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Integrated genomic, transcriptomic, and epigenetic analyses identify a leukotriene synthesis-related M2 macrophage gene signature that predicts prognosis and treatment vulnerability in gliomas
The pathological implications of tumor-associated macrophages in the glioma microenvironment have been highlighted, while there lacks a gene signature to characterize the functional status and clinical implications of these cells. Comprehensive bioinformatics approaches were employed to develop an M...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9493442/ https://www.ncbi.nlm.nih.gov/pubmed/36159811 http://dx.doi.org/10.3389/fimmu.2022.970702 |
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author | Ji, Hang Liu, Zhihui Wang, Nan Jin, Jiaqi Zhang, Jiheng Dong, Jiawei Wang, Fang Yan, Xiuwei Gong, Qin Zhao, Hongtao Sun, Haogeng Li, Yongzhe Hu, Shaoshan You, Chao |
author_facet | Ji, Hang Liu, Zhihui Wang, Nan Jin, Jiaqi Zhang, Jiheng Dong, Jiawei Wang, Fang Yan, Xiuwei Gong, Qin Zhao, Hongtao Sun, Haogeng Li, Yongzhe Hu, Shaoshan You, Chao |
author_sort | Ji, Hang |
collection | PubMed |
description | The pathological implications of tumor-associated macrophages in the glioma microenvironment have been highlighted, while there lacks a gene signature to characterize the functional status and clinical implications of these cells. Comprehensive bioinformatics approaches were employed to develop an M2 macrophage-associated gene signature at bulk-tumor and single-cell levels and explore immunological and metabolic features. Consequently, the PI3K pathway and fatty acid metabolism were correlated with the M2 fraction. Further distilling the pathway members resulted in a leukotriene synthesis-related gene signature (Macro index), including PIK3R5, PIK3R6, ALOX5, ALOX5AP, and ALOX15B, that was primarily expressed by monocytes/macrophages. Increased Macro index predicted IL13-induced macrophages, and was associated with T-cell dysfunction at both transcriptional and epigenetic levels and predicted an unfavorable outcome. Besides, the Macro index was proportional with PAI1 at the protein level, with high levels of the latter suggesting a decreased progression-free interval of glioblastoma. Notably, the monocytes/macrophages in the glioma environment contribute to the expression of immune checkpoints and the Macro index predicts glioma responsiveness to anti-PD1 treatment. Together, our study proposed a leukotriene synthesis-related M2 macrophage gene signature, which may provide insights into the role of these cells in the glioma microenvironment and facilitate individually tailored therapeutic strategies for the disease. |
format | Online Article Text |
id | pubmed-9493442 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-94934422022-09-23 Integrated genomic, transcriptomic, and epigenetic analyses identify a leukotriene synthesis-related M2 macrophage gene signature that predicts prognosis and treatment vulnerability in gliomas Ji, Hang Liu, Zhihui Wang, Nan Jin, Jiaqi Zhang, Jiheng Dong, Jiawei Wang, Fang Yan, Xiuwei Gong, Qin Zhao, Hongtao Sun, Haogeng Li, Yongzhe Hu, Shaoshan You, Chao Front Immunol Immunology The pathological implications of tumor-associated macrophages in the glioma microenvironment have been highlighted, while there lacks a gene signature to characterize the functional status and clinical implications of these cells. Comprehensive bioinformatics approaches were employed to develop an M2 macrophage-associated gene signature at bulk-tumor and single-cell levels and explore immunological and metabolic features. Consequently, the PI3K pathway and fatty acid metabolism were correlated with the M2 fraction. Further distilling the pathway members resulted in a leukotriene synthesis-related gene signature (Macro index), including PIK3R5, PIK3R6, ALOX5, ALOX5AP, and ALOX15B, that was primarily expressed by monocytes/macrophages. Increased Macro index predicted IL13-induced macrophages, and was associated with T-cell dysfunction at both transcriptional and epigenetic levels and predicted an unfavorable outcome. Besides, the Macro index was proportional with PAI1 at the protein level, with high levels of the latter suggesting a decreased progression-free interval of glioblastoma. Notably, the monocytes/macrophages in the glioma environment contribute to the expression of immune checkpoints and the Macro index predicts glioma responsiveness to anti-PD1 treatment. Together, our study proposed a leukotriene synthesis-related M2 macrophage gene signature, which may provide insights into the role of these cells in the glioma microenvironment and facilitate individually tailored therapeutic strategies for the disease. Frontiers Media S.A. 2022-09-08 /pmc/articles/PMC9493442/ /pubmed/36159811 http://dx.doi.org/10.3389/fimmu.2022.970702 Text en Copyright © 2022 Ji, Liu, Wang, Jin, Zhang, Dong, Wang, Yan, Gong, Zhao, Sun, Li, Hu and You 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 Ji, Hang Liu, Zhihui Wang, Nan Jin, Jiaqi Zhang, Jiheng Dong, Jiawei Wang, Fang Yan, Xiuwei Gong, Qin Zhao, Hongtao Sun, Haogeng Li, Yongzhe Hu, Shaoshan You, Chao Integrated genomic, transcriptomic, and epigenetic analyses identify a leukotriene synthesis-related M2 macrophage gene signature that predicts prognosis and treatment vulnerability in gliomas |
title | Integrated genomic, transcriptomic, and epigenetic analyses identify a leukotriene synthesis-related M2 macrophage gene signature that predicts prognosis and treatment vulnerability in gliomas |
title_full | Integrated genomic, transcriptomic, and epigenetic analyses identify a leukotriene synthesis-related M2 macrophage gene signature that predicts prognosis and treatment vulnerability in gliomas |
title_fullStr | Integrated genomic, transcriptomic, and epigenetic analyses identify a leukotriene synthesis-related M2 macrophage gene signature that predicts prognosis and treatment vulnerability in gliomas |
title_full_unstemmed | Integrated genomic, transcriptomic, and epigenetic analyses identify a leukotriene synthesis-related M2 macrophage gene signature that predicts prognosis and treatment vulnerability in gliomas |
title_short | Integrated genomic, transcriptomic, and epigenetic analyses identify a leukotriene synthesis-related M2 macrophage gene signature that predicts prognosis and treatment vulnerability in gliomas |
title_sort | integrated genomic, transcriptomic, and epigenetic analyses identify a leukotriene synthesis-related m2 macrophage gene signature that predicts prognosis and treatment vulnerability in gliomas |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9493442/ https://www.ncbi.nlm.nih.gov/pubmed/36159811 http://dx.doi.org/10.3389/fimmu.2022.970702 |
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