1.Transfer learning enhanced graph neural network for aldehyde oxidase metabolism prediction and its experimental application.
Jiacheng XIONG ; Rongrong CUI ; Zhaojun LI ; Wei ZHANG ; Runze ZHANG ; Zunyun FU ; Xiaohong LIU ; Zhenghao LI ; Kaixian CHEN ; Mingyue ZHENG
Acta Pharmaceutica Sinica B 2024;14(2):623-634
Aldehyde oxidase (AOX) is a molybdoenzyme that is primarily expressed in the liver and is involved in the metabolism of drugs and other xenobiotics. AOX-mediated metabolism can result in unexpected outcomes, such as the production of toxic metabolites and high metabolic clearance, which can lead to the clinical failure of novel therapeutic agents. Computational models can assist medicinal chemists in rapidly evaluating the AOX metabolic risk of compounds during the early phases of drug discovery and provide valuable clues for manipulating AOX-mediated metabolism liability. In this study, we developed a novel graph neural network called AOMP for predicting AOX-mediated metabolism. AOMP integrated the tasks of metabolic substrate/non-substrate classification and metabolic site prediction, while utilizing transfer learning from 13C nuclear magnetic resonance data to enhance its performance on both tasks. AOMP significantly outperformed the benchmark methods in both cross-validation and external testing. Using AOMP, we systematically assessed the AOX-mediated metabolism of common fragments in kinase inhibitors and successfully identified four new scaffolds with AOX metabolism liability, which were validated through in vitro experiments. Furthermore, for the convenience of the community, we established the first online service for AOX metabolism prediction based on AOMP, which is freely available at https://aomp.alphama.com.cn.
2. Role of inhibiting lncRNA TUG1 to down⁃regulate nucleotide binding oligomerization domain like receptor protein 1 inflammasome in delaying the progression of Alzheimer’s disease
Ting-Ting MA ; Jian-Hong CHEN ; Ai-Cui LIU ; Hai-Ning LI
Acta Anatomica Sinica 2024;55(1):32-42
Objective To investigate the relieving effects of knockdown of long non-coding RNA(lncRNA)taurine up-regulated gene 1 (TUG1) on inhibiting nucleotide binding oligomerization domain like receptor protein 1 (NLRP1) inflammasome and the progression of Alzheimer’ s disease. Methods Wild-type (WT group, 10 mice) or amyloid precursor protein (APP) / presenilin-1 (PS1) transgenic mice (30 mice) with a genetic background of C57 / BL6 aged 9-10 weeks were used in this study. APP / PS1 transgenic mice were randomly divided into model group, model+lncRNA TUG1 short hairpin RNA (shRNA) group and model + shRNA non target (NT) group (n = 10) . Blood samples, cerebral cortex tissues, primary microglial cells and primary astrocytes were collected from mice 12 weeks of age on day 1 (3-month-old) and 32 weeks of age on day 1 (8-month-old), with 5 mice per group at each time point. Real-time PCR analysis was used to detect the expression levels of lncRNA TUG1 and macrophage migration inhibitory factor (MIF) mRNA in cerebral cortex tissues and primary microglial cells, and C1r and C1s mRNA levels in primary astrocytes of 3-month-old and 8-month-old mice in the above 4 groups, respectively. ELISA was used to determine the MIF in plasma samples of the above 4 groups of mice. Primary microglia and astrocytes from the cerebral cortex of 3-month-old and 8-month-old mice were co-cultured. CCK-8 method was used to determine the proliferation ability of the above cells. Western blotting was used to determine the expression levels of MIF, pro interleukin-1β (pro-IL-1β), apoptosis associated speck-like protein containing a caspase recrult domain(ASC), Caspase-1 (p20), Caspase-1 (full), NLRP1 and NLRP3 in cerebral cortex tissues of 3-month-old and 8-month-old mice. Immunofluorescent staining was used to determine amyloid beta(Aβ) in cerebral cortex of 8-month-old mice. Results At the age of 3-month-old and 8-month-old, compared with the WT group, the relative expression level of lncRNA TUG1 and MIF in cerebral cortex tissues and primary microglia of model group mice was significantly up-regulated, with primary microglial cells and astrocytes proliferation ability enhanced (P<0. 05) . Compared with the model group, the relative expression level of lncRNA TUG1 and MIF cerebral cortex tissues and primary microglia of model + lncRNA TUG1 shRNA group were significantly down-regulated, with primary microglial cells and astrocytes proliferation ability decreased (P<0. 05) . Compared with the WT group, MIF factor in the peripheral plasma of model group increased significantly, with pro-IL-1β,ASC,Caspase-1 (p20),Caspase-1 (full), NLRP1 and NLRP3 expression level up-regulated in the model group mice cerebral cortex tissues, with increased Aβ immunofluorescent indensity (P<0. 05) . Compared with the model group, MIF factor in the peripheral plasma, and pro-IL-1β, ASC, Caspase-1 (p20), Caspase-1 (full) and NLRP1 expression in the model + lncRNA TUG1 shRNA group mice cerebral cortex tissues were down-regulated, and Aβ immunofluorescent indensity decreased (P<0. 05), while NLRP3 expression level were not changed (P>0. 05) . There was no significant difference between the model group and the model+shRNA NT group mice of all the above factors (P>0. 05) . Conclusion In APP / PS1 transgenic mice, up-regulation of lncRNA TUG1 and MIF are positively associated with the activation of NLRP1 inflammasome in mice cerebral cortex tissues and primary microglia. Knock-down of lncRNA TUG1 can ameliorate the progression of Alzheimer’ s disease.
