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探索免疫甲基化组学在抑郁症患者特征描述中的应用:一项概念验证研究。

Exploring the use of immunomethylomics in the characterization of depressed patients: A proof-of-concept study.

作者信息

Van Assche Evelien, Hohoff Christa, Su Atil Ecem, Wissing Sophia M, Serretti Alessandro, Fabbri Chiara, Pisanu Claudia, Squassina Alessio, Minelli Alessandra, Baune Bernhard T

机构信息

Department of Psychiatry, University of Münster, Münster, Germany.

Department of Medicine and Surgery, Kore University of Enna, Enna, Italy.

出版信息

Brain Behav Immun. 2025 Jan;123:597-605. doi: 10.1016/j.bbi.2024.09.026. Epub 2024 Sep 26.

DOI:10.1016/j.bbi.2024.09.026
PMID:39341467
Abstract

Alterations in DNA methylation and inflammation could represent valid biomarkers for the stratification of patients with major depressive disorder (MDD). This study explored the use of DNA-methylation based immunological cell-type profiles in the context of MDD and symptom severity over time. In 119 individuals with MDD, DNA-methylation was assessed on whole blood using the Illumina Infinium MethylationEPIC 850 k BeadChip. Quality control and data processing, as well as cell type estimation was conducted using the RnBeads package. The cell type composition was estimated using epigenome-wide DNA methylation signatures, applying the Houseman method, considering six cell types (neutrophils, natural killer cells (NK), B cells, CD4+ T cells, CD8+ T cells and monocytes). Two cytokines (IL-6 and IL-1β) and hsCRP were quantified in serum. We performed a hierarchical cluster analysis on the six estimated cell-types and tested the differences between these clusters in relation to the two cytokines and hsCRP, depression severity at baseline, and after 6 weeks of treatment (celecoxib/placebo + vortioxetine). We performed a second cluster analysis with cell-types and cytokines combined. ANCOVA was used to test for differences across clusters. We applied the Bonferroni correction. After quality control, we included 113 participants. Two clusters were identified, cluster 1 was high in CD4+ cells and NK, cluster 2 was high in CD8+ T-cells and B-cells, with similar fractions of neutrophils and monocytes. The clusters were not associated with either of the two cytokines and hsCRP, or depression severity at baseline, but cluster 1 showed higher depression severity after 6 weeks, corrected for baseline (p = 0.0060). The second cluster analysis found similar results: cluster 1 was low in CD8+ T-cells, B-cells, and IL-1β. Cluster 2 was low in CD4+ cells and natural killer cells. Neutrophils, monocytes, IL-6 and hsCRP were not different between the clusters. Participants in cluster 1 showed higher depression severity at baseline than cluster 2 (p = 0.034), but no difference in depression severity after 6 weeks. DNA-methylation based cell-type profiles may be valuable in the immunological characterization and stratification of patients with MDD. Future models should consider the inclusion of more cell-types and cytokines for better a prediction of treatment outcomes.

摘要

DNA甲基化和炎症的改变可能是重度抑郁症(MDD)患者分层的有效生物标志物。本研究探讨了基于DNA甲基化的免疫细胞类型谱在MDD及症状严重程度随时间变化方面的应用。在119例MDD患者中,使用Illumina Infinium MethylationEPIC 850k BeadChip对全血进行DNA甲基化评估。使用RnBeads软件包进行质量控制、数据处理以及细胞类型估计。采用Houseman方法,考虑六种细胞类型(中性粒细胞、自然杀伤细胞(NK)、B细胞、CD4 + T细胞、CD8 + T细胞和单核细胞),通过全基因组DNA甲基化特征估计细胞类型组成。在血清中定量两种细胞因子(IL - 6和IL - 1β)和hsCRP。我们对六种估计的细胞类型进行了层次聚类分析,并测试了这些聚类在两种细胞因子、hsCRP、基线时的抑郁严重程度以及治疗6周后(塞来昔布/安慰剂 + 伏硫西汀)的差异。我们对细胞类型和细胞因子进行了第二次聚类分析。使用协方差分析测试聚类间的差异。我们应用了Bonferroni校正。质量控制后,纳入了113名参与者。识别出两个聚类,聚类1中CD4 + 细胞和NK细胞含量高,聚类2中CD8 + T细胞和B细胞含量高,中性粒细胞和单核细胞比例相似。这些聚类与两种细胞因子、hsCRP以及基线时的抑郁严重程度均无关联,但聚类1在6周后经基线校正后的抑郁严重程度更高(p = 0.0060)。第二次聚类分析得到了类似的结果:聚类1中CD8 + T细胞、B细胞和IL - 1β含量低。聚类2中CD4 + 细胞和自然杀伤细胞含量低。聚类间中性粒细胞、单核细胞、IL - 6和hsCRP无差异。聚类1中的参与者在基线时的抑郁严重程度高于聚类2(p = 0.034),但6周后的抑郁严重程度无差异。基于DNA甲基化的细胞类型谱可能对MDD患者的免疫学特征和分层有价值。未来的模型应考虑纳入更多细胞类型和细胞因子,以更好地预测治疗结果。

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