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Identification and validation of a novel cuproptosis-related gene signature in multiple myeloma
Background: Cuproptosis is a newly identified unique copper-triggered modality of mitochondrial cell death, distinct from known death mechanisms such as necroptosis, pyroptosis, and ferroptosis. Multiple myeloma (MM) is a hematologic neoplasm characterized by the malignant proliferation of plasma ce...
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/PMC10157051/ https://www.ncbi.nlm.nih.gov/pubmed/37152283 http://dx.doi.org/10.3389/fcell.2023.1159355 |
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author | Zhang, Bingxin Wang, Quanqiang Zhang, Tianyu Zheng, Ziwei Lin, Zhili Zhou, Shujuan Zheng, Dong Chen, Zixing Zheng, Sisi Zhang, Yu Lin, Xuanru Dong, Rujiao Chen, Jingjing Qian, Honglan Hu, Xudong Zhuang, Yan Zhang, Qianying Jin, Zhouxiang Jiang, Songfu Ma, Yongyong |
author_facet | Zhang, Bingxin Wang, Quanqiang Zhang, Tianyu Zheng, Ziwei Lin, Zhili Zhou, Shujuan Zheng, Dong Chen, Zixing Zheng, Sisi Zhang, Yu Lin, Xuanru Dong, Rujiao Chen, Jingjing Qian, Honglan Hu, Xudong Zhuang, Yan Zhang, Qianying Jin, Zhouxiang Jiang, Songfu Ma, Yongyong |
author_sort | Zhang, Bingxin |
collection | PubMed |
description | Background: Cuproptosis is a newly identified unique copper-triggered modality of mitochondrial cell death, distinct from known death mechanisms such as necroptosis, pyroptosis, and ferroptosis. Multiple myeloma (MM) is a hematologic neoplasm characterized by the malignant proliferation of plasma cells. In the development of MM, almost all patients undergo a relatively benign course from monoclonal gammopathy of undetermined significance (MGUS) to smoldering myeloma (SMM), which further progresses to active myeloma. However, the prognostic value of cuproptosis in MM remains unknown. Method: In this study, we systematically investigated the genetic variants, expression patterns, and prognostic value of cuproptosis-related genes (CRGs) in MM. CRG scores derived from the prognostic model were used to perform the risk stratification of MM patients. We then explored their differences in clinical characteristics and immune patterns and assessed their value in prognosis prediction and treatment response. Nomograms were also developed to improve predictive accuracy and clinical applicability. Finally, we collected MM cell lines and patient samples to validate marker gene expression by quantitative real-time PCR (qRT-PCR). Results: The evolution from MGUS and SMM to MM was also accompanied by differences in the CRG expression profile. Then, a well-performing cuproptosis-related risk model was developed to predict prognosis in MM and was validated in two external cohorts. The high-risk group exhibited higher clinical risk indicators. Cox regression analyses showed that the model was an independent prognostic predictor in MM. Patients in the high-risk group had significantly lower survival rates than those in the low-risk group (p < 0.001). Meanwhile, CRG scores were significantly correlated with immune infiltration, stemness index and immunotherapy sensitivity. We further revealed the close association between CRG scores and mitochondrial metabolism. Subsequently, the prediction nomogram showed good predictive power and calibration. Finally, the prognostic CRGs were further validated by qRT-PCR in vitro. Conclusion: CRGs were closely related to the immune pattern and self-renewal biology of cancer cells in MM. This prognostic model provided a new perspective for the risk stratification and treatment response prediction of MM patients. |
format | Online Article Text |
