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ORIGINAL RESEARCH article
Front. Med.
Sec. Precision Medicine
Volume 12 - 2025 |
doi: 10.3389/fmed.2025.1456732
This article is part of the Research Topic Regulators of the Immune-Tumor Microenvironment: A New Frontier for Cancer Immunotherapy View all 17 articles
Unveiling Causal Immune Cell-Gene Associations in Multiple Myeloma: Insights from Systematic Reviews and Mendelian Randomization Analyses
Provisionally accepted- 1 Department of Traditional Chinese Medicine, Tangdu Hospital, Air Force Medical University, Xi'an, China
- 2 Department of otorhinolaryngology head and neck surgery, Tangdu Hospital, Air Force Medical University (Fourth military military medical university), Department of Otorhinolaryngology Head and Neck Surgery, Tangdu Hospital, Air Force Medical University, Xi'an, China
- 3 Department of hematology, Xijing Hospital, Air Force Medical University,, Xi'an, China
- 4 Department of Gastroenterology, Tangdu Hospital, Fourth Military Medical University, Xi'an, China
- 5 City College of Dongguan University of Technology, Dongguan, Guangdong, China
- 6 The Second Affiliated Hospital, Guangdong Provincial Hospital of Chinese Medicine, Guangzhou, China
- 7 Department of Traditional Chinese Medicine, Tangdu Hospital, Xi’an, China
- 8 Key Laboratory of Integrated Traditional Chinese and Western Medicine Tumor Diagnosis and treatment in Shaanxi Province, Xi'an, China
Background: The efficacy of novel chimeric antigen receptor T-cell (CAR-T) therapy is inconsistent, likely due to an incomplete understanding of the tumour microenvironment (TME). This study utilised meta-analysis to evaluate CAR-T-cell therapy efficacy and safety and employed two-sample Mendelian randomisation (MR) analysis to investigate the causal links between immune cells and Multiple Myeloma (MM). Method: Our literature review, conducted from January 1, 2019, to August 30, 2024, across Medline/PubMed, Scopus, and Web of Science, identified 2709 articles, 34 of which met our inclusion criteria. We utilised MR analysis of GWAS data to identify immune cells causally related to multiple myeloma, followed by SMR analysis to highlight associated pathogenic genes and colocalisation analysis for validation. Results: The meta-analysis revealed an 82.2% overall response rate to CAR-T-cell therapy, characterised by a safe profile with a grade 3 or higher CRS of 6.3% and neurotoxicity of 0.9%. BCMA, CD38, and GPRC5D CAR-T-cell therapies had superior response rates, whereas BCMA and CD3 CAR-T-cell therapy rates lagged at 61.8%. Post-adjustment for multiple testing, the levels of seven types of immune cells (two types of Treg, two types of TNBK, two types of B cells, and one type of Myeloid cell) were found to be elevated in association with an increased risk of multiple myeloma (MM), while the levels of another eight types of immune cells(one types of Treg, three types of TNBK, one type of MT cells, and two types of Myeloid cell and one type of cDC cells) were demonstrated to be associated with a decreased risk of MM. As supported by sensitivity analysis. SMR analysis pinpointed the risk genes VDR, VHL, POMC, and FANCD2, with VHL and POMC correlating at the methylation level. VDR was not significantly correlated with MM after correction for multiple tests. NCAM1 also exhibited a significant methylation-level association with disease. Conclusions: Our study supports the efficacy and safety of CAR-T-cell therapy in rrMM patients, with an 82.2% ORR and low rates of severe CRS (6.3%) and neurotoxicity (0.9%). This finding also suggests that BCMA/CD19 bispecific CAR-T cells have a superior ORR, pending clinical confirmation.
Keywords: immune cells, Mendelian randomisation, Multiple Myeloma, summary data-based Mendelian randomisation (SMR), Meta-analysis
Received: 29 Jun 2024; Accepted: 06 Jan 2025.
Copyright: © 2025 Zhang, Zhang, Jingxuan, Kou, Zhu, Ma, Zheng and Zhao. 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) or licensor 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.
* Correspondence:
Hui Zhang, Department of Traditional Chinese Medicine, Tangdu Hospital, Air Force Medical University, Xi'an, China
Ling Zhang, Department of otorhinolaryngology head and neck surgery, Tangdu Hospital, Air Force Medical University (Fourth military military medical university), Department of Otorhinolaryngology Head and Neck Surgery, Tangdu Hospital, Air Force Medical University, Xi'an, China
Zhi-Fu Kou, Department of Gastroenterology, Tangdu Hospital, Fourth Military Medical University, Xi'an, China
Yu Zhu, City College of Dongguan University of Technology, Dongguan, 523419, Guangdong, China
Litian Ma, Department of Gastroenterology, Tangdu Hospital, Fourth Military Medical University, Xi'an, China
Jin Zheng, Department of Traditional Chinese Medicine, Tangdu Hospital, Air Force Medical University, Xi'an, China
Can-Jun Zhao, Department of Traditional Chinese Medicine, Tangdu Hospital, Xi’an, China
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