Cargando…
An Immune-Related Genetic Feature Depicted the Heterogeneous Nature of Lung Adenocarcinoma and Squamous Cell Carcinoma and Their Distinctive Predicted Drug Responses
One of the primary causes of global cancer-associated mortality is lung cancer (LC). Current improvements in the management of LC rely mainly on the advancement of patient stratification, both molecularly and clinically, to achieve the maximal therapeutic benefit, while most LC screening protocols r...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9442502/ https://www.ncbi.nlm.nih.gov/pubmed/36071867 http://dx.doi.org/10.1155/2022/8447083 |
_version_ | 1784782827095588864 |
---|---|
author | Li, Qiuyuan Jiang, Yan Song, Nan Zhou, Bin Li, Zhao Lin, Lei |
author_facet | Li, Qiuyuan Jiang, Yan Song, Nan Zhou, Bin Li, Zhao Lin, Lei |
author_sort | Li, Qiuyuan |
collection | PubMed |
description | One of the primary causes of global cancer-associated mortality is lung cancer (LC). Current improvements in the management of LC rely mainly on the advancement of patient stratification, both molecularly and clinically, to achieve the maximal therapeutic benefit, while most LC screening protocols remain underdeveloped. In this research, we first employed two algorithms (ESTIMATE and xCell) to calculate the immune/stromal infiltration scores. This helped identify the altered immune infiltration landscapes in lung adenocarcinoma (LUAD) and squamous cell carcinoma (LUSC). Afterward, based on their immune-related characteristics, we successfully stratified the LUAD and LUSC into 2 and 3 clusters, respectively. Different from the conventional bioinformatic approaches that start from the investigation of differential expression of single genes, differentially enriched curated gene sets identified through gene set variation analyses (GSVA) were curated, and gene names were reconstructed afterward. Furthermore, weighted gene correlation network analyses (WGCNA) were used to reveal hub genes highly connected with the clustering process. Actual expression levels of critical hub genes among different clusters were compared and so were the functional pathways these genes enriched into. Lastly, a computational method was applied to predict and compare the responses of each cluster to primary therapeutic agents. The heterogeneity presented in our study, along with the drug responses expected for identified clusters, may shed light on future exploration of combination immunochemotherapy that facilitates the optimization of individualized therapy. |
format | Online Article Text |
id | pubmed-9442502 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-94425022022-09-06 An Immune-Related Genetic Feature Depicted the Heterogeneous Nature of Lung Adenocarcinoma and Squamous Cell Carcinoma and Their Distinctive Predicted Drug Responses Li, Qiuyuan Jiang, Yan Song, Nan Zhou, Bin Li, Zhao Lin, Lei Oxid Med Cell Longev Research Article One of the primary causes of global cancer-associated mortality is lung cancer (LC). Current improvements in the management of LC rely mainly on the advancement of patient stratification, both molecularly and clinically, to achieve the maximal therapeutic benefit, while most LC screening protocols remain underdeveloped. In this research, we first employed two algorithms (ESTIMATE and xCell) to calculate the immune/stromal infiltration scores. This helped identify the altered immune infiltration landscapes in lung adenocarcinoma (LUAD) and squamous cell carcinoma (LUSC). Afterward, based on their immune-related characteristics, we successfully stratified the LUAD and LUSC into 2 and 3 clusters, respectively. Different from the conventional bioinformatic approaches that start from the investigation of differential expression of single genes, differentially enriched curated gene sets identified through gene set variation analyses (GSVA) were curated, and gene names were reconstructed afterward. Furthermore, weighted gene correlation network analyses (WGCNA) were used to reveal hub genes highly connected with the clustering