Department of Thyroid Surgery, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, China.
Department of Orthopedics, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, 510120, China.
Endocrine. 2024 Aug;85(2):751-765. doi: 10.1007/s12020-024-03745-z. Epub 2024 Feb 24.
Exploring the connection between Hashimoto's thyroiditis (HT) and non-alcoholic fatty liver disease (NAFLD) through integrated genetic approaches.
We utilized integrated genetic approaches, such as single-cell RNA sequencing (scRNA-seq) data analysis, Mendelian Randomization (MR), colocalization analysis, cell communication, and metabolic analyses, to investigate potential correlations between HT and NAFLD.
Through the integrated analysis of scRNA-seq data from individuals with HT, NAFLD, and healthy controls, we observed an upregulation in the proportion of CD4central memory (CD4CM) T cells among T cells in both diseases. A total of 63 differentially expressed genes (DEGs) were identified in the CD4CM cells after the differential analysis. By using MR, 8 DEGs (MAGI3, CSGALNACT1, CAMK4, GRIP1, TRAT1, IL7R, ERN1, and MB21D2) were identified to have a causal relationship with HT, and 4 DEGs (MAGI3, RCAN3, DOCK10, and SAMD12) had a causal relationship with NAFLD. MAGI3 was found to be causally linked to both HT and NAFLD. Therefore, MAGI3 was designated as the marker gene. Reverse MR and Steiger filtering showed no evidence of reverse causality. Colocalization analyses further indicated close links between MAGI3 and HT as well as NAFLD. Finally, based on the expression levels of MAGI3, we stratified CD4CM cells into two subsets: MAGI3CD4CM cells and MAGI3CD4CM cells. Functional analyses revealed significant differences between the two subsets, potentially related to the progression of the two diseases.
This study delves into the potential connections between HT and NAFLD through integrated genetic methods. Our research reveals an elevated proportion of CD4CM cells within T cells in both HT and NAFLD. Through MR and colocalization analysis, we identify specific genes causally linked to HT and NAFLD, such as MAGI3. Ultimately, based on MAGI3 expression levels, we categorize CD4CM cells into MAGI3CD4CM cells and MAGI3CD4CM cells, uncovering significant differences between them through functional analyses.
通过综合遗传方法探索桥本甲状腺炎(HT)和非酒精性脂肪性肝病(NAFLD)之间的联系。
我们利用综合遗传方法,如单细胞 RNA 测序(scRNA-seq)数据分析、孟德尔随机化(MR)、共定位分析、细胞通讯和代谢分析,来研究 HT 和 NAFLD 之间的潜在相关性。
通过对 HT、NAFLD 和健康对照个体的 scRNA-seq 数据进行综合分析,我们观察到这两种疾病中 T 细胞中的 CD4 中央记忆(CD4CM)T 细胞比例升高。在差异分析后,在 CD4CM 细胞中鉴定出 63 个差异表达基因(DEGs)。通过 MR,鉴定出 8 个 DEGs(MAGI3、CSGALNACT1、CAMK4、GRIP1、TRAT1、IL7R、ERN1 和 MB21D2)与 HT 有因果关系,4 个 DEGs(MAGI3、RCAN3、DOCK10 和 SAMD12)与 NAFLD 有因果关系。MAGI3 被发现与 HT 和 NAFLD 都有因果关系。因此,MAGI3 被指定为标记基因。反向 MR 和 Steiger 过滤没有显示出反向因果关系的证据。共定位分析进一步表明 MAGI3 与 HT 和 NAFLD 之间存在密切联系。最后,根据 MAGI3 的表达水平,我们将 CD4CM 细胞分为两个亚群:MAGI3+CD4CM 细胞和 MAGI3-CD4CM 细胞。功能分析显示这两个亚群之间存在显著差异,这可能与这两种疾病的进展有关。
本研究通过综合遗传方法深入探讨了 HT 和 NAFLD 之间的潜在联系。我们的研究揭示了 HT 和 NAFLD 中 T 细胞内 CD4CM 细胞比例升高。通过 MR 和共定位分析,我们鉴定出与 HT 和 NAFLD 有因果关系的特定基因,如 MAGI3。最终,根据 MAGI3 的表达水平,我们将 CD4CM 细胞分为 MAGI3+CD4CM 细胞和 MAGI3-CD4CM 细胞,通过功能分析揭示了它们之间的显著差异。