m6A修饰调节因子的景观分析揭示LRPPRC是糖尿病肾病肾小管细胞中的关键调节因子:一项多组学研究

Landscape analysis of m6A modification regulators reveals LRPPRC as a key modulator in tubule cells for DKD: a multi-omics study.

作者信息

Jiang Li, Yu Hongda, Jian Jie, Sai Xulin, Wang Yudian, Zhang Yufei, Wu Xiai

机构信息

Diabetes Department of integrated Chinese and Western Medicine, China National Center for Integrated Traditional Chinese and Western Medicine, China-Japan Friendship Hospital, Beijing, China.

Dermatology Department, China-Japan Friendship Hospital, Beijing, China.

出版信息

Front Pharmacol. 2025 Apr 4;16:1506896. doi: 10.3389/fphar.2025.1506896. eCollection 2025.

Abstract

BACKGROUND

Diabetic Kidney Disease (DKD) is a serious complication of diabetes, imposing a substantial medical burden. The significance of N6-methyladenosine (m6A) modification in the pathogenesis of DKD has become increasingly prominent.

AIM

This study aimed to investigate the specific expression patterns of the m6A geneset in the pathogenesis of DKD.

METHOD

Bulk RNA, single-cell and spatial transcriptome were utilized to clarify the hub gene. 3 types of machine learning algorithms were applied. The possible compounds were screened based on the DSigDB database.

RESULT

GSEA has revealed the potential m6a-associated pathways such as cGMP-PKG pathway. GSVA showed that the two types of m6a regulation, namely m6a-readers and m6a-writers, were generally suppressed in DKD patients. The output of 3 types of machine learning algorithm and differential analysis has determined the LRPPRC as the hub gene. LRPPRC was downregulated in the LOH, PODO, CT, and CD-ICB cell populations, most of which were tubular cells. It exhibited the decreasing trend over time, particularly pronounced in LOH cells. The low activity of LRPPRC was mainly detected in the injured renal tubules. In clinical patients, the expression levels of LRPPRC mRNA in DKD showed the tendency to be downregulated and exhibited the potential correlations with Glomerular Filtration Rate (GFR) and proteinuria according to the Nephroseq database. The lobeline might be an important potential compound involved in the regulation of LRPPRC and other m6a genes. Its actual efficacy needs to be verified or .

摘要

背景

糖尿病肾病(DKD)是糖尿病的一种严重并发症,带来了巨大的医疗负担。N6-甲基腺苷(m6A)修饰在DKD发病机制中的重要性日益凸显。

目的

本研究旨在探讨m6A基因集在DKD发病机制中的具体表达模式。

方法

利用批量RNA、单细胞和空间转录组来阐明关键基因。应用了3种机器学习算法。基于DSigDB数据库筛选可能的化合物。

结果

基因集富集分析(GSEA)揭示了潜在的m6A相关通路,如环磷酸鸟苷-蛋白激酶G(cGMP-PKG)通路。基因集变异分析(GSVA)表明,m6A的两种调控类型,即m6A阅读蛋白和m6A书写蛋白,在DKD患者中普遍受到抑制。3种机器学习算法的输出结果和差异分析确定了LRPPRC为关键基因。LRPPRC在亨氏袢升支粗段(LOH)、足细胞(PODO)、集合管(CT)和CD-ICB细胞群体中表达下调,其中大多数是肾小管细胞。它随时间呈下降趋势,在LOH细胞中尤为明显。LRPPRC活性低主要在受损肾小管中检测到。在临床患者中,根据Nephroseq数据库,DKD患者中LRPPRC mRNA的表达水平呈下调趋势,并与肾小球滤过率(GFR)和蛋白尿存在潜在相关性。洛贝林可能是参与调控LRPPRC和其他m6A基因的一种重要潜在化合物。其实际疗效有待验证。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/82ab/12006725/161570fc9224/fphar-16-1506896-g001.jpg

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