Cargando…
Genomic And Tumor Microenvironment Differences Between Cell Cycle Progression Pathway Altered/Non-Altered Patients With Lung Adenocarcinoma
BACKGROUND: Identified as a hallmark of cancer, the dysregulated cell cycle progression plays an important role in the promotion and progression of lung adenocarcinoma (LUAD). However, the genomic and microenvironment differences between cell cycle progression pathway altered/non-altered LUAD patien...
Autores principales: | , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8919059/ https://www.ncbi.nlm.nih.gov/pubmed/35296002 http://dx.doi.org/10.3389/fonc.2022.843528 |
_version_ | 1784668870753124352 |
---|---|
author | Shan, Guangyao Bi, Guoshu Bian, Yunyi Valeria, Besskaya Zeng, Dejun Zhang, Huan Yao, Guangyu Zhang, Yi Fan, Hong Zhan, Cheng |
author_facet | Shan, Guangyao Bi, Guoshu Bian, Yunyi Valeria, Besskaya Zeng, Dejun Zhang, Huan Yao, Guangyu Zhang, Yi Fan, Hong Zhan, Cheng |
author_sort | Shan, Guangyao |
collection | PubMed |
description | BACKGROUND: Identified as a hallmark of cancer, the dysregulated cell cycle progression plays an important role in the promotion and progression of lung adenocarcinoma (LUAD). However, the genomic and microenvironment differences between cell cycle progression pathway altered/non-altered LUAD patients remain to be elucidated. MATERIALS AND METHODS: Data of this study were obtained from The Cancer Genome Atlas (TCGA), including simple nucleotide variation, copy number variation (CNV), RNA-seq gene expression, miRNA expression, survival, and clinical information. Besides, 34 LUAD samples from our institution were used as a validation cohort. Differentially expressed genes (DEGs), enrichment analysis, and immune cell infiltration were detected. At last, we built a LASSO-binary Logistic regression model to predict the cell-cycle-related gene mutation (CDKN2A, CCND1, CDK4, CCNE1, and RB1) in LUAD patients and further verified it in the samples from our institution. RESULTS: Based on the cell cycle progression pathway status, the LUAD patients were divided into the mutation (n=322) and wild (n=46) groups. Compared to the wild group, the mutation group had a higher mutational load and CNV. Among the 16684 protein-coding genes analyzed, 302 were upregulated, and 354 were downregulated in the mutation group. Enrichment analysis indicated that these DEGs were closely related to metabolism items. After performing immune cell infiltration analysis of 22 immune cells, we found the proportion of 5 immune cells such as monocytes (P<0.01) and dendritic cells (P<0.01) were higher in the wild group. Finally, a cell-cycle-related 15-signature model was built by LASSO-Logistic regression analysis, which could predict the cell cycle progression pathway-related gene mutation (CDKN2A, CCND1, CDK4, CCNE1, and RB1) in LUAD patients. The validation cohorts showed the sensitivity and specificity of this model were 0.667 and 0.929, respectively. CONCLUSION: The genomic and microenvironment characteristics differed between the cell cycle progression pathway altered/non-altered patients with LUAD. Our findings may provide new insight into personalized treatment for LUAD patients. |
format | Online Article Text |
id | pubmed-8919059 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-89190592022-03-15 Genomic And Tumor Microenvironment Differences Between Cell Cycle Progression Pathway Altered/Non-Altered Patients With Lung Adenocarcinoma Shan, Guangyao Bi, Guoshu Bian, Yunyi Valeria, Besskaya Zeng, Dejun Zhang, Huan Yao, Guangyu Zhang, Yi Fan, Hong Zhan, Cheng Front Oncol Oncology BACKGROUND: Identified as a hallmark of cancer, the dysregulated cell cycle progression plays an important role in the promotion and progression of lung adenocarcinoma (LUAD). However, the genomic and microenvironment differences between cell cycle progression pathway altered/non-altered LUAD patients remain to be elucidated. MATERIALS AND METHODS: Data of this study were obtained from The Cancer Genome Atlas (TCGA), including simple nucleotide variation, copy number variation (CNV), RNA-seq gene expression, miRNA expression, survival, and clinical information. Besides, 34 LUAD samples from our institution were used as a validation cohort. Differentially expressed genes (DEGs), enrichment analysis, and immune cell infiltration were detected. At last, we built a LASSO-binary Logistic