Cargando…

A novel refined pyroptosis and inflammasome-related genes signature for predicting prognosis and immune microenvironment in pancreatic ductal adenocarcinoma

Pyroptosis is an inflammatory form of cell death, which plays a key role in the development of auto-inflammation and cancer. This study aimed to construct a pyroptosis and inflammasome-related genes for predicting prognosis of the pancreatic ductal adenocarcinoma (PDAC). This study was based primari...

Descripción completa

Detalles Bibliográficos
Autores principales: Zuo, Jieliang, Yi, Chenhe, Chen, Zhenmei, Zhou, Bo, Yang, Tingsong, Lin, Jing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9626462/
https://www.ncbi.nlm.nih.gov/pubmed/36319832
http://dx.doi.org/10.1038/s41598-022-22864-z
_version_ 1784822738517491712
author Zuo, Jieliang
Yi, Chenhe
Chen, Zhenmei
Zhou, Bo
Yang, Tingsong
Lin, Jing
author_facet Zuo, Jieliang
Yi, Chenhe
Chen, Zhenmei
Zhou, Bo
Yang, Tingsong
Lin, Jing
author_sort Zuo, Jieliang
collection PubMed
description Pyroptosis is an inflammatory form of cell death, which plays a key role in the development of auto-inflammation and cancer. This study aimed to construct a pyroptosis and inflammasome-related genes for predicting prognosis of the pancreatic ductal adenocarcinoma (PDAC). This study was based primarily on the one-way analysis of variance, univariate Cox regression analysis, Least absolute shrinkage and selection operator (LASSO) Cox regression, a risk-prognostic signature, gene set variation analysis (GSVA), and immune microenvironment analysis, using PDAC data from The Cancer Genome Atlas and International Cancer Genome Consortium databases for the analysis of the role of 676 pyroptosis and inflammasome-related genes in PDAC retrieved from the Reactome and GeneCards databases. Lastly, we collected six paired PDAC and matched normal adjacent tissue samples to verify the expression of signature genes by quantitative real-time PCR (qRT-PCR). We identified 18 candidate pyroptosis and inflammasome-related genes that differed significantly between pathologic grades (stages) of PDAC patients. The univariate Cox and LASSO analyses pointed to six genes as the best variables for constructing a prognostic signature, including ACTA2, C1QTNF9, DNAH8, GATM, LBP, and NGF. The results of the risk prognostic model indicated that the AUCs at 1, 3, and 5 years were greater than 0.62. GSVA revealed that ‘GLYCOLYSIS’, ‘P53 PATHWAY’, ‘KRAS SIGNALING UP’, and ‘INFLAMMATORY RESPONSE’ hallmark gene sets were associated with the risk score. The high-risk group was associated with poor prognosis and was characterized by a lower infiltration of cells involved in anti-tumor immunity; whereas the low-risk group with higher T cells, NK cells, and macrophages showed relatively better survival and significantly higher upregulation of cytolytic scores and inflammation scores. Additionally, crucial pyroptosis and inflammasome-related genes were further validated by qRT-PCR. Our study revealed the prognostic role of the pyroptosis and inflammasome-related genes in PDAC for the first time. Simultaneously, the biological and prognostic heterogeneity of PDAC had been demonstrated, deepening our molecular understanding of this tumor.
format Online
Article
Text
id pubmed-9626462
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-96264622022-11-03 A novel refined pyroptosis and inflammasome-related genes signature for predicting prognosis and immune microenvironment in pancreatic ductal adenocarcinoma Zuo, Jieliang Yi, Chenhe Chen, Zhenmei Zhou, Bo Yang, Tingsong Lin, Jing Sci Rep Article Pyroptosis is an inflammatory form of cell death, which plays a key role in the development of auto-inflammation and cancer. This study aimed to construct a pyroptosis and inflammasome-related genes for predicting prognosis of the pancreatic ductal adenocarcinoma (PDAC). This study was based primarily on the one-way analysis of variance, univariate Cox regression analysis, Least absolute shrinkage and selection operator (LASSO) Cox regression, a risk-prognostic signature, gene set variation analysis (GSVA), and immune microenvironment analysis, using PDAC data from The Cancer Genome Atlas and International Cancer Genome Consortium databases for the analysis of the role of 676 pyroptosis and inflammasome-related genes in PDAC retrieved from the Reactome and GeneCards databases. Lastly, we collected six paired PDAC and matched normal adjacent tissue samples to verify the expression of signature genes by quantitative real-time PCR (qRT-PCR). We identified 18 candidate pyroptosis and inflammasome-related genes that differed significantly between pathologic grades (stages) of PDAC patients. The univariate Cox and LASSO analyses pointed to six genes as the best variables for constructing a prognostic signature, including ACTA2, C1QTNF9, DNAH8, GATM, LBP, and NGF. The results of the risk prognostic model indicated that the AUCs at 1, 3, and 5 years were greater than 0.62. GSVA revealed that ‘GLYCOLYSIS’, ‘P53 PATHWAY’, ‘KRAS SIGNALING UP’, and ‘INFLAMMATORY RESPONSE’ hallmark gene sets were associated with the risk score. The high-risk group was associated with poor prognosis and was characterized by a lower infiltration of cells involved in anti-tumor immunity; whereas the low-risk group with higher T cells, NK cells, and macrophages showed relatively better survival and significantly higher upregulation of cytolytic scores and inflammation scores. Additionally, crucial pyroptosis and inflammasome-related genes were further validated by qRT-PCR. Our study revealed the prognostic role of the pyroptosis and inflammasome-related genes in PDAC for the first time. Simultaneously, the biological and prognostic heterogeneity of PDAC had been demonstrated, deepening our molecular understanding of this tumor. Nature Publishing Group UK 2022-11-01 /pmc/articles/PMC9626462/ /pubmed/36319832 http://dx.doi.org/10.1038/s41598-022-22864-z Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Zuo, Jieliang
Yi, Chenhe
Chen, Zhenmei
Zhou, Bo
Yang, Tingsong
Lin, Jing
A novel refined pyroptosis and inflammasome-related genes signature for predicting prognosis and immune microenvironment in pancreatic ductal adenocarcinoma
title A novel refined pyroptosis and inflammasome-related genes signature for predicting prognosis and immune microenvironment in pancreatic ductal adenocarcinoma
title_full A novel refined pyroptosis and inflammasome-related genes signature for predicting prognosis and immune microenvironment in pancreatic ductal adenocarcinoma
title_fullStr A novel refined pyroptosis and inflammasome-related genes signature for predicting prognosis and immune microenvironment in pancreatic ductal adenocarcinoma
title_full_unstemmed A novel refined pyroptosis and inflammasome-related genes signature for predicting prognosis and immune microenvironment in pancreatic ductal adenocarcinoma
title_short A novel refined pyroptosis and inflammasome-related genes signature for predicting prognosis and immune microenvironment in pancreatic ductal adenocarcinoma
title_sort novel refined pyroptosis and inflammasome-related genes signature for predicting prognosis and immune microenvironment in pancreatic ductal adenocarcinoma
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9626462/
https://www.ncbi.nlm.nih.gov/pubmed/36319832
http://dx.doi.org/10.1038/s41598-022-22864-z
work_keys_str_mv AT zuojieliang anovelrefinedpyroptosisandinflammasomerelatedgenessignatureforpredictingprognosisandimmunemicroenvironmentinpancreaticductaladenocarcinoma
AT yichenhe anovelrefinedpyroptosisandinflammasomerelatedgenessignatureforpredictingprognosisandimmunemicroenvironmentinpancreaticductaladenocarcinoma
AT chenzhenmei anovelrefinedpyroptosisandinflammasomerelatedgenessignatureforpredictingprognosisandimmunemicroenvironmentinpancreaticductaladenocarcinoma
AT zhoubo anovelrefinedpyroptosisandinflammasomerelatedgenessignatureforpredictingprognosisandimmunemicroenvironmentinpancreaticductaladenocarcinoma
AT yangtingsong anovelrefinedpyroptosisandinflammasomerelatedgenessignatureforpredictingprognosisandimmunemicroenvironmentinpancreaticductaladenocarcinoma
AT linjing anovelrefinedpyroptosisandinflammasomerelatedgenessignatureforpredictingprognosisandimmunemicroenvironmentinpancreaticductaladenocarcinoma
AT zuojieliang novelrefinedpyroptosisandinflammasomerelatedgenessignatureforpredictingprognosisandimmunemicroenvironmentinpancreaticductaladenocarcinoma
AT yichenhe novelrefinedpyroptosisandinflammasomerelatedgenessignatureforpredictingprognosisandimmunemicroenvironmentinpancreaticductaladenocarcinoma
AT chenzhenmei novelrefinedpyroptosisandinflammasomerelatedgenessignatureforpredictingprognosisandimmunemicroenvironmentinpancreaticductaladenocarcinoma
AT zhoubo novelrefinedpyroptosisandinflammasomerelatedgenessignatureforpredictingprognosisandimmunemicroenvironmentinpancreaticductaladenocarcinoma
AT yangtingsong novelrefinedpyroptosisandinflammasomerelatedgenessignatureforpredictingprognosisandimmunemicroenvironmentinpancreaticductaladenocarcinoma
AT linjing novelrefinedpyroptosisandinflammasomerelatedgenessignatureforpredictingprognosisandimmunemicroenvironmentinpancreaticductaladenocarcinoma