A novel genomic model for predicting the likelihood of delayed graft function in DCD kidney transplantation

被引:0
|
作者
Yu, Bin [1 ]
Liang, Han [1 ]
Zhou, Shujun [1 ]
Ye, Qifa [1 ,2 ]
Wang, Yanfeng [1 ]
机构
[1] Wuhan Univ, Transplant Ctr, Hubei Key Lab Med Technol Transplantat, Inst Hepatobiliary Dis,Zhongnan Hosp, Wuhan 430071, Peoples R China
[2] Cent South Univ, Res Ctr, Xiangya Hosp 3, Natl Hlth Minist Transplantat Med Engn & Technol, Changsha, Peoples R China
基金
中国国家自然科学基金;
关键词
Kidney transplantation; donation after cardiac death; delayed graft function (DGF); biomarker; predictive model; GOLGI PHOSPHOPROTEIN 3; DONOR KIDNEY; EXPRESSION; RECOVERY; INTERVENTION; ACTIVATION; BIOPSIES; DONATION; HYPOXIA; TIMP-1;
D O I
10.21037/tau-20-1533
中图分类号
R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
摘要
Background: The high incidence of delayed graft function (DGF) following kidney transplantation with donation after cardiac death allografts (DCD-KT) poses great challenges to transplant clinicians. This study aimed to explore the DGF-related biomarkers and establish a genomic model for DGF prediction specific to DCD KT. Methods: By data mining a public dataset (GSE43974), the key DGF-related genes in DCD kidney biopsies taken after short-time reperfusion (45-60 min) were identified by differential expression analysis and a LASSO-penalized logistic regression model. Their coefficients for modeling were calculated by multivariate logistic regression. Receiver operating characteristic curves and a nomogram were generated to evaluate its predictive ability for DGF occurrence. Gene set enrichment analysis (GSEA) was performed to explore biological pathways underlying DGF in DCD KT. Results: Five key DGF-related genes ( CHST3, GOLPH3, ZBED5, AKR1C4, and ERRFI1) were first identified, all of which displayed good discrimination for DGF occurrence after DCD KT (all P<0.05). A five-mRNA-based risk score was further established and showed excellent predictive ability (AUC=0.9708, P<0.0001), which was obviously higher than that of the five genes alone. Eight DGF-related biological pathways in DCD kidneys, such as "arachidonic acid metabolism", "lysosome", "proximal tubule bicarbonate reclamation", "glutathione metabolism", were identified by GSEA (all P<0.05). Moreover, a convenient and visual nomogram based on the genomic risk score was also constructed and displayed high accuracy for DGF prediction specific to DCD KT. Conclusions: The novel genomic model may effectively predict the likelihood of DGF immediately after DCD KT or even prior to transplantation in the context of normothermic machine perfusion in the future.
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页数:14
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