1.Application of machine learning in predicting restenosis dysfunction after percutaneous transluminal angioplasty of internal arteriovenous fistula
Zemin WANG ; Guojian SHAO ; Yaqian CHENG ; Shuting JIN
China Modern Doctor 2025;63(24):25-28,79
Objective To explore the risk factors analysis and prediction model establishment of restenosis dysfunction at 1 year after percutaneous transluminal angioplasty(PTA)of internal arteriovenous fistula based on machine learning.Methods A total of 322 patients who underwent PTA of internal arteriovenous fistula in Wenzhou Central Hospital from June 1,2018 to December 31,2023 were enrolled.The operation-related data were collected.Variables were used to construct prediction models using five machine learning algorithms:Random forest(RF),extreme gradient boosting(XGBoost),support vector machine(SVM),gradient boosting decision tree(GBDT)and Logistic regression(LR).The predictive efficacy was evaluated by area under receiver operating characteristic curve.Results There were 97 cases of restenosis dysfunction and 225 cases of non-dysfunction.The incidence of internal fistula restenosis dysfuction was 30.1%1 year after PTA.The age,diabetes,smoking,calcium-phosphorus product,dilatation pressure ≥20mmHg,and balloon diameter ≥6mnm in dysfunction group were higher than those in non-dysfunction group.The difference was statistically significant(P<0.05).The area under the curve of RF,XGBoost,SVM,GBDT and LR models based on machine learning was 0.908(95%CI:0.836-0.980),0.809(95%CI:0.696-0.922),0.745(95%CI:0.624-0.867),0.711(95%CI:0.576-0.847)and 0.651(95%CI:0.508-0.795),respectively.The sensitivity was 79.1%,70.8%,83.3%,62.5%and 72.3%,respectively.The specificity was 89.0%,81.2%,57.8%,78.9%and 71.0%,respectively.Conclusion Age,diabetes mellitus,smoking,calcium-phosphorus product,expansion pressure ≥20mnmHg,balloon diameter ≥ 6mm are independent risk factors for restenosis failure after PTA in patients with internal arteriovenous fistula,which can be used as an index to predict restenosis failure 1 year after PTA in internal arteriovenous fistula.The random forest prediction model based on machine learning algorithm has good prediction performance and can better predict restenosis failure 1 year after PTA in internal arteriovenous fistula.
2.One-stage posterior hemivertebra resection and pedicle screw fixation in treatment of congenital scoliosis:a 2-year follow-up of correction effect
Wanzhong YANG ; Rong MA ; Wei GUO ; Zhiqiang WANG ; Wei YANG ; Zhen CHEN ; Zemin WANG ; Honglai ZHANG ; Zhaohui GE
Chinese Journal of Tissue Engineering Research 2025;29(33):7173-7180
BACKGROUND:Hemivertebra deformity should be treated surgically at an early age,but the risk factors for progression of deformity after hemivertebral resection have not been established.OBJECTIVE:To investigate the curative effect of one-stage posterior hemivertebrae resection and pedicle screw fixation in the treatment of congenital scoliosis,and to further explore the risk factors causing the progression of postoperative deformity.METHODS:The medical records of patients who underwent pedicle screw-rod fixation for unilateral hemivertebral deformity from January 2012 to February 2020 and were followed up for at least 2 years were retrospectively analyzed,and a total of 116 patients met the inclusion criteria.All patients were treated with standing anterior and lateral spinal radiographs taken before,after and at each follow-up time point.The segment Cobb angle,the total scoliosis Cobb angle,the proximal complementary Cobb angle,the distal complementary Cobb angle,and the coronal balance distance,apical vertebra distance,upper instrumented vertebra tilt,upper instrumented vertebra disc angle,lower instrumented vertebra tilt,lower instrumented vertebra disc angle,segmental kyphosis/lordosis,thoracic kyphosis,lumbar lordosis and sagittal vertical axis were measured.The progression of deformity and complications were also recorded.RESULTS AND CONCLUSION:(1)Segment Cobb,total scoliosis Cobb,segmental kyphosis,proximal complementary Cobb,and distal complementary Cobb were significantly corrected after operation(P<0.05),and remained corrected at the last follow-up.Thoracic kyphosis,lumbar lordosis,coronal balance distance,and sagittal vertical axis were all in the normal range pre-operation,after operation and at the last follow-up.(2)During follow-up,10 patients developed coronary decompensation,which was characterized by abnormal progression.(3)Independent sample t-test showed that preoperative total scoliosis Cobb,preoperative apical vertebra distance,age,Risser sign,postoperative upper instrument vertebra tilt and postoperative lowest instrumented vertebra tilt were correlated with postoperative malformation progression(P<0.05).(4)Multivariate Logistic regression analysis showed that postoperative lowest instrumented vertebra tilt was an independent risk factor for postoperative malformation progression(P=0.002,OR=1.526).(5)Receiver operating characteristic curve analysis showed that a postoperative lowest instrumented vertebra tilt of 8.14° was the optimal threshold for deformity progression after hemivertebrae resection and pedicle rod fixation(sensitivity 0.900,specificity 0.906,area under curve:0.926).(6)It is indicated that the treatment of congenital scoliosis with one-stage posterior hemivertebrae resection and pedicle nail fixation can achieve satisfactory orthopedic effect.Postoperative lowest instrumented vertebra tilt greater than 8.14° was an independent risk factor for postoperative coronal decompensation.