3.Influence of CICARE communication mode on patients with acute heart failure
Yin YU ; Yang-Hui CUI ; Ai-Xia LI ; Ming-Zhen DUAN
Chinese Journal of cardiovascular Rehabilitation Medicine 2024;33(1):89-93
Objective:To study influence of Connect-Introduce-Communicate-Ask-Respond-Exit(CICARE)communication mode on patients with acute heart failure(AHF).Methods:A total of 156 AHF patients treated in our hospital were randomly and equally divided into routine nursing group and CICARE group(received CICARE communication mode based on routine nursing group).Both groups were intervened for one month.General clinical data,hospitalization indexes,scores of Hamilton rating scale for depression(HAMD),Hamilton rating scale for anxiety(HAMA),general self-efficacy scale(GSES)and quality of life scale(QOL-35)before and after inter-vention and incidence of complications were compared between two groups.Results:Compared with routine nursing group,there were significant reductions in first aid time[(42.06±9.77)s vs.(20.27±3.77)s],visit time[(95.67±23.18)min vs.(50.07±11.21)min],admission time[(3.22±0.36)min vs.(2.60±0.67)min]and hospital stay[(22.33±4.82)d vs.(14.13±2.42)d];and scores of HAMD[(14.02±1.42)scores vs.(6.04± 1.57)scores]and HAMA[(13.24±2.07)scores vs.(7.16±2.17)scores]after intervention,and significant rise in scores of GSES[(14.25±3.14)scores vs.(32.03±6.06)scores]and QOL-35[(70.67±5.75)scores vs.(86.93±5.51)scores]in CICARE group after intervention(P=0.001 all).Incidence rate of complications in CICARE group was significantly lower than that of CICARE group(5.13%vs.20.51%,P=0.004).Conclusion:CICARE communication mode can significantly alleviate adverse emotions and improve self-efficacy in patients with acute heart failure.
4.Effect of Macelignan on the autophagy and apoptosis of hippocampal neuron HT22 cells induced by oxidative stress
Sha LI ; Xin-Ge CHU ; Xin-Ru QIU ; Li LI ; Guang-Hai YAN ; Chun-Ai CUI
The Chinese Journal of Clinical Pharmacology 2024;40(13):1865-1868
Objective To explore the regulatory mechanism of Macelignan on oxidative stress-mediated neuronal injury in autophagy and apoptosis.Methods Murine hippocampal neuronal HT22 cells were treated with 2.5 mmol·L-1 glutamic acid(Glu)to establish an oxidative stress cell model.The cells were divided into normal group(normal cultured cells),model group(2.5 mmol·L-1 Glu)and experimental-L,-M,-H groups(2.5,5,10 μmol·L-1Macelignan treatment),inhibitor group(2.5 mmol·L-1 Glu+10 μmol·L-1 Macelignan+10 μmol·L-1 LY294002).Aoptosis rate was detected by flow cytometry;the protein expression level of autophagy-related protein LC3B(LC3B),anti-SQSTM1/p62(p62),p21,B-cell lymphoma-2(Bcl-2)and Bcl-2 associated X protein(Bax)was detected by Western blot.Results The apoptosis rates in the normal group,model group and experimental-L,-M,-H groups were(4.58±1.25)%,(8.75±0.55)%,(6.30±1.71)%,(5.97±2.27)%and(5.49±1.71)%.The difference between model group and normal group was statistically significant(P<0.01).The difference between experimental-L,-M,-H groups and model group was statistically significant(all P<0.01).The levels of LC3B in normal group,model group,experimental-L,experimental-M,experimental-H groups and inhibitor group were 0.28±0.02,0.74±0.02,1.02±0.04,0.70±0.03,0.26±0.02 and 0.21±0.01;p62 levels were 0.49±0.08,0.33±0.03,0.50±0.07,0.59±0.01,0.64±0.13 and 0.65±0.06;p21 levels were 0.87±0.02,1.18±0.03,0.98±0.03,0.88±0.03,0.72±0.06 and 0.81±0.02;Bcl-2/Bax levels were 1.74±0.23,1.11±0.10,1.38±0.05,1.66±0.26,1.58±0.29 and 1.53±0.09,respectively.The differences between model group and normal group,between model group and experimental-H group,between model group and inhibitor group,were also statistically significant(all P<0.01).Conclusion Macelignan can reduce the damage of hippocampal neurons induced by glutamate acid by regulating the process of autophagy and apoptosis,and has obvious neuroprotective effect.
5.Analysis of Mechanism of Yishen Huashi Granules for Improving Diabetic Nephropathy Based on Metabonomics and Transcriptomics
Zhen SHEN ; Tao CUI ; Shanshan AI ; Xiangyu LI ; Ranran GAO ; Wei LI ; Cong HAN
Chinese Journal of Experimental Traditional Medical Formulae 2023;29(20):109-117
ObjectiveIn this study, based on ultra-high performance liquid chromatography-mass spectrometry(UHPLC-MS/MS) and high-throughput transcriptome sequencing technology(RNA-seq), we investigated the mechanism of Yishen Huashi granules in regulating serum metabolites and renal messenger ribonucleic acid(mRNA) expression to improve diabetic kidney disease(DKD). MethodSD rats were randomly divided into normal group , model group and Yishen Huashi granules group, with 8 rats in each group. The rat model of DKD was established by intraperitoneal injection of streptozotocin. Yishen Huashi granules group was given 5.54 g·kg-1·d-1 of Yishen Huashi granules by gavage, and the normal group and the model group were given the same amount of normal saline for 6 weeks. During the experiment, the body weight and blood glucose of rats were monitored, and the rats were anesthetized 24 hours after the last administration, blood was collected from the inferior vena cava, serum was separated, and renal function, blood lipid, and inflammatory indicators were detected. Kidney tissue of rats was fixed in neutral paraformaldehyde, and stained with hematoxylin-eosin(HE), Masson and periodic acid-Schiff(PAS) to observe the renal pathological changes. UHPLC-MS/MS and RNA-seq were used to identify the changes of serum metabolism and the differences of renal mRNA expression, and real time fluorescence quantitative polymerase chain reaction(Real-time PCR) and Western blot were used to detect the differential mRNA and protein expression in renal tissue to explore the common expression mechanism. ResultCompared with the normal group, rats in the model group showed a decrease in body weight, a significant increase in blood glucose, urinary microalbumin to urinary creatinine ratio(UACR), blood urea nitrogen(BUN), cystatin-C(Cys-C), β2-microglobulin(β2-MG), interleukin-6(IL-6), triglyceride(TG) and total cholesterol(TC), and a significant decrease in total superoxide dismutase(T-SOD)(P<0.01). After the intervention of Yishen Huashi granules, all the indexes were improved to different degrees in rats(P<0.05, P<0.01). Compared with the normal group, the model group showed renal mesangial stromal hyperplasia, fibrous tissue hyperplasia and tubular vacuolar degeneration. Compared with the model group, the renal pathology of rats in Yishen Huashi granules group was improved to a certain extent. A total of 14 target metabolites and 96 target mRNAs were identified, the target metabolites were mainly enriched in 20 metabolic pathways, including sphingolipid metabolism, glycerophospholipid metabolism, and the biosynthesis of phenylalanine, tyrosine and tryptophan. The target mRNAs were enriched to obtain a total of 21 differential mRNAs involved in the TOP20 pathways closely related to glycolipid metabolism. A total of 6 pathways, glycerophospholipid metabolism, arachidonic acid metabolism, purine metabolism, primary bile acid biosynthesis, ascorbic acid and uronic acid metabolism, and galactose metabolism, were enriched by serum differential metabolites and renal differential mRNAs, among them, there were 7 differential metabolites such as phosphatidylethanolamine(PE) and 7 differential mRNAs such as recombinant adenylate cyclase 3(ADCY3). Seven differential metabolites had high predictive accuracy as verified by receiver operating characteristic(ROC) curve, and the results of Real-time PCR and Western blot were highly consistent with the sequencing results. ConclusionYishen Huashi granules can reduce UACR, BUN and other biochemical indexes, correct the disorder of glucose and lipid metabolism, and improve renal function of DKD rats. And its mechanism may be related to the regulation of the level of PE and other blood metabolites, and expression of Phospho1 and other mRNAs in the kidney, of which six pathways, including glycerophospholipid metabolism, may play an important role.
