (NSCLC). We aim to construct a polygenic hazard score (PHS) to predict prognosis and ACT benefit among NSCLC patients. METHODS: We conducted a retrospective study including 1,395 stage I–II NSCLC patients. We performed a genome-wide association study (GWAS) on overall survival (OS) in patients treated with ACT (SYSUCC ACT set, n=404), and then developed a PHS using LASSO Cox regression in a random subset (training, n=202) and tested it in the remaining set (test, n=202). The PHS was further validated in two independent datasets (SYSUCC surgery set, n=624; PLCO cohort, n=367). RESULTS: The GWAS-derived PHS consisting of 37 single-nucleotide polymorphisms (SNPs) was constructed to classify patients into high and low PHS groups. For patients treated with ACT, those with low PHS had better clinical outcomes than high PHS (test set: HR =0.21, P<0.001; PLCO ACT set: HR =0.33, P=0.260). Similar results were found in the extended validation cohorts including patients with or without ACT (SYSUCC: HR =0.48, P<0.001; PLCO: HR =0.60, P=0.033). Within subgroup analysis by treatment or clinical factors, we further observed consistent results for the prognostic value of the PHS. Notably, ACT significantly improved OS in stage II patients with low PHS (HR =0.26, P<0.001), while there was no ACT survival benefit among patients with high PHS (HR =0.97, P=0.860). CONCLUSIONS: The PHS improved prognostic stratification and could help identify patients who were most likely to benefit from ACT in early-stage NSCLC. AME Publishing Company 2022-09 /pmc/articles/PMC9554676/ /pubmed/36248337 http://dx.doi.org/10.21037/tlcr-22-139 Text en 2022 Translational Lung Cancer Research. All rights reserved. https://creativecommons.org/licenses/by-nc-nd/4.0/Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Original Article Li, Dan-Hua He, Yong-Qiao Wang, Tong-Min Xue, Wen-Qiong Deng, Chang-Mi Yang, Da-Wei Zhang, Wen-Li Wu, Zi-Yi Cao, Lian-Jing Dong, Si-Qi Jia, Yi-Jing Yuan, Lei-Lei Luo, Lu-Ting Wu, Yan-Xia Tong, Xia-Ting Zhang, Jiang-Bo Zheng, Mei-Qi Zhou, Ting Zheng, Xiao-Hui Li, Xi-Zhao Zhang, Pei-Fen Zhang, Shao-Dan Hu, Ye-Zhu Cao, Xun Wang, Xin Jia, Wei-Hua Development and validation of a polygenic hazard score to predict prognosis and adjuvant chemotherapy benefit in early-stage non-small cell lung cancer |
title | Development and validation of a polygenic hazard score to predict prognosis and adjuvant chemotherapy benefit in early-stage non-small cell lung cancer |
title_full | Development and validation of a polygenic hazard score to predict prognosis and adjuvant chemotherapy benefit in early-stage non-small cell lung cancer |
title_fullStr | Development and validation of a polygenic hazard score to predict prognosis and adjuvant chemotherapy benefit in early-stage non-small cell lung cancer |
title_full_unstemmed | Development and validation of a polygenic hazard score to predict prognosis and adjuvant chemotherapy benefit in early-stage non-small cell lung cancer |
title_short | Development and validation of a polygenic hazard score to predict prognosis and adjuvant chemotherapy benefit in early-stage non-small cell lung cancer |
title_sort | development and validation of a polygenic hazard score to predict prognosis and adjuvant chemotherapy benefit in early-stage non-small cell lung cancer |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9554676/ https://www.ncbi.nlm.nih.gov/pubmed/36248337 http://dx.doi.org/10.21037/tlcr-22-139 |
work_keys_str_mv | AT lidanhua developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT heyongqiao developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT wangtongmin developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT xuewenqiong developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT dengchangmi developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT yangdawei developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT zhangwenli developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT wuziyi developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT caolianjing developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT dongsiqi developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT jiayijing developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT yuanleilei developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT luoluting developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT wuyanxia developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT tongxiating developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT zhangjiangbo developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT zhengmeiqi developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT zhouting developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT zhengxiaohui developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT lixizhao developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT zhangpeifen developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT zhangshaodan developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT huyezhu developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT caoxun developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT wangxin developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer AT jiaweihua developmentandvalidationofapolygenichazardscoretopredictprognosisandadjuvantchemotherapybenefitinearlystagenonsmallcelllungcancer |