Abstract
Purpose
This study aims to elucidate the mechanism underlying temozolomide resistance in patients with MGMT promoter hypomethylated glioblastoma, which is correlated with poor prognosis. The objective is to identify therapeutic targets and drugs suitable for temozolomide-resistant glioblastoma patients using big data analysis.
Methods
In this retrospective study, transcriptome sequencing data from 457 glioblastoma patients, multi-omics data, and single-cell sequencing data were employed to assess the expression pattern, prognostic value, and biological functions of AHR in glioblastoma. The HERB database was utilized to screen for AHR-targeted drugs for glioblastoma treatment. Validation of our findings was conducted using multiplex immunofluorescence staining of clinical samples and T cells and tumor cells co-culture models.
Results
Our findings demonstrated that patients with MGMT promoter unmethylation did not benefit from postoperative temozolomide chemotherapy due to resistance arising from DNA repair function and tumor immune response. AHR was found to be expressed in immune cells and exhibited an immunomodulatory role in glioblastoma with MGMT promoter unmethylation. AHR was identified as a potential novel inhibitory immune checkpoint receptor, serving as a therapeutic target for temozolomide-resistant glioblastoma. Furthermore, targeting AHR with Semen aesculi markedly enhanced the cytotoxic effect of T cells on glioma cells.
Conclusions
In addition to DNA repair function, the tumor immune response plays a pivotal role in temozolomide resistance of glioblastoma. Herbal compounds targeting AHR may offer an effective treatment for temozolomide-resistant glioblastoma.
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Availability of data and materials
All non-private data and raw data associated with this study can be provided upon reasonable request.
Abbreviations
- AHR:
-
Aromatic hydrocarbon receptor
- GBM:
-
Glioblastoma
- GEPIA:
-
Gene expression profiling interactive analysis
- GSEA:
-
Gene set enrichment analysis
- GSVA:
-
Gene set variation analysis
- IDH:
-
Isocitrate dehydrogenases
- KEGG:
-
Kyoto Encyclopedia of Genes and Genomes
- MDMs:
-
Monocyte-derived macrophages
- MGMT:
-
O6-methylguanine-DNA methyltransferase
- PLK2:
-
Polo-like kinase 2
- TMZ:
-
Temozolomide
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Acknowledgements
The authors express their gratitude to Mr. Gengrun Li for his assistance in preparing the original manuscript.
Funding
This research was supported by grants from the National Natural Science Foundation of China (Grant no. 82004137).
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WZ contributed to the conceptualization, methodology, writing (review and editing), and supervision of the study. YB was responsible for data curation, methodology, writing the original draft, and supervision. NT contributed to the conceptualization, methodology, writing (review and editing), supervision, and funding acquisition. YW, PL, and JL were responsible for data curation, visualization, and software. ZS, JP, and SS participated in validation, visualization, and software development. SL and ZL contributed to validation and visualization. All authors reviewed the manuscript.
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The study was approved by the ethics committee of Tianjin University of Traditional Chinese Medicine and conducted in accordance with the principles of the Declaration of Helsinki.
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432_2023_4894_MOESM1_ESM.tif
Supplementary file1 Figure S1. Study flow chart. First, the study reconfirms that MGMT promoter region unmethylation results in treatment resistance in GBM patients. Then, functional enrichment analysis reveals elevated DNA repair-related and immune-related functions in treatment-resistant GBM patients. Among immune-related functions, AHR, but not PLK2, is identified as a potential therapeutic target. Further study shows AHR enrichment in MDMs and T cells, leading to an immunosuppressive tumor microenvironment. Finally, specific AHR expression in MDMs and T cells is verified in GBM samples. Immune activation role of Semen aesculi is initially explored in co-culture models (TIF 5522 KB)
432_2023_4894_MOESM3_ESM.tif
Supplementary file3 Figure S3. Defining cell clusters of GBM single-cell sequencing data. (A) Cell clusters of GBM single-cell sequencing data in GSE89567. (B) Expression of marker genes in different cell clusters in GSE89567. (C) Cell clusters of GBM single-cell sequencing data in GSE84465. (D) Expression of marker genes in different cell clusters in GSE84465 (TIF 16903 KB)
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Tan, N., Zhao, W., Wang, Y. et al. AHR, a novel inhibitory immune checkpoint receptor, is a potential therapeutic target for chemoresistant glioblastoma. J Cancer Res Clin Oncol 149, 9705–9720 (2023). https://doi.org/10.1007/s00432-023-04894-w
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DOI: https://doi.org/10.1007/s00432-023-04894-w