Objective To explore a method for rapid and differential diagnosis of rejection after kidney transplantation through urine hyperspectral imaging technology. Methods Hyperspectral data information from urine samples of 118 recipients after kidney transplantation was collected, and a deep learning model was constructed to diagnose and classify the types of rejection. Results A deep learning diagnostic model based on the 34-layer residual network (ResNet-34) was constructed, and 118 patients were included and divided into the training set and the test set. Based on the pathological results of the transplanted kidney puncture, the urine samples of the patients were classified into five groups: the non-rejection group, the T-cell-mediated rejection group, the antibody-mediated rejection group, the mixed rejection group and the nephropathy recurrence group. The results showed that the diagnostic sensitivities of the model for the above five groups were 0.960, 0.980, 0.930, 0.940 and 0.943 respectively, and the diagnostic specificities were 0.983, 0.993, 0.997, 0.989 and 0.989 respectively. The overall diagnostic accuracy rate reached 95.7%. Conclusions The study provides a non-invasive, rapid and accurate auxiliary diagnostic method for the differential diagnosis of rejection after kidney transplantation.

AIM:To investigate the effect of hydrogen sulfide(H2S)on ferroptosis and functional impairment induced by oxidized high-density lipoprotein(ox-HDL)in human umbilical vein endothelial cells(HUVECs),and to ex-plore its mechanisms.METHODS:The HUVECs were cultured in vitro and exposed to 200 mg/L ox-HDL,ferroptosis in-hibitor ferrostatin-1(Fer-1),protein kinase B(PKB/Akt)inhibitor MK-2206 2HCl(MK),Akt agonist SC79,and/or H2S for 24 h.Western blot was used to identify the relevant proteins.Intracellular levels of reactive oxygen species(ROS)were analyzed by flow cytometry and immunofluorescence staining.Intracellular iron was measured using an iron detection kit.The number of monocytes adhering to endothelial cells was counted using the monocyte adhesion assay.RESULTS:Compared with control group,acyl-CoA synthetase long-chain family member 4(ACSL4)protein expression in ox-HDL group was elevated by 1.45-fold(P<0.01),glutathione peroxidase 4(GPX4)protein expression was decreased by 29.79%(P<0.05),and ROS levels and iron ion content were elevated by 4.81-fold and 1.40-fold,respectively(P<0.01).The ratios of p-PI3K/PI3K and p-Akt/Akt were decreased by 45.65%and 41.68%,respectively(P<0.01),endo-thelial cell function-related protein IL-6,ICAM-1 and TNF-α expression was elevated 1.18-fold,1.24-fold and 1.41-fold(P<0.05),respectively,eNOS protein expression was decreased by 35.24%(P<0.01),and monocyte adhesion was ele-vated 3.43-fold(P<0.01).Compared with ox-HDL group,the endothelial cell iron death-related protein ACSL4 was de-creased by 22.32%(P<0.05),GPX4 was increased by 1.27-fold(P<0.01),and the p-Akt/Akt ratio was increased by 1.52-fold(P<0.01)in ox-HDL+H2S group.The fluorescence microscopy results showed that the ROS was decreased by 50.35%(P<0.01).The IL-6,ICAM-1 and TNF-α protein expression was decreased by 13.34%,9.83%and 13.46%(P<0.05),respectively,eNOS was elevated by 1.22-fold(P<0.01),and the number of monocyte adhesion was de-creased by 59.05%(P<0.01).Compared with ox-HDL group,GPX4 protein expression in ox-HDL+SC79 group was ele-vated by 1.49-fold(P<0.01),ACSL4 expression was decreased by 20.72%(P<0.05),and ROS and iron ions were de-creased by 59.31%and 23.85%(P<0.05),respectively.Compared with ox-HDL+H2S group,GPX4 protein expression was decreased by 21.28%,and ACSL4 protein expression was increased by 1.16-fold in ox-HDL+H2S+MK group(P<0.05).CONCLUSION:H2S activates Akt to inhibit ox-HDL-induced ferroptosis in HUVECs and alleviate their func-tional damage.