Cargando…
Ferroptosis Characterization in Lung Adenocarcinomas Reveals Prognostic Signature With Immunotherapeutic Implication
The iron-dependent cell death named ferroptosis has been implicated in the progression and therapeutic response of several tumors. However, potential role of ferroptosis in lung adenocarcinomas (LUAD) remained less well understood. In TCGA-LUAD cohort, unsupervised clustering was first conducted bas...
Autores principales: | , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8563998/ https://www.ncbi.nlm.nih.gov/pubmed/34746138 http://dx.doi.org/10.3389/fcell.2021.743724 |
_version_ | 1784593521631559680 |
---|---|
author | Sun, Sijin Yang, Yannan Yang, Zhenlin Wang, Juhong Li, Renda Tian, He Tan, Fengwei Xue, Qi Gao, Yibo He, Jie |
author_facet | Sun, Sijin Yang, Yannan Yang, Zhenlin Wang, Juhong Li, Renda Tian, He Tan, Fengwei Xue, Qi Gao, Yibo He, Jie |
author_sort | Sun, Sijin |
collection | PubMed |
description | The iron-dependent cell death named ferroptosis has been implicated in the progression and therapeutic response of several tumors. However, potential role of ferroptosis in lung adenocarcinomas (LUAD) remained less well understood. In TCGA-LUAD cohort, unsupervised clustering was first conducted based on ferroptosis regulators extracted from FerrDb database. Comprehensive correlation analysis and comparisons were performed among ferroptosis subtypes. The ferroptosis-related prognostic (FRP) signature was identified based on filtered features and repeated LASSO and was validated in five independent cohorts. The clinical relevance between the risk score and therapeutic response was further explored by multiple algorithms. qPCR was implemented to verify gene expression. A total of 1,168 LUAD patients and 161 ferroptosis regulators were included in this study. Three ferroptosis subtypes were identified and patients in subtype B had the best prognosis among the three subtypes. Significant differences in immune microenvironment and biological function enrichment were illustrated in distinct subtypes. The Boruta algorithm was conducted on 308 common differentially expressed genes for dimensionality reduction. A total of 56 genes served as input for model construction and a six-gene signature with the highest frequencies of 881 was chosen as FRP. The prognostic significance of FRP was validated in five independent cohorts. High FRP risk score was also linked to increased tumor mutation burden, PD-L1 protein expression and number of neoantigens. Of the FRP genes, 83.3% was abnormally expressed in LUAD cell lines. In conclusion, ferroptosis plays a non-negligible role in LUAD. Exploration of the ferroptosis pattern will enhance the prognostic stratification of individual patients and move toward the purpose of personalized treatment. |
format | Online Article Text |
id | pubmed-8563998 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-85639982021-11-04 Ferroptosis Characterization in Lung Adenocarcinomas Reveals Prognostic Signature With Immunotherapeutic Implication Sun, Sijin Yang, Yannan Yang, Zhenlin Wang, Juhong Li, Renda Tian, He Tan, Fengwei Xue, Qi Gao, Yibo He, Jie Front Cell Dev Biol Cell and Developmental Biology The iron-dependent cell death named ferroptosis has been implicated in the progression and therapeutic response of several tumors. However, potential role of ferroptosis in lung adenocarcinomas (LUAD) remained less well understood. In TCGA-LUAD cohort, unsupervised clustering was first conducted based on ferroptosis regulators extracted from FerrDb database. Comprehensive correlation analysis and comparisons were performed among ferroptosis subtypes. The ferroptosis-related prognostic (FRP) signature was identified based on filtered features and repeated LASSO and was validated in five independent cohorts. The clinical relevance between the risk score and therapeutic response was further explored by multiple algorithms. qPCR was implemented to verify gene expression. A total of 1,168 LUAD patients and 161 ferroptosis regulators were included in this study. Three ferroptosis subtypes were identified and patients in subtype B had the best prognosis among the three subtypes. Significant differences in immune microenvironment and biological function enrichment were illustrated in distinct subtypes. The Boruta algorithm was conducted on 308 common differentially expressed genes for dimensionality reduction. A total of 56 genes served as input for model construction and a six-gene signature with the highest frequencies of 881 was chosen as FRP. The prognostic significance of FRP was validated in five independent cohorts. High FRP risk score was also linked to increased tumor mutation burden, PD-L1 protein expression and number of neoantigens. Of the FRP genes, 83.3% was abnormally expressed in LUAD cell lines. In conclusion, ferroptosis plays a non-negligible role in LUAD. Exploration of the ferroptosis pattern will enhance the prognostic stratification of individual patients and move toward the purpose of personalized treatment. Frontiers Media S.A. 2021-10-20 /pmc/articles/PMC8563998/ /pubmed/34746138 http://dx.doi.org/10.3389/fcell.2021.743724 Text en Copyright © 2021 Sun, Yang, Yang, Wang, Li, Tian, Tan, Xue, Gao and He. 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 | Cell and Developmental Biology Sun, Sijin Yang, Yannan Yang, Zhenlin Wang, Juhong Li, Renda Tian, He Tan, Fengwei Xue, Qi Gao, Yibo He, Jie Ferroptosis Characterization in Lung Adenocarcinomas Reveals Prognostic Signature With Immunotherapeutic Implication |
title | Ferroptosis Characterization in Lung Adenocarcinomas Reveals Prognostic Signature With Immunotherapeutic Implication |
title_full | Ferroptosis Characterization in Lung Adenocarcinomas Reveals Prognostic Signature With Immunotherapeutic Implication |
title_fullStr | Ferroptosis Characterization in Lung Adenocarcinomas Reveals Prognostic Signature With Immunotherapeutic Implication |
title_full_unstemmed | Ferroptosis Characterization in Lung Adenocarcinomas Reveals Prognostic Signature With Immunotherapeutic Implication |
title_short | Ferroptosis Characterization in Lung Adenocarcinomas Reveals Prognostic Signature With Immunotherapeutic Implication |
title_sort | ferroptosis characterization in lung adenocarcinomas reveals prognostic signature with immunotherapeutic implication |
topic | Cell and Developmental Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8563998/ https://www.ncbi.nlm.nih.gov/pubmed/34746138 http://dx.doi.org/10.3389/fcell.2021.743724 |
work_keys_str_mv | AT sunsijin ferroptosischaracterizationinlungadenocarcinomasrevealsprognosticsignaturewithimmunotherapeuticimplication AT yangyannan ferroptosischaracterizationinlungadenocarcinomasrevealsprognosticsignaturewithimmunotherapeuticimplication AT yangzhenlin ferroptosischaracterizationinlungadenocarcinomasrevealsprognosticsignaturewithimmunotherapeuticimplication AT wangjuhong ferroptosischaracterizationinlungadenocarcinomasrevealsprognosticsignaturewithimmunotherapeuticimplication AT lirenda ferroptosischaracterizationinlungadenocarcinomasrevealsprognosticsignaturewithimmunotherapeuticimplication AT tianhe ferroptosischaracterizationinlungadenocarcinomasrevealsprognosticsignaturewithimmunotherapeuticimplication AT tanfengwei ferroptosischaracterizationinlungadenocarcinomasrevealsprognosticsignaturewithimmunotherapeuticimplication AT xueqi ferroptosischaracterizationinlungadenocarcinomasrevealsprognosticsignaturewithimmunotherapeuticimplication AT gaoyibo ferroptosischaracterizationinlungadenocarcinomasrevealsprognosticsignaturewithimmunotherapeuticimplication AT hejie ferroptosischaracterizationinlungadenocarcinomasrevealsprognosticsignaturewithimmunotherapeuticimplication |