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Development and validation of cuproptosis-related lncRNAs associated with pancreatic cancer immune microenvironment based on single-cell
BACKGROUND: Cuproptosis, a novel mode of cell death associated with the tricarboxylic acid (TCA) cycle, is relevant to the development of cancer. However, the impact of single-cell-based Cuproptosis-associated lncRNAs on the Tumor immune microenvironment (TIME) of Pancreatic adenocarcinoma (PAAD) an...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10563513/ https://www.ncbi.nlm.nih.gov/pubmed/37822927 http://dx.doi.org/10.3389/fimmu.2023.1220760 |
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author | Sun, Yimeng Yao, Lin Man, Changfeng Gao, Zhenjun He, Rong Fan, Yu |
author_facet | Sun, Yimeng Yao, Lin Man, Changfeng Gao, Zhenjun He, Rong Fan, Yu |
author_sort | Sun, Yimeng |
collection | PubMed |
description | BACKGROUND: Cuproptosis, a novel mode of cell death associated with the tricarboxylic acid (TCA) cycle, is relevant to the development of cancer. However, the impact of single-cell-based Cuproptosis-associated lncRNAs on the Tumor immune microenvironment (TIME) of Pancreatic adenocarcinoma (PAAD) and its potential value for individualized immunotherapy has not been clarified. METHODS: 14 immune-related CRGs were screened by exploring the interaction between differentially expressed Immune-Related Genes (IRGs) and Cuproptosis-Related Genes (CRGs) in PAAD. Next, the expression amount and expression distribution of CRGs in single-cell samples were analyzed by focusing on 7-CRGs with significant expressions. On the one hand, MAP2K2, SOD1, and VEGFA, which were significantly differentially expressed between PAAD sites and normal tissues adjacent to them, were subjected to immunohistochemical validation and immune landscape analysis. On the other hand, from these 7-CRGs, prognostic signatures of lncRNAs were established by co-expression and LASSO-COX regression analysis, and their prognostic value and immune relevance were assessed. In addition, this study not only validated the hub CRGs and the lncRNAs constituting the signature in a PAAD animal model treated with immunotherapy-based combination therapy using immunohistochemistry and qRT-PCR but also explored the potential value of the combination of targeted, chemotherapy and immunotherapy. RESULTS: Based on the screening of 7-CRGs significantly expressed in a PAAD single-cell cohort and their co-expressed Cuproptosis-Related lncRNAs (CRIs), this study constructed a prognostic signature of 4-CRIs named CIR-score. A Nomogram integrating the CIR-score and clinical risk factors was constructed on this basis to predict the individualized survival of patients. Moreover, high and low-risk groups classified according to the median of signatures exhibited significant differences in clinical prognosis, immune landscape, bioenrichment, tumor burden, and drug sensitivity. And the immunohistochemical and qRT-PCR results of different mouse PAAD treatment strategies were consistent with the trend of inter-group variability in drug sensitivity of hub CRGs and CIR-score. The combination of immunotherapy, targeted therapy, and chemotherapy exhibited a better tumor suppression effect. CONCLUSION: CIR-score, as a Cuproptosis-related TIME-specific prognostic signature based on PAAD single cells, not only predicts the prognosis and immune landscape of PAAD patients but also provides a new strategy for individualized immunotherapy-based combination therapy. |
format | Online Article Text |
id | pubmed-10563513 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-105635132023-10-11 Development and validation of cuproptosis-related lncRNAs associated with pancreatic cancer immune microenvironment based on single-cell Sun, Yimeng Yao, Lin Man, Changfeng Gao, Zhenjun He, Rong Fan, Yu Front Immunol Immunology BACKGROUND: Cuproptosis, a novel mode of cell death associated with the tricarboxylic acid (TCA) cycle, is relevant to the development of cancer. However, the impact of single-cell-based Cuproptosis-associated lncRNAs on the Tumor immune microenvironment (TIME) of Pancreatic adenocarcinoma (PAAD) and its potential value for individualized immunotherapy has not been clarified. METHODS: 14 immune-related CRGs were screened by exploring the interaction between differentially expressed Immune-Related Genes (IRGs) and Cuproptosis-Related Genes (CRGs) in PAAD. Next, the expression amount and expression distribution of CRGs in single-cell samples were analyzed by focusing on 7-CRGs with significant expressions. On the one hand, MAP2K2, SOD1, and VEGFA, which were significantly differentially expressed between PAAD sites and normal tissues adjacent to them, were subjected to immunohistochemical validation and immune landscape analysis. On the other hand, from these 7-CRGs, prognostic signatures of lncRNAs were established by co-expression and LASSO-COX regression analysis, and their prognostic value and immune relevance were assessed. In addition, this study not only validated the hub CRGs and the lncRNAs constituting the signature in a PAAD animal model treated with immunotherapy-based combination therapy using immunohistochemistry and qRT-PCR but also explored the potential value of the combination of targeted, chemotherapy and immunotherapy. RESULTS: Based on the screening of 7-CRGs significantly expressed in a PAAD single-cell cohort and their co-expressed Cuproptosis-Related lncRNAs (CRIs), this study constructed a prognostic signature of 4-CRIs named CIR-score. A Nomogram integrating the CIR-score and clinical risk factors was constructed on this basis to predict the individualized survival of patients. Moreover, high and low-risk groups classified according to the median of signatures exhibited significant differences in clinical prognosis, immune landscape, bioenrichment, tumor burden, and drug sensitivity. And the immunohistochemical and qRT-PCR results of different mouse PAAD treatment strategies were consistent with the trend of inter-group variability in drug sensitivity of hub CRGs and CIR-score. The combination of immunotherapy, targeted therapy, and chemotherapy exhibited a better tumor suppression effect. CONCLUSION: CIR-score, as a Cuproptosis-related TIME-specific prognostic signature based on PAAD single cells, not only predicts the prognosis and immune landscape of PAAD patients but also provides a new strategy for individualized immunotherapy-based combination therapy. Frontiers Media S.A. 2023-09-25 /pmc/articles/PMC10563513/ /pubmed/37822927 http://dx.doi.org/10.3389/fimmu.2023.1220760 Text en Copyright © 2023 Sun, Yao, Man, Gao, He and Fan 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 Sun, Yimeng Yao, Lin Man, Changfeng Gao, Zhenjun He, Rong Fan, Yu Development and validation of cuproptosis-related lncRNAs associated with pancreatic cancer immune microenvironment based on single-cell |
title | Development and validation of cuproptosis-related lncRNAs associated with pancreatic cancer immune microenvironment based on single-cell |
title_full | Development and validation of cuproptosis-related lncRNAs associated with pancreatic cancer immune microenvironment based on single-cell |
title_fullStr | Development and validation of cuproptosis-related lncRNAs associated with pancreatic cancer immune microenvironment based on single-cell |
title_full_unstemmed | Development and validation of cuproptosis-related lncRNAs associated with pancreatic cancer immune microenvironment based on single-cell |
title_short | Development and validation of cuproptosis-related lncRNAs associated with pancreatic cancer immune microenvironment based on single-cell |
title_sort | development and validation of cuproptosis-related lncrnas associated with pancreatic cancer immune microenvironment based on single-cell |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10563513/ https://www.ncbi.nlm.nih.gov/pubmed/37822927 http://dx.doi.org/10.3389/fimmu.2023.1220760 |
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