Five-gene signature predicts acute kidney injury in early kidney transplant patients

被引:0
|
作者
Zhai, Xia [1 ]
Lou, Hongqiang [1 ]
Hu, Jing [1 ]
机构
[1] Jinhua Polytech, Sch Med, Med Mol Biol Lab, Jinhua 321000, Zhejiang, Peoples R China
来源
AGING-US | 2022年 / 14卷 / 06期
关键词
acute kidney injury; 5-gene signature; AUC; weighted co-expression network; support vector machine; ACUTE-RENAL-FAILURE; DIHYDROPTERIDINE REDUCTASE; BIOMARKERS; ALLOGRAFT; GROWTH;
D O I
暂无
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Patients with acute kidney injury (AKI) show high morbidity and mortality, and a lack of effective biomarkers increases difficulty in its early detection. Weighted gene co-expression network analysis (WGCNA) detected a total of 22 gene modules and 6 miRNA modules, of which 4 gene modules and 3 miRNA modules were phenotypically co-related. Functional analysis revealed that these modules were related to different molecular pathways, which mainly involved PI3K-Akt signaling pathway and ECM-receptor interaction. The brown modules related to transplantation mainly involved immune-related pathways. Finally, five genes with the highest AUC were used to establish a diagnosis and prediction model of AKI. The model showed a high area under curve (AUC) in the training set and validation set, and their prediction accuracy for AKI was as high as 100%. Similarly, the prediction accuracy of AKI after 24 h in the 0 h transplant sample was 100%. This study may provide new features for the diagnosis and prediction of AKI after kidney transplantation, and facilitate the diagnosis and drug development of AKI in kidney transplant patients.
引用
收藏
页码:2628 / 2644
页数:17
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