Cargando…
Significance of pyroptosis-related gene in the diagnosis and classification of rheumatoid arthritis
BACKGROUND: Rheumatoid arthritis (RA), a chronic autoimmune inflammatory disease, is often characterized by persistent morning stiffness, joint pain, and swelling. Early diagnosis and timely treatment of RA can effectively delay the progression of the condition and significantly reduce the incidence...
Autores principales: | , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10057543/ https://www.ncbi.nlm.nih.gov/pubmed/37008939 http://dx.doi.org/10.3389/fendo.2023.1144250 |
_version_ | 1785016394501324800 |
---|---|
author | Li, Jian Cui, Yongfeng Jin, Xin Ruan, Hongfeng He, Dongan Che, Xiaoqian Gao, Jiawei Zhang, Haiming Guo, Jiandong Zhang, Jinxi |
author_facet | Li, Jian Cui, Yongfeng Jin, Xin Ruan, Hongfeng He, Dongan Che, Xiaoqian Gao, Jiawei Zhang, Haiming Guo, Jiandong Zhang, Jinxi |
author_sort | Li, Jian |
collection | PubMed |
description | BACKGROUND: Rheumatoid arthritis (RA), a chronic autoimmune inflammatory disease, is often characterized by persistent morning stiffness, joint pain, and swelling. Early diagnosis and timely treatment of RA can effectively delay the progression of the condition and significantly reduce the incidence of disability. In the study, we explored the function of pyroptosis-related genes (PRGs) in the diagnosis and classification of rheumatoid arthritis based on Gene Expression Omnibus (GEO) datasets. METHOD: We downloaded the GSE93272 dataset from the GEO database, which contains 35 healthy controls and 67 RA patients. Firstly, the GSE93272 was normalized by the R software “limma” package. Then, we screened PRGs by SVM-RFE, LASSO, and RF algorithms. To further investigate the prevalence of RA, we established a nomogram model. Besides, we grouped gene expression profiles into two clusters and explored their relationship with infiltrating immune cells. Finally, we analyzed the relationship between the two clusters and the cytokines. RESULT: CHMP3, TP53, AIM2, NLRP1, and PLCG1 were identified as PRGs. The nomogram model revealed that decision-making based on established model might be beneficial for RA patients, and the predictive power of the nomogram model was significant. In addition, we identified two different pyroptosis patterns (pyroptosis clusters A and B) based on the 5 PRGs. We found that eosinophil, gamma delta T cell, macrophage, natural killer cell, regulatory T cell, type 17 T helper cell, and type 2 T helper cell were significant high expressed in cluster B. And, we identified gene clusters A and B based on 56 differentially expressed genes (DEGs) between pyroptosis cluster A and B. And we calculated the pyroptosis score for each sample to quantify the different patterns. The patients in pyroptosis cluster B or gene cluster B had higher pyroptosis scores than those in pyroptosis cluster A or gene cluster A. CONCLUSION: In summary, PRGs play vital roles in the development and occurrence of RA. Our findings might provide novel views for the immunotherapy strategies with RA. |
format | Online Article Text |
id | pubmed-10057543 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-100575432023-03-30 Significance of pyroptosis-related gene in the diagnosis and classification of rheumatoid arthritis Li, Jian Cui, Yongfeng Jin, Xin Ruan, Hongfeng He, Dongan Che, Xiaoqian Gao, Jiawei Zhang, Haiming Guo, Jiandong Zhang, Jinxi Front Endocrinol (Lausanne) Endocrinology BACKGROUND: Rheumatoid arthritis (RA), a chronic autoimmune inflammatory disease, is often characterized by persistent morning stiffness, joint pain, and swelling. Early diagnosis and timely treatment of RA can effectively delay the progression of the condition and significantly reduce the incidence of disability. In the study, we explored the function of pyroptosis-related genes (PRGs) in the diagnosis and classification of rheumatoid arthritis based on Gene Expression Omnibus (GEO) datasets. METHOD: We downloaded the GSE93272 dataset from the GEO database, which contains 35 healthy controls and 67 RA patients. Firstly, the GSE93272 was normalized by the R software “limma” package. Then, we screened PRGs by SVM-RFE, LASSO, and RF algorithms. To further investigate the prevalence of RA, we established a nomogram model. Besides, we grouped gene expression profiles into two clusters and explored their relationship with infiltrating immune cells. Finally, we analyzed the relationship between the two clusters and the cytokines. RESULT: CHMP3, TP53, AIM2, NLRP1, and PLCG1 were identified as PRGs. The nomogram model revealed that decision-making based on established model might be beneficial for RA patients, and the predictive power of the nomogram model was significant. In addition, we identified two different pyroptosis patterns (pyroptosis clusters A and B) based on the 5 PRGs. We found that eosinophil, gamma delta T cell, macrophage, natural killer cell, regulatory T cell, type 17 T helper cell, and type 2 T helper cell were significant high expressed in cluster B. And, we identified gene clusters A and B based on 56 differentially expressed genes (DEGs) between pyroptosis cluster A and B. And we calculated the pyroptosis score for each sample to quantify the different patterns. The patients in pyroptosis cluster B or gene cluster B had higher pyroptosis scores than those in pyroptosis cluster A or gene cluster A. CONCLUSION: In summary, PRGs play vital roles in the development and occurrence of RA. Our findings might provide novel views for the immunotherapy strategies with RA. Frontiers Media S.A. 2023-03-15 /pmc/articles/PMC10057543/ /pubmed/37008939 http://dx.doi.org/10.3389/fendo.2023.1144250 Text en Copyright © 2023 Li, Cui, Jin, Ruan, He, Che, Gao, Zhang, Guo and Zhang 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 | Endocrinology Li, Jian Cui, Yongfeng Jin, Xin Ruan, Hongfeng He, Dongan Che, Xiaoqian Gao, Jiawei Zhang, Haiming Guo, Jiandong Zhang, Jinxi Significance of pyroptosis-related gene in the diagnosis and classification of rheumatoid arthritis |
title | Significance of pyroptosis-related gene in the diagnosis and classification of rheumatoid arthritis |
title_full | Significance of pyroptosis-related gene in the diagnosis and classification of rheumatoid arthritis |
title_fullStr | Significance of pyroptosis-related gene in the diagnosis and classification of rheumatoid arthritis |
title_full_unstemmed | Significance of pyroptosis-related gene in the diagnosis and classification of rheumatoid arthritis |
title_short | Significance of pyroptosis-related gene in the diagnosis and classification of rheumatoid arthritis |
title_sort | significance of pyroptosis-related gene in the diagnosis and classification of rheumatoid arthritis |
topic | Endocrinology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10057543/ https://www.ncbi.nlm.nih.gov/pubmed/37008939 http://dx.doi.org/10.3389/fendo.2023.1144250 |
work_keys_str_mv | AT lijian significanceofpyroptosisrelatedgeneinthediagnosisandclassificationofrheumatoidarthritis AT cuiyongfeng significanceofpyroptosisrelatedgeneinthediagnosisandclassificationofrheumatoidarthritis AT jinxin significanceofpyroptosisrelatedgeneinthediagnosisandclassificationofrheumatoidarthritis AT ruanhongfeng significanceofpyroptosisrelatedgeneinthediagnosisandclassificationofrheumatoidarthritis AT hedongan significanceofpyroptosisrelatedgeneinthediagnosisandclassificationofrheumatoidarthritis AT chexiaoqian significanceofpyroptosisrelatedgeneinthediagnosisandclassificationofrheumatoidarthritis AT gaojiawei significanceofpyroptosisrelatedgeneinthediagnosisandclassificationofrheumatoidarthritis AT zhanghaiming significanceofpyroptosisrelatedgeneinthediagnosisandclassificationofrheumatoidarthritis AT guojiandong significanceofpyroptosisrelatedgeneinthediagnosisandclassificationofrheumatoidarthritis AT zhangjinxi significanceofpyroptosisrelatedgeneinthediagnosisandclassificationofrheumatoidarthritis |