id | pubmed-10157051 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-101570512023-05-05 Identification and validation of a novel cuproptosis-related gene signature in multiple myeloma Zhang, Bingxin Wang, Quanqiang Zhang, Tianyu Zheng, Ziwei Lin, Zhili Zhou, Shujuan Zheng, Dong Chen, Zixing Zheng, Sisi Zhang, Yu Lin, Xuanru Dong, Rujiao Chen, Jingjing Qian, Honglan Hu, Xudong Zhuang, Yan Zhang, Qianying Jin, Zhouxiang Jiang, Songfu Ma, Yongyong Front Cell Dev Biol Cell and Developmental Biology Background: Cuproptosis is a newly identified unique copper-triggered modality of mitochondrial cell death, distinct from known death mechanisms such as necroptosis, pyroptosis, and ferroptosis. Multiple myeloma (MM) is a hematologic neoplasm characterized by the malignant proliferation of plasma cells. In the development of MM, almost all patients undergo a relatively benign course from monoclonal gammopathy of undetermined significance (MGUS) to smoldering myeloma (SMM), which further progresses to active myeloma. However, the prognostic value of cuproptosis in MM remains unknown. Method: In this study, we systematically investigated the genetic variants, expression patterns, and prognostic value of cuproptosis-related genes (CRGs) in MM. CRG scores derived from the prognostic model were used to perform the risk stratification of MM patients. We then explored their differences in clinical characteristics and immune patterns and assessed their value in prognosis prediction and treatment response. Nomograms were also developed to improve predictive accuracy and clinical applicability. Finally, we collected MM cell lines and patient samples to validate marker gene expression by quantitative real-time PCR (qRT-PCR). Results: The evolution from MGUS and SMM to MM was also accompanied by differences in the CRG expression profile. Then, a well-performing cuproptosis-related risk model was developed to predict prognosis in MM and was validated in two external cohorts. The high-risk group exhibited higher clinical risk indicators. Cox regression analyses showed that the model was an independent prognostic predictor in MM. Patients in the high-risk group had significantly lower survival rates than those in the low-risk group (p < 0.001). Meanwhile, CRG scores were significantly correlated with immune infiltration, stemness index and immunotherapy sensitivity. We further revealed the close association between CRG scores and mitochondrial metabolism. Subsequently, the prediction nomogram showed good predictive power and calibration. Finally, the prognostic CRGs were further validated by qRT-PCR in vitro. Conclusion: CRGs were closely related to the immune pattern and self-renewal biology of cancer cells in MM. This prognostic model provided a new perspective for the risk stratification and treatment response prediction of MM patients. Frontiers Media S.A. 2023-04-20 /pmc/articles/PMC10157051/ /pubmed/37152283 http://dx.doi.org/10.3389/fcell.2023.1159355 Text en Copyright © 2023 Zhang, Wang, Zhang, Zheng, Lin, Zhou, Zheng, Chen, Zheng, Zhang, Lin, Dong, Chen, Qian, Hu, Zhuang, Zhang, Jin, Jiang and Ma. 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 | Cell and Developmental Biology Zhang, Bingxin Wang, Quanqiang Zhang, Tianyu Zheng, Ziwei Lin, Zhili Zhou, Shujuan Zheng, Dong Chen, Zixing Zheng, Sisi Zhang, Yu Lin, Xuanru Dong, Rujiao Chen, Jingjing Qian, Honglan Hu, Xudong Zhuang, Yan Zhang, Qianying Jin, Zhouxiang Jiang, Songfu Ma, Yongyong Identification and validation of a novel cuproptosis-related gene signature in multiple myeloma |
title | Identification and validation of a novel cuproptosis-related gene signature in multiple myeloma |
title_full | Identification and validation of a novel cuproptosis-related gene signature in multiple myeloma |
title_fullStr | Identification and validation of a novel cuproptosis-related gene signature in multiple myeloma |
title_full_unstemmed | Identification and validation of a novel cuproptosis-related gene signature in multiple myeloma |
title_short | Identification and validation of a novel cuproptosis-related gene signature in multiple myeloma |
title_sort | identification and validation of a novel cuproptosis-related gene signature in multiple myeloma |
topic | Cell and Developmental Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10157051/ https://www.ncbi.nlm.nih.gov/pubmed/37152283 http://dx.doi.org/10.3389/fcell.2023.1159355 |
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