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基于转录组学和动物实验评估 Sirtuins 家族在肾移植急性排斥反应中的诊断价值。

Diagnostic value of the Sirtuins family in acute rejection of kidney transplantation assessed on the basis of transcriptomics and animal experiments.

机构信息

Department of Laboratory, Guizhou Provincial People's Hospital, Guiyang 550002, China.

Department of Pediatric surgrey, Guizhou Provincial People's Hospital, Guiyang 550002, China.

出版信息

Transpl Immunol. 2024 Oct;86:102109. doi: 10.1016/j.trim.2024.102109. Epub 2024 Aug 22.

Abstract

BACKGROUND

The Sirtuins (SIRT) family plays a key role in the diagnosis and treatment of many renal diseases, but no studies have been reported in acute rejection of kidney transplantation. The aim of this study was to explore the diagnostic value of SIRT family change characteristics in acute rejection of kidney transplantation.

METHODS

We first explored the SIRT family expression profile in renal tissues using the HPA database; subsequently, we explored the potential biological functions and mechanistic changes during acute rejection of kidney transplantation by GSEA enrichment analysis. The Cibersort algorithm specifies the level of immune cell infiltration and explores the correlation between the SIRT family and immune cells using correlation analysis; Next, we constructed a diagnostic model using "Logistic regression analysis" and "Nomogram model", and evaluated the diagnostic model using calibration curves and ROC curves, and the decision curve (DCA) was used to evaluate the clinical diagnostic value of SIRT family changes; Finally, we constructed a model of acute rejection of rat kidney transplantation, and assessed rat kidney function by detecting the levels of urea nitrogen and creatinine in serum. Meanwhile, the expression level of SIRT family in kidney tissues was initially verified by transcriptome sequencing and RT-PCR.

RESULTS

We found that all seven SIRT family members were located and expressed in renal tissues. The results of enrichment analysis revealed that a large number of immune-related biological functions and pathways are activated during acute rejection of kidney transplantation, the difference was statistically significant (p < 0.05). The Cibersort algorithm revealed significant changes in the level of infiltration of 10 immune cells (p < 0.05), while correlation analysis revealed a strong link between the SIRT family and immune cells (p < 0.05). We constructed a diagnostic model for acute rejection using seven SIRT families, and the ROC curves(AUC = 0.71)and calibration curves proved their good diagnostic value, and the DCA curves also proved the role of SIRT families in clinical decision-making. Next, we again demonstrated the good diagnostic performance of the SIRT family in ABMR and TCMR, respectively(ROC curves:AUC = 0.64,AUC = 0.81). Finally, in a rat model of acute rejection of kidney transplantation, we found that renal function (BUN and creatinine) was significantly impaired in rats in the Allo group compared to rats in the Syn group (P < 0.05). Meanwhile, by transcriptome analysis and RT-PCR assay, we found that, except for SIRT1, the remaining SIRT family members were significantly changed in kidney tissues (P < 0.05).

CONCLUSION

The SIRT family has significant changes during acute rejection in kidney transplantation, and the SIRT family may be able to serve as a potential therapeutic target for alleviating acute rejection in kidney transplantation.

摘要

背景

Sirtuins(SIRT)家族在许多肾脏疾病的诊断和治疗中起着关键作用,但在肾移植急性排斥反应中尚未有研究报道。本研究旨在探讨 SIRT 家族变化特征在肾移植急性排斥反应中的诊断价值。

方法

我们首先使用 HPA 数据库探索了 SIRT 家族在肾组织中的表达谱;随后,通过 GSEA 富集分析探讨了肾移植急性排斥反应过程中的潜在生物学功能和机制变化。Cibersort 算法指定免疫细胞浸润水平,并通过相关性分析探讨 SIRT 家族与免疫细胞的相关性;接下来,我们使用“Logistic 回归分析”和“列线图模型”构建了诊断模型,并通过校准曲线和 ROC 曲线评估了诊断模型的性能,决策曲线(DCA)用于评估 SIRT 家族变化的临床诊断价值;最后,构建大鼠肾移植急性排斥反应模型,通过检测血清中尿素氮和肌酐的水平来评估大鼠的肾功能。同时,通过转录组测序和 RT-PCR 初步验证了肾组织中 SIRT 家族的表达水平。

结果

我们发现所有七种 SIRT 家族成员都定位于肾组织并表达。富集分析结果表明,在肾移植急性排斥反应过程中,大量与免疫相关的生物学功能和途径被激活,差异具有统计学意义(p<0.05)。Cibersort 算法揭示了 10 种免疫细胞浸润水平的显著变化(p<0.05),而相关性分析揭示了 SIRT 家族与免疫细胞之间的强相关性(p<0.05)。我们使用七种 SIRT 家族构建了急性排斥反应的诊断模型,ROC 曲线(AUC=0.71)和校准曲线证明了它们良好的诊断价值,DCA 曲线也证明了 SIRT 家族在临床决策中的作用。接下来,我们分别在 ABMR 和 TCMR 中再次证明了 SIRT 家族的良好诊断性能(ROC 曲线:AUC=0.64,AUC=0.81)。最后,在大鼠肾移植急性排斥反应模型中,我们发现与 Syn 组大鼠相比,Allo 组大鼠的肾功能(BUN 和肌酐)明显受损(P<0.05)。同时,通过转录组分析和 RT-PCR 检测,我们发现除了 SIRT1 之外,其余 SIRT 家族成员在肾组织中的表达均发生了显著变化(P<0.05)。

结论

SIRT 家族在肾移植急性排斥反应中发生显著变化,SIRT 家族可能成为缓解肾移植急性排斥反应的潜在治疗靶点。

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