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Using a Gene Network of Pyroptosis to Quantify the Responses to Immunotherapy and Prognosis for Neuroblastoma Patients

BACKGROUND: Pyroptosis, as an inflammatory form of cell death, is involved in many physiological and pathological processes. Neuroblastoma is the most common extra-cranial solid tumor in children. In this study, the relationship between pyroptosis and tumor microenvironment in neuroblastoma was syst...

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Autores principales: Luo, Bingying, Wang, Limin, Gao, Weijing, Su, Yudong, Lu, Yao, Zheng, Jian, Yin, Jie, Zhao, Qiang, Li, Jie, Da, Yurong, Li, Long
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8987018/
https://www.ncbi.nlm.nih.gov/pubmed/35401536
http://dx.doi.org/10.3389/fimmu.2022.845757
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author Luo, Bingying
Wang, Limin
Gao, Weijing
Su, Yudong
Lu, Yao
Zheng, Jian
Yin, Jie
Zhao, Qiang
Li, Jie
Da, Yurong
Li, Long
author_facet Luo, Bingying
Wang, Limin
Gao, Weijing
Su, Yudong
Lu, Yao
Zheng, Jian
Yin, Jie
Zhao, Qiang
Li, Jie
Da, Yurong
Li, Long
author_sort Luo, Bingying
collection PubMed
description BACKGROUND: Pyroptosis, as an inflammatory form of cell death, is involved in many physiological and pathological processes. Neuroblastoma is the most common extra-cranial solid tumor in children. In this study, the relationship between pyroptosis and tumor microenvironment in neuroblastoma was systematically studied. METHODS: We integrated four datasets of neuroblastomas. Through robust clustering of the mRNA expression profiles of 24 pyroptosis-related genes, a total of three pyroptosis patterns were identified. We then constructed a novel scoring method named as pyroscore to quantify the level of pyroptosis in neuroblastoma. Multi-omics data and single-cell RNA sequencing were used to accurately and comprehensively evaluate the effectiveness of pyroscore. Clinical data sets were used to evaluate the use of pyroscore to predict the responsiveness of immune checkpoint treatment. RESULTS: High pyroscore was associated with good prognosis, immune activation, and increased response to checkpoint blockade immunotherapy. Multivariate Cox analysis revealed that the pyroscore was an independent prognostic biomarker and could increase the accuracy of clinical prediction models. Etoposide, a drug picked up by our analysis, could increase the sensitivity of neuroblastoma cells to pyroptosis. External verification using four cohorts of patients who had received immunotherapy showed that high pyroscore was significantly associated with immunotherapy treatment benefit. CONCLUSIONS: Taken together, this study revealed that pyroptosis-related gene network could quantify the response of neuroblastoma to immune checkpoint blockade therapy and prognosis, and it may be helpful for clinical practitioners to choose treatment strategies for neuroblastoma patients.
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spelling pubmed-89870182022-04-08 Using a Gene Network of Pyroptosis to Quantify the Responses to Immunotherapy and Prognosis for Neuroblastoma Patients Luo, Bingying Wang, Limin Gao, Weijing Su, Yudong Lu, Yao Zheng, Jian Yin, Jie Zhao, Qiang Li, Jie Da, Yurong Li, Long Front Immunol Immunology BACKGROUND: Pyroptosis, as an inflammatory form of cell death, is involved in many physiological and pathological processes. Neuroblastoma is the most common extra-cranial solid tumor in children. In this study, the relationship between pyroptosis and tumor microenvironment in neuroblastoma was systematically studied. METHODS: We integrated four datasets of neuroblastomas. Through robust clustering of the mRNA expression profiles of 24 pyroptosis-related genes, a total of three pyroptosis patterns were identified. We then constructed a novel scoring method named as pyroscore to quantify the level of pyroptosis in neuroblastoma. Multi-omics data and single-cell RNA sequencing were used to accurately and comprehensively evaluate the effectiveness of pyroscore. Clinical data sets were used to evaluate the use of pyroscore to predict the responsiveness of immune checkpoint treatment. RESULTS: High pyroscore was associated with good prognosis, immune activation, and increased response to checkpoint blockade immunotherapy. Multivariate Cox analysis revealed that the pyroscore was an independent prognostic biomarker and could increase the accuracy of clinical prediction models. Etoposide, a drug picked up by our analysis, could increase the sensitivity of neuroblastoma cells to pyroptosis. External verification using four cohorts of patients who had received immunotherapy showed that high pyroscore was significantly associated with immunotherapy treatment benefit. CONCLUSIONS: Taken together, this study revealed that pyroptosis-related gene network could quantify the response of neuroblastoma to immune checkpoint blockade therapy and prognosis, and it may be helpful for clinical practitioners to choose treatment strategies for neuroblastoma patients. Frontiers Media S.A. 2022-03-24 /pmc/articles/PMC8987018/ /pubmed/35401536 http://dx.doi.org/10.3389/fimmu.2022.845757 Text en Copyright © 2022 Luo, Wang, Gao, Su, Lu, Zheng, Yin, Zhao, Li, Da and Li 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 Immunology
Luo, Bingying
Wang, Limin
Gao, Weijing
Su, Yudong
Lu, Yao
Zheng, Jian
Yin, Jie
Zhao, Qiang
Li, Jie
Da, Yurong
Li, Long
Using a Gene Network of Pyroptosis to Quantify the Responses to Immunotherapy and Prognosis for Neuroblastoma Patients
title Using a Gene Network of Pyroptosis to Quantify the Responses to Immunotherapy and Prognosis for Neuroblastoma Patients
title_full Using a Gene Network of Pyroptosis to Quantify the Responses to Immunotherapy and Prognosis for Neuroblastoma Patients
title_fullStr Using a Gene Network of Pyroptosis to Quantify the Responses to Immunotherapy and Prognosis for Neuroblastoma Patients
title_full_unstemmed Using a Gene Network of Pyroptosis to Quantify the Responses to Immunotherapy and Prognosis for Neuroblastoma Patients
title_short Using a Gene Network of Pyroptosis to Quantify the Responses to Immunotherapy and Prognosis for Neuroblastoma Patients
title_sort using a gene network of pyroptosis to quantify the responses to immunotherapy and prognosis for neuroblastoma patients
topic Immunology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8987018/
https://www.ncbi.nlm.nih.gov/pubmed/35401536
http://dx.doi.org/10.3389/fimmu.2022.845757
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