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昼夜节律与狼疮性肾炎关联的综合分析

Integrative analysis of the association between circadian rhythm and lupus nephritis.

作者信息

Jin Meiling, Teng Fei, Cao Baoping, Sun Qianmei, Li Diangeng

机构信息

Department of Nephrology, Beijing-Chaoyang Hospital, Capital Medical University, Beijing, China.

Department of Emergency Medicine, Beijing Key Laboratory of Cardiopulmonary Cerebral Resuscitation, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China.

出版信息

Clin Kidney J. 2023 Apr 21;16(9):1489-1499. doi: 10.1093/ckj/sfad092. eCollection 2023 Sep.

Abstract

BACKGROUND

Lupus nephritis (LN) is an autoimmune nephropathy associated with systemic lupus erythematosus. Circadian rhythms are involved in the development of several diseases, especially inflammation-related diseases, but their relationship with LN is unclear.

METHODS

This was an integrative bioinformatics study. The expression profile from glomeruli, tubular interstitium and renal whole tissue samples was used to assess the expression levels and relevance of circadian rhythm-related genes. To screen for circadian rhythm-related signatures, we employed the LASSO and SVM-RFE algorithms. A consensus clustering algorithm was used to classify LN patients into two circadian rhythm patterns (cluster A and cluster B). We made immune cell infiltration analysis. We used the weighted gene co-expression network analysis (WGCNA) algorithm to identify cluster-specific differentially expressed genes. Nephroseq data were used to observe the relationship between genes and renal function.

RESULTS

We found more significant differences in circadian rhythm-related gene expression in LN glomeruli compared with tubulointerstitial and whole-kidney tissues. We established a circadian rhythm-related signature consisting of eight genes that can easily distinguish LN from healthy individuals. Patients in cluster A were associated with B-cell-dominated immunity, whereas patients in cluster B were associated with T-cell-dominated immunity. As most of the patients with proliferative LN combined with membranous LN belonged to cluster B, patients in cluster B may have more severe renal pathology compared with patients in cluster A. Fifteen circadian rhythm-related genes associated with LN and LN typing were screened using the WGCNA algorithm, with COL1A2 and DOCK2 associated with renal prognosis.

CONCLUSIONS

This study found that circadian rhythms are associated with the occurrence of LN, providing new ideas for the development of new LN treatment options from the perspective of circadian rhythms.

摘要

背景

狼疮性肾炎(LN)是一种与系统性红斑狼疮相关的自身免疫性肾病。昼夜节律参与多种疾病的发生发展,尤其是与炎症相关的疾病,但其与LN的关系尚不清楚。

方法

这是一项整合生物信息学研究。利用来自肾小球、肾小管间质和肾脏全组织样本的表达谱来评估昼夜节律相关基因的表达水平及相关性。为筛选昼夜节律相关特征,我们采用了LASSO和支持向量机递归特征消除(SVM-RFE)算法。使用一致性聚类算法将LN患者分为两种昼夜节律模式(A组和B组)。我们进行了免疫细胞浸润分析。利用加权基因共表达网络分析(WGCNA)算法来识别组特异性差异表达基因。使用Nephroseq数据观察基因与肾功能之间的关系。

结果

我们发现,与肾小管间质和全肾组织相比,LN肾小球中昼夜节律相关基因的表达差异更为显著。我们建立了一个由八个基因组成的昼夜节律相关特征,该特征能够轻松区分LN患者与健康个体。A组患者与以B细胞为主导的免疫相关,而B组患者与以T细胞为主导的免疫相关。由于大多数增殖性LN合并膜性LN患者属于B组,与A组患者相比,B组患者的肾脏病理可能更严重。使用WGCNA算法筛选出15个与LN及LN分型相关的昼夜节律相关基因,其中COL1A2和DOCK2与肾脏预后相关。

结论

本研究发现昼夜节律与LN的发生有关,从昼夜节律的角度为开发新的LN治疗方案提供了新思路。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cecd/10469101/a122c93f7abf/sfad092fig3.jpg

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