3.Effects of exercise load on cardiac function in different bodily positions evaluated with three-dimensional speckle tracking technology
Chongfa ZHONG ; Feng ZANG ; Xiaowen ZUO ; Yue WANG ; Yuqing GAI ; Zemin HUANG ; Bin WU ; Guangdan YU ; Chong XU
Chinese Journal of Aerospace Medicine 2025;36(1):12-17
Objective:To investigate the effects of 10° head up tilt bed rest (HUT) on human cardiac function via 3D speckle tracking echocardiography (3D-STE), and to study the difference in cardiac function under the submaximal exercise load between the horizontal position and 10° HUBR.Methods:Thirty young healthy volunteers were recruited as the subjects, who were randomly divided into an 10° HUT exercise group and horizontal exercise group with 15 subjects in each. Subjects in both groups were asked to ride the bicycle ergometer in the 10° HUBR position and supine position respectively. The load started with 50 W and was increased by 25 W every 3 min until it reached the maximum of 125 W. Before the exercise (resting state), 1 min after the load was increased each time, and 3 min after exercise (recovery period), the following indices were collected: ①basic cardiac function indices: heart rate (HR), systolic blood pressure (SBP) and diastolic blood pressure (DBP), ②conventional cardiac ultrasound indices: left ventricular ejection fraction (LVEF), stroke volume (SV) and cardiac output (CO), ③left ventricular strain indices: global longitudinal strain (GLS), global circumferential strain (GCS), and global area strain (GAS) measured by 3D-SET. The changes of these indices in the 2 groups of subjects under different exercise loads were observed.Results:The differences in the major effect of the basic heart indices (HR, SBP and DBP), conventional cardiac ultrasound indices (LVEF, SV and CO) and left ventricular strain indices (GLS, GCS and GAS) in response to the exercise load were statistically significant ( F=194.90, 113.66, 17.19, P=0.017, 0.018, 0.001). With the increase of the exercise load, the basic heart indices and conventional cardiac ultrasound indices kept rising, the left ventricular strain indices reached the minimum under a moderate exercise load (75 W), HR, SBP and CO were higher than those of the resting state ( P<0.05 or 0.01). Both LVEF under exercise loads of 75, 100, 125 W and during recovery, and SV under exercise loads of 100, 125 W and during recovery were significantly higher than those of the resting state ( P<0.05 or 0.01), while GLS and GCS under exercise loads of 50, 75, 125 W ( P<0.05 or 0.01), and GAS under exercise loads of 50, 75 W ( P<0.01) were significantly lower. There were statistically significant differences not only in GCS across the groups ( F=4.60, P=0.026) but also in DBP due to the interactions between the grouping and exercise loads ( F=3.13, P=0.031). DBP was higher than that of the resting state when the exercise load was 125 W in both groups. Conclusions:During submaximal exercise, myocardial contractility shows sustained enhancement with the increase of the exercise load. The results of GLS, GCS and GAS indicate that myocardial strain reaches its lowest value under a moderate exercise load, suggesting that moderate exercise can be used to evaluate cardiac function via 3D-SET. Under a simulated lunar gravity of 10° HUT, there is less deformation in the short axis direction of the myocardium, indicating that GCS can be used as a sensitive indicator to detect changes in cardiac function under different gravities.