process. Actual expression levels of critical hub genes among different clusters were compared and so were the functional pathways these genes enriched into. Lastly, a computational method was applied to predict and compare the responses of each cluster to primary therapeutic agents. The heterogeneity presented in our study, along with the drug responses expected for identified clusters, may shed light on future exploration of combination immunochemotherapy that facilitates the optimization of individualized therapy. Hindawi 2022-08-27 /pmc/articles/PMC9442502/ /pubmed/36071867 http://dx.doi.org/10.1155/2022/8447083 Text en Copyright © 2022 Qiuyuan Li et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Li, Qiuyuan Jiang, Yan Song, Nan Zhou, Bin Li, Zhao Lin, Lei An Immune-Related Genetic Feature Depicted the Heterogeneous Nature of Lung Adenocarcinoma and Squamous Cell Carcinoma and Their Distinctive Predicted Drug Responses |
title | An Immune-Related Genetic Feature Depicted the Heterogeneous Nature of Lung Adenocarcinoma and Squamous Cell Carcinoma and Their Distinctive Predicted Drug Responses |
title_full | An Immune-Related Genetic Feature Depicted the Heterogeneous Nature of Lung Adenocarcinoma and Squamous Cell Carcinoma and Their Distinctive Predicted Drug Responses |
title_fullStr | An Immune-Related Genetic Feature Depicted the Heterogeneous Nature of Lung Adenocarcinoma and Squamous Cell Carcinoma and Their Distinctive Predicted Drug Responses |
title_full_unstemmed | An Immune-Related Genetic Feature Depicted the Heterogeneous Nature of Lung Adenocarcinoma and Squamous Cell Carcinoma and Their Distinctive Predicted Drug Responses |
title_short | An Immune-Related Genetic Feature Depicted the Heterogeneous Nature of Lung Adenocarcinoma and Squamous Cell Carcinoma and Their Distinctive Predicted Drug Responses |
title_sort | immune-related genetic feature depicted the heterogeneous nature of lung adenocarcinoma and squamous cell carcinoma and their distinctive predicted drug responses |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9442502/ https://www.ncbi.nlm.nih.gov/pubmed/36071867 http://dx.doi.org/10.1155/2022/8447083 |
work_keys_str_mv | AT liqiuyuan animmunerelatedgeneticfeaturedepictedtheheterogeneousnatureoflungadenocarcinomaandsquamouscellcarcinomaandtheirdistinctivepredicteddrugresponses AT jiangyan animmunerelatedgeneticfeaturedepictedtheheterogeneousnatureoflungadenocarcinomaandsquamouscellcarcinomaandtheirdistinctivepredicteddrugresponses AT songnan animmunerelatedgeneticfeaturedepictedtheheterogeneousnatureoflungadenocarcinomaandsquamouscellcarcinomaandtheirdistinctivepredicteddrugresponses AT zhoubin animmunerelatedgeneticfeaturedepictedtheheterogeneousnatureoflungadenocarcinomaandsquamouscellcarcinomaandtheirdistinctivepredicteddrugresponses AT lizhao animmunerelatedgeneticfeaturedepictedtheheterogeneousnatureoflungadenocarcinomaandsquamouscellcarcinomaandtheirdistinctivepredicteddrugresponses AT linlei animmunerelatedgeneticfeaturedepictedtheheterogeneousnatureoflungadenocarcinomaandsquamouscellcarcinomaandtheirdistinctivepredicteddrugresponses AT liqiuyuan immunerelatedgeneticfeaturedepictedtheheterogeneousnatureoflungadenocarcinomaandsquamouscellcarcinomaandtheirdistinctivepredicteddrugresponses AT jiangyan immunerelatedgeneticfeaturedepictedtheheterogeneousnatureoflungadenocarcinomaandsquamouscellcarcinomaandtheirdistinctivepredicteddrugresponses AT songnan immunerelatedgeneticfeaturedepictedtheheterogeneousnatureoflungadenocarcinomaandsquamouscellcarcinomaandtheirdistinctivepredicteddrugresponses AT zhoubin immunerelatedgeneticfeaturedepictedtheheterogeneousnatureoflungadenocarcinomaandsquamouscellcarcinomaandtheirdistinctivepredicteddrugresponses AT lizhao immunerelatedgeneticfeaturedepictedtheheterogeneousnatureoflungadenocarcinomaandsquamouscellcarcinomaandtheirdistinctivepredicteddrugresponses AT linlei immunerelatedgeneticfeaturedepictedtheheterogeneousnatureoflungadenocarcinomaandsquamouscellcarcinomaandtheirdistinctivepredicteddrugresponses |