6.Toxicity evaluation of zinc oxide nanoparticles in vitro and in vivo on cornea
Xiao-Lu HOU ; Dong-Mei CUI ; Ling-Zhi NIU ; Xiao-Tong SUN ; Tao YU ; Yu-Hang ZHAO ; Ai-Ping SONG ; Wei LI
International Eye Science 2023;23(7):1080-1086
AIM:To observe the toxic effects of zinc oxide nanoparticles(ZnO NPs)on cornea by constructing intoxicated model in vivo and in vitro.METHODS:Human corneal epithelial cells(HCEpiC)were cultured in vitro and exposed to different concentrations(0.5, 5, 12.5, 25, 50, 100, 250 μg/mL)of ZnO NPs for 24h. The cell culture medium without nano-solution was used as the blank control group. The viability of the cells was assessed by MTT assay. Three different concentrations(25, 50 and 100 μg/mL)of ZnONPs dispersions were exposed to the conjunctival sac of anesthetized mice three times a day for 7d consecutively. The phosphate buffered saline(PBS)eye group was the PBS control group. Corneal morphology was observed on 1, 3, 5 and 7d, and the eyes were removed on 8d for various laboratory examinations, including corneal pathological changes and expression levels of inflammatory factors(TNF-α, IL-6).RESULTS:After treatment of HCEpiC cells with different concentrations of ZnO NPs for 24h, the MTT results showed that Zno NPs cause damage to cells at 0.5 μg/mL, and the cell survival rate was about 80%(P<0.05). Half of the cells were killed at a dose of 5 μg/mL, the damaging effect on cells in the concentration range of 5~250 μg/mL was concentration-dependent(P<0.0001). After 7d of conjunctival capsule spotting in mice, dot-like staining of fluorescein was seen in the 25 μg/mL ZnO NPs and 50 μg/mL ZnO NPs groups. Localized circular fluorescein stained areas were seen in the corneas of the 100 μg/mL ZnO NPs group. HE staining showed that the corneal epithelial layer, stromal layer thickness and stromal layer immune cell number did not change significantly in the 25 μg/mL and 50 μg/mL ZnO NPs groups(all P>0.05), while the corneal epithelial layer thinned, the corneal stromal layer thickened and the stromal layer immune cells increased significantly in the 100 μg/mL ZnO NPs group(all P<0.05). Immunohistochemical staining showed that the number of corneal stromal immune cells producing TNF-α and IL-6 and the mean integral optical density(IOD)values of TNF-α and IL-6 were significantly higher in the 100 μg/mL ZnO NPs group than in the PBS control group(P<0.05), and the degree of inflammation response was concentration-dependent. Compared with the PBS control group, no significant increase in immune cell count and IOD values in the 25 μg/mL ZnO NPs and 50 μg/mL ZnO NPs groups(P>0.05).CONCLUSION:The toxic damaging effect of ZnO NPs on the cornea was confirmed from both in vitro and in vivo, which provided a theoretical basis for the ocular safety evaluation of ZnO NPs.
7.Searching for potential biomarkers reflecting early injury and progressive of podocytes in nephropathy based on cellular metabolomics combined with ROC analysis
Yun-feng ZHU ; Ting CUI ; Yi-rui ZHAO ; Xue-mei QIN ; Zhan-xin YAO ; Wei-na GAO ; Ai-ping LI
Acta Pharmaceutica Sinica 2023;58(7):1833-1841
The pathogenesis of the nephrotic syndrome is complex and the pathological types are diverse, so the minor symptoms in its early phases are difficult to detect. Renal biopsy is the gold indicator for the diagnosis of renal pathology and progression, but poor patient compliance shows, and the optimal treatment time is often delayed. Therefore, the discovery of biomarkers for early diagnosis and disease progression monitoring is of great clinical significance. In this study, doxorubicin-injured podocyte models were used to simulate human kidney disease at different stages of progression. LC-MS-based metabolomic technology combined with statistical methods was used to screen and identify the potential biomarkers associated with early injury or progression of podocytes. The results of cell viability, apoptosis tests and podocyte structural protein analysis showed that the model was successfully constructed, and the degree of podocyte injury was significantly different between the two modeling methods. According to VIP > 1 and
8.Caspase-1/-11 participates in LPS-induced sepsis-associated acute kidney injury by cleaving GSDMD.
Bin ZHAI ; Li-Sha MA ; Rui-Qin SHEN ; Jian YU ; Yi-Nan TAO ; Ai-Ping XU ; De-Cui SHAO
Acta Physiologica Sinica 2023;75(1):10-16
The present study was aimed to investigate whether Gasdermin D (GSDMD)-mediated pyroptosis participated in lipopolysaccharide (LPS)-induced sepsis-associated acute kidney injury (AKI), and to explore the role of caspase-1 and caspase-11 pyroptosis pathways in this process. The mice were divided into four groups: wild type (WT), WT-LPS, GSDMD knockout (KO) and KO-LPS. The sepsis-associated AKI was induced by intraperitoneal injection of LPS (40 mg/kg). Blood samples were taken to determine the concentration of creatinine and urea nitrogen. The pathological changes of renal tissue were observed via HE staining. Western blot was used to investigate the expression of pyroptosis-associated proteins. The results showed that the concentrations of serum creatinine and urea nitrogen in the WT-LPS group were significantly increased, compared with those in the WT group (P < 0.01); whereas serum creatinine and urea nitrogen in the KO-LPS group were significantly decreased, compared with those in the WT-LPS group (P < 0.01). HE staining results showed that LPS-induced renal tubular dilatation was mitigated in GSDMD KO mice. Western blot results showed that LPS up-regulated the protein expression levels of interleukin-1β (IL-1β), GSDMD and GSDMD-N in WT mice. GSDMD KO significantly down-regulated the protein levels of IL-1β, caspase-11, pro-caspase-1, caspase-1(p22) induced by LPS. These results suggest that GSDMD-mediated pyroptosis is involved in LPS-induced sepsis-associated AKI. Caspase-1 and caspase-11 may be involved in GSDMD cleavage.
Animals
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Mice
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Acute Kidney Injury
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Caspase 1
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Caspases/metabolism*
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Creatinine
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Lipopolysaccharides
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Mice, Knockout
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Nitrogen
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Sepsis
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Urea
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Gasdermins/metabolism*
10.The diagnostic value of endoscopic ultrasonography and conventional imaging in pancreatic occupying lesions
Peipei LUO ; Wenjin WANG ; Siyao WANG ; Yihan CUI ; Juan ZHANG ; Hongxia LI ; Shuixiang HE ; Ai JIA
Journal of Xi'an Jiaotong University(Medical Sciences) 2022;43(6):856-860
【Objective】 To compare the diagnostic value of endoscopic ultrasonography (EUS) with conventional imaging in pancreatic occupying lesions so as to provide guidance for the diagnosis of pancreatic occupying lesions. 【Methods】 We selected patients who underwent EUS in the Digestive Endoscopy Room of The First Affiliated Hospital of Xi’an Jiaotong University from September 2012 to December 2019 and were strictly screened by ultrasound endoscopists and diagnosed as pancreatic space-occupying lesions as the study subjects, and collected routine imaging examination results and related information and data of the patients (age, gender, tumor markers, blood amylase, urine amylase, and serum lipase) at the same time. We compared the sensitivity, specificity and accuracy of EUS and conventional imaging methods in the diagnosis of pancreatic space-occupying lesions, and evaluated their diagnostic value. 【Results】 A total of 188 cases were included, with more male ones than female ones. The age of patients in the tumor group was higher than that in the non-tumor group, and the levels of tumor markers serum CA-199 and CEA were significantly higher than those in the non-tumor group. The diagnostic sensitivity of pancreatic space-occupying lesions supported EUS (95.5%), which was significantly better than that of transabdominal ultrasound (54.4%), plain CT (57.1%), enhanced CT (75%), MRI (66.7%), PET-CT (72.7%) and other conventional imaging examination methods. The diagnostic accuracy of pancreatic space-occupying lesions supported EUS (91.5%), better than transabdominal ultrasound (58.3%), plain CT (57.1%), enhanced CT (74.6%), MRI (62.5%), and PET-CT (66.7%). The negative predictive value of the diagnosis of pancreatic space-occupying lesions supported EUS (76.7%), better than transabdominal ultrasound (27.9%), plain CT (22.9%), and enhanced CT (38.1%). 【Conclusion】 In the diagnosis of pancreatic space-occupying lesions, EUS is significantly better than conventional imaging methods such as transabdominal ultrasound, plain CT, enhanced CT, MRI, and PET-CT, and the negative predictive value of EUS is significantly better than that of transabdominal ultrasound, plain CT and enhanced CT.

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