4.Mining, characterization, and expression of a fructan sucrase for efficient conversion of soybean oligosaccharides.
Bin WANG ; Jingru YING ; Yuanyuan CHEN ; Zemin FANG ; Yazhong XIAO ; Wei FANG ; Dongbang YAO
Chinese Journal of Biotechnology 2025;41(1):333-351
The high content of sucrose and raffinose reduces the prebiotic value of soybean oligosaccharides. Fructan sucrases can catalyze the conversion of sucrose and raffinose to high-value products such as fructooligosaccharides and melibiose. To obtain a fructan sucrase that can efficiently convert soybean oligosaccharides, we first mined the fructan sucrase gene from microorganisms in the coastal areas of Xisha Islands and Bohai Bay and then characterized the enzymatic and catalytic properties of the enzyme. Finally, recombinant extracellular expression of this gene was carried out in Bacillus subtilis. The results showed that a novel fructan sucrase, BhLS 39, was mined from Bacillus halotolerans. With sucrose and raffinose as substrates, BhLS 39 showed the optimal temperatures of 50 ℃ and 55 ℃, optimal pH 5.5 for both, and Kcat/Km ratio of 3.4 and 6.6 L/(mmol·s), respectively. When 400 g/L raffinose was used as the substrate, the melibiose conversion rate was 84.6% after 30 min treatment with 5 U BhLS 39. Furthermore, BhLS 39 catalyzed the conversion of sucrose to produce levan-type-fructooligosaccharide and levan. Then, the recombinant extracellular expression of BhLS 39 in B. subtilis was achieved. The co-expression of the intracellular chaperone DnaK and the extracellular chaperone PrsA increased the extracellular activity of the recombinant BhLS 39 by 5.2 folds to 17 U/mL compared with that of the control strain. BhLS 39 obtained in this study is conducive to improving the quality and economic benefits of soybean oligosaccharides. At the same time, the strategy used here to enhance the extracellular expression of BhLS 39 will also promote the efficient recombinant expression of other proteins in B. subtilis.
Oligosaccharides/metabolism*
;
Glycine max/metabolism*
;
Bacillus subtilis/metabolism*
;
Sucrase/biosynthesis*
;
Raffinose/metabolism*
;
Fructans/metabolism*
;
Sucrose/metabolism*
;
Bacillus/genetics*
;
Recombinant Proteins/biosynthesis*
;
Bacterial Proteins/biosynthesis*
5.The role of BRD4 in HPV16 virus replication in cervical tissue and cells
Le Wang ; Weixin Li ; Yangliu Dong ; Xian Zhao ; Xinli Zhu ; Xuechen Zhang ; Xiangyi Zhe ; Zemin Pan
Acta Universitatis Medicinalis Anhui 2025;60(6):1080-1085
Abstract:
To explore the relationship between the replication-associated bromodomain protein 4 ( BRD4)and human papillomavirus (HPV) 16(HPV16) viral load in cervical squamous cell carcinoma and CIN Ⅰ tissues , confirm the effects of BRD4 degradation agent MZ1 on viral load .
Methods :
Thirty HPV16-positive cervi- cal cancer specimens and 30 non-cervical cancer specimens were collected , and the viral load of the samples was detected by real-time fluorescence quantitative PCR , and the expression of BRD4 was analyzed by immunohisto- chemistry and Western blot.
Results :
The viral load was higher in the samples of cervical cancer group than in the samples of non-cancer group , the difference is statistically significant ( P < 0. 01) . Immunohistochemistry results showed that the expression of BRD4 were significantly higher in cervical cancer specimens than in noncancerous specimens , the difference is statistically significant (P < 0. 05) . BRD4 expression was significantly and positively correlated with high viral loads , the difference is statistically significant (P < 0. 001) . the BRD4 degradation agent MZ1 significantly reduced the viral load , the difference is statistically significant (P < 0. 01) .
Conclusion
BRD4 may be involved in the replication of HPV16 virus , and BRD4 degradation agent MZ1 can inhibit the replication of HPV16 virus .