regression model to predict the cell-cycle-related gene mutation (CDKN2A, CCND1, CDK4, CCNE1, and RB1) in LUAD patients and further verified it in the samples from our institution. RESULTS: Based on the cell cycle progression pathway status, the LUAD patients were divided into the mutation (n=322) and wild (n=46) groups. Compared to the wild group, the mutation group had a higher mutational load and CNV. Among the 16684 protein-coding genes analyzed, 302 were upregulated, and 354 were downregulated in the mutation group. Enrichment analysis indicated that these DEGs were closely related to metabolism items. After performing immune cell infiltration analysis of 22 immune cells, we found the proportion of 5 immune cells such as monocytes (P<0.01) and dendritic cells (P<0.01) were higher in the wild group. Finally, a cell-cycle-related 15-signature model was built by LASSO-Logistic regression analysis, which could predict the cell cycle progression pathway-related gene mutation (CDKN2A, CCND1, CDK4, CCNE1, and RB1) in LUAD patients. The validation cohorts showed the sensitivity and specificity of this model were 0.667 and 0.929, respectively. CONCLUSION: The genomic and microenvironment characteristics differed between the cell cycle progression pathway altered/non-altered patients with LUAD. Our findings may provide new insight into personalized treatment for LUAD patients. Frontiers Media S.A. 2022-02-28 /pmc/articles/PMC8919059/ /pubmed/35296002 http://dx.doi.org/10.3389/fonc.2022.843528 Text en Copyright © 2022 Shan, Bi, Bian, Valeria, Zeng, Zhang, Yao, Zhang, Fan and Zhan 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 | Oncology Shan, Guangyao Bi, Guoshu Bian, Yunyi Valeria, Besskaya Zeng, Dejun Zhang, Huan Yao, Guangyu Zhang, Yi Fan, Hong Zhan, Cheng Genomic And Tumor Microenvironment Differences Between Cell Cycle Progression Pathway Altered/Non-Altered Patients With Lung Adenocarcinoma |
title | Genomic And Tumor Microenvironment Differences Between Cell Cycle Progression Pathway Altered/Non-Altered Patients With Lung Adenocarcinoma |
title_full | Genomic And Tumor Microenvironment Differences Between Cell Cycle Progression Pathway Altered/Non-Altered Patients With Lung Adenocarcinoma |
title_fullStr | Genomic And Tumor Microenvironment Differences Between Cell Cycle Progression Pathway Altered/Non-Altered Patients With Lung Adenocarcinoma |
title_full_unstemmed | Genomic And Tumor Microenvironment Differences Between Cell Cycle Progression Pathway Altered/Non-Altered Patients With Lung Adenocarcinoma |
title_short | Genomic And Tumor Microenvironment Differences Between Cell Cycle Progression Pathway Altered/Non-Altered Patients With Lung Adenocarcinoma |
title_sort | genomic and tumor microenvironment differences between cell cycle progression pathway altered/non-altered patients with lung adenocarcinoma |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8919059/ https://www.ncbi.nlm.nih.gov/pubmed/35296002 http://dx.doi.org/10.3389/fonc.2022.843528 |
work_keys_str_mv | AT shanguangyao genomicandtumormicroenvironmentdifferencesbetweencellcycleprogressionpathwayalterednonalteredpatientswithlungadenocarcinoma AT biguoshu genomicandtumormicroenvironmentdifferencesbetweencellcycleprogressionpathwayalterednonalteredpatientswithlungadenocarcinoma AT bianyunyi genomicandtumormicroenvironmentdifferencesbetweencellcycleprogressionpathwayalterednonalteredpatientswithlungadenocarcinoma AT valeriabesskaya genomicandtumormicroenvironmentdifferencesbetweencellcycleprogressionpathwayalterednonalteredpatientswithlungadenocarcinoma AT zengdejun genomicandtumormicroenvironmentdifferencesbetweencellcycleprogressionpathwayalterednonalteredpatientswithlungadenocarcinoma AT zhanghuan genomicandtumormicroenvironmentdifferencesbetweencellcycleprogressionpathwayalterednonalteredpatientswithlungadenocarcinoma AT yaoguangyu genomicandtumormicroenvironmentdifferencesbetweencellcycleprogressionpathwayalterednonalteredpatientswithlungadenocarcinoma AT zhangyi genomicandtumormicroenvironmentdifferencesbetweencellcycleprogressionpathwayalterednonalteredpatientswithlungadenocarcinoma AT fanhong genomicandtumormicroenvironmentdifferencesbetweencellcycleprogressionpathwayalterednonalteredpatientswithlungadenocarcinoma AT zhancheng genomicandtumormicroenvironmentdifferencesbetweencellcycleprogressionpathwayalterednonalteredpatientswithlungadenocarcinoma |