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基于生物信息学分析的血清 25-羟维生素 D 水平与糖尿病肾病患者白蛋白尿进展的相关性及其潜在机制。

Correlation Between Serum 25-Hydroxyvitamin D Levels in Albuminuria Progression of Diabetic Kidney Disease and Underlying Mechanisms By Bioinformatics Analysis.

机构信息

Department of Endocrinology, The First Affiliated Hospital of University of Science and Technology of China (USTC), Division of Life Science and Medicine, University of Science and Technology of China, Hefei, China.

Department of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China.

出版信息

Front Endocrinol (Lausanne). 2022 May 12;13:880930. doi: 10.3389/fendo.2022.880930. eCollection 2022.

Abstract

AIM

This study aimed to assess the correlation between serum concentration of 25-hydroxyvitamin D and albuminuria progression of diabetic kidney disease (DKD) and to use bioinformatics methods to determine the potential mechanism in the pathological process of advanced DKD.

METHODS

A total of 178 type 1 diabetes mellitus (T1DM) patients with microalbuminuria complications who were hospitalized at least twice (with an interval > 24 months) in the Department of Endocrinology of The First Affiliated Hospital of USTC were included in this study. According to the urinary albumin creatinine ratio (UACR), we classified DKD stages as follows: microalbuminuria (UACR, 30-300 mg/g), and macroalbuminuria (UACR, >300 mg/g). We divided the patients into DKD progression (N=44) and stable group (N=134) on account of urinary albumin-to-creatinine ratio (UACR) by at least two randomized measurements. Stable group was defined as UACR between 30 and 300 mg/g, whereas progression group was defined as UACR >300 mg/g at the end of follow-up. Data were obtained from participants' medical records, and the 25-hydroxyvitamin D level was categorized into three groups as follows: G1 (N=45), <10 ng/mL; G2 (N=80), 10-20 ng/ml; and G3 (N=53), ≥20 ng/mL. The Nephroseq database (http://v5.nephroseq.org) was used to identify VDR expression in diabetic nephropathy. The dataset GSE142025 from GEO (http://www.ncbi.nlm.nih.gov/geo) was downloaded. After stratification by the median-centered log2 VDR expression value, the 21 advanced DKD samples were divided into two groups (low VDR expression group and high VDR expression group). Gene set enrichment analysis (GSEA) (http://software.broadinstitute.org/gsea/index.jsp). Differentially expressed genes (DEGs) were screened by the limma package (adjusted p < 0.05, |logFC| > 1). The Gene Ontology (GO; http://www.geneontology.org/) database and pathway analysis within the Kyoto Encyclopedia of Genes and Genomes (KEGG; https://www.kegg.jp/) were performed using the R package ClusterProfile. The CIBERSORT (Cell type Identification By Estimating Relative Subsets Of known RNA Transcripts) algorithm was utilized for calculating the infiltrated immune cells in advanced kidney tissues.

RESULTS

  1. A multivariate Cox regression analysis revealed that DR (diabetic retinopathy), eGFR (estimated glomerular filtration rate), and 25-hydroxyvitamin D were significant independent predictors of DKD progression (HR: 2.57, 95% CI: 1.44.4.24, p=0.007; HR: 2.13, 95% CI: 1.58.3.79, p = 0.011; HR: 0.732, 95% CI: 0.232-0.816, p = 0.023, respectively). 2) Kaplan-Meier survival curves of DKD progression by serum 25-hydroxyvitamin D stratification showed that the G2 and G3 groups were significantly different when compared with the G1 group (log-rank χ2 = 14.69, p <0.001; χ2 = 28.26, p <0.001, respectively). 3) There was a weak negative correlation between 25-hydroxyvitamin D level and UACR at baseline,and the overall mean rate of change in eGFR was 1.121 ± 0.19 ml/min/1.73 m2/year. Neither crude nor adjusted rate of decline in eGFR was significantly different among patients classified according to baseline serum 25-hydroxyvitamin D levels (all p<0.05). 4) The high expression of VDR group was most positively correlated with enriched gene sets like reactome innate immune system and reactome G alpha I signaling events when compared with the low expression of VDR group. 5) The CIBERSORT algorithm showed decreased M2 macrophage infiltration in advanced kidneys in comparison to low VDR expression and high VDR expression.

CONCLUSION

This study concluded that low 25-hydroxyvitamin D levels can predict an increased risk of DKD albuminuria progression and eGFR decline. Decreased M2 macrophage infiltration may be a potential mechanism involved in this pathogenesis.

摘要

目的

本研究旨在评估血清 25-羟维生素 D 浓度与糖尿病肾病(DKD)白蛋白尿进展的相关性,并利用生物信息学方法确定晚期 DKD 病理过程中的潜在机制。

方法

纳入至少两次(间隔>24 个月)在我院内分泌科住院的 178 例伴有微量白蛋白尿并发症的 1 型糖尿病患者。根据尿白蛋白肌酐比值(UACR),我们将 DKD 分期如下:微量白蛋白尿(UACR,30-300mg/g)和大量白蛋白尿(UACR,>300mg/g)。我们根据两次随机测量的尿白蛋白与肌酐比值(UACR)至少增加一个单位,将患者分为 DKD 进展组(N=44)和稳定组(N=134)。稳定组定义为 UACR 在 30-300mg/g 之间,而进展组定义为随访结束时 UACR 超过 300mg/g。数据来自参与者的病历,25-羟维生素 D 水平分为三组:G1(N=45),<10ng/ml;G2(N=80),10-20ng/ml;G3(N=53),≥20ng/ml。使用 Nephroseq 数据库(http://v5.nephroseq.org)识别糖尿病肾病中的 VDR 表达。从 GEO(http://www.ncbi.nlm.nih.gov/geo)下载数据集 GSE142025。通过以中位数中心化 log2 VDR 表达值进行分层,将 21 例晚期 DKD 样本分为两组(低 VDR 表达组和高 VDR 表达组)。使用基因集富集分析(GSEA;http://software.broadinstitute.org/gsea/index.jsp)进行基因集富集分析(GSEA)。通过 limma 包(调整后 p<0.05,|logFC|>1)筛选差异表达基因(DEGs)。使用 R 包 ClusterProfile 进行基因本体论(GO;http://www.geneontology.org/)数据库和京都基因与基因组百科全书(KEGG;https://www.kegg.jp/)通路分析。利用 CIBERSORT(通过估计已知 RNA 转录物的相对亚群来鉴定细胞类型)算法计算晚期肾脏组织中浸润的免疫细胞。

结果

1)多变量 Cox 回归分析显示,DR(糖尿病视网膜病变)、eGFR(估计肾小球滤过率)和 25-羟维生素 D 是 DKD 进展的显著独立预测因子(HR:2.57,95%CI:1.44.4.24,p=0.007;HR:2.13,95%CI:1.58.3.79,p=0.011;HR:0.732,95%CI:0.232-0.816,p=0.023)。2)根据血清 25-羟维生素 D 分层的 DKD 进展 Kaplan-Meier 生存曲线显示,G2 和 G3 组与 G1 组相比差异有统计学意义(log-rank χ2=14.69,p<0.001;χ2=28.26,p<0.001)。3)25-羟维生素 D 水平与基线时 UACR 呈弱负相关,eGFR 的总体平均变化率为 1.121±0.19ml/min/1.73m2/year。根据基线血清 25-羟维生素 D 水平分类的患者,未经校正和校正的 eGFR 下降率均无显著差异(均 p<0.05)。4)高 VDR 表达组与低 VDR 表达组相比,与富含基因集如反应组固有免疫和反应组 G alpha I 信号事件的相关性最强。5)CIBERSORT 算法显示,与低 VDR 表达和高 VDR 表达相比,晚期肾脏中 M2 巨噬细胞浸润减少。

结论

本研究表明,低 25-羟维生素 D 水平可预测 DKD 白蛋白尿进展和 eGFR 下降的风险增加。减少的 M2 巨噬细胞浸润可能是这种发病机制的潜在机制。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/152e/9133500/2fb5ebe78efb/fendo-13-880930-g001.jpg

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