6.Effects of annexin A1 mimic peptide Ac2-26 on ferroptosis and mitochondrial function of human umbilical vein endothelial cells induced by RSL3
Shiming TAN ; Zitong CAO ; Jingjing WANG ; Jinqiu JIA ; Keyi LI ; Zemin CAI ; Zuo WANG
Chinese Journal of Arteriosclerosis 2025;33(4):303-309,341
Aim To explore the effect and mechanism of annexin A1 mimic peptide Ac2-26 on ferroptosis in hu-man umbilical vein endothelial cells(HUVEC).Methods Induction of HUVEC ferroptosis was achieved by the clas-sical ferroptosis agonist RSL3,with subsequent intervention by the annexin A1 mimtic peptide Ac2-26.The cell number and viability were detected by CCK-8 kit,the levels of malondialdehyde(MDA)and glutathione(GSH)were detected by ELISA,the expression of ferroptosis-related molecules and adhesion molecules was detected by Western blot,the lipid re-active oxygen species(ROS)levels were detected by C11-BODIPY fluorescent probe,and the mitochondrial reactive oxy-gen species(mtROS)levels were detected by MitoSOX probe.FeRhoNOX-1 fluorescent probe was used to detect intra-cellular Fe2+content,perspective microscopy was used to observe mitochondrial morphology,JC-1 fluorescent probe was used to detect mitochondrial membrane potential,kit was used to detect ATP levels,the Scratch assay was used to detect cell migration ability,and nitrate reductase assay was used to detect nitric oxide(NO)level.Results Ac2-26 inhibi-ted RSL3-induced decrease in HUVEC viability,up-regulated the expression of suppressor of ferroptosis proteolytic carrier family 7 member 11(SLC7A11),GPX4,and ferritin heavy chain 1(FTH1),increased the GSH content,decreased the MDA content,reduced the generation of intracellular lipid ROS,and decreased the intracellular Fe2+aggregation(P<0.05 or P<0.01);Ac2-26 inhibited RSL3-induced damage to HUVEC mitochondrial morphology and function,up-regulated ATP content(P<0.05)and mitochondrial membrane potential(P<0.001);Ac2-26 inhibited RSL3-induced decrease in HUVEC migratory ability,up-regulated NO levels,inhibited intercellular adhesion molecule-1(ICAM-1)and interleukin-1β(IL-1β)protein expression(P<0.05 or P<0.01).Conclusion Ac2-26 inhibits RSL3-induced ferroptosis in HUVEC and maintains mitochondrial morphology and function,as well as HUVEC function.
7.Construction,prokaryotic expression and in vitro TLR5 activity assay of Esche-richia coli Nissle 1917 flagellin's hypervariable region deletion
Guixian ZHOU ; Shihui WU ; Minle WANG ; Yixiao LIAO ; Shuang LI ; Zemin YANG ; Ying YANG
Chinese Journal of Veterinary Science 2025;45(3):449-457
The structure and potential antigenic epitopes of FliCEcN were analysed using bioinformat-ics technology.With the help of ClonExpress? homologous recombination technology,primers were designed to deletion of different structural domains in the highly variable region of FliCEcN and cloned into pET-28a(+)expression vector for expression.The expressed flagellin variants were identified by SDS-PAGE and Western blot.Endotoxin residues in the flagellin variants were detected by horseshoe crab reagent chromatography,and Caco-2 cells were stimulated with differ-ent concentrations of flagellin variants.The biological activity of each flagellin variant was assessed by detecting the secretion level of IL-8.Bioinformatic analysis showed that most of the structural domains in the highly variable region of FliCEcN were predicted to contain potential antigenic epitopes.PC R results showed that fliC△820-1 518,fliC△736-963,fliC△985-1 200,fliC △748-828,fliC△1 114-1 191,andfliC△1 225-1311 were approximately 1 095,1 566,1 578,1 713,1 716 and 1 707 bp,respectively.SDS-PAGE results showed that the sizes of the flagellin variants treated with nickel column purifi-cation and dialysis replication were about 41.36,57.06,57.50,61.97,61.95 and 61.56 kDa,respec-tively.Western blot results showed that all six flagellin variants reacted specifically with anti-His monoclonal antibody and E.coli H7 antigen diagnostic serum.The results of TLR5 activity assay showed that the flagellin variants missing different structural domains retained their TLR5 agonist function.In this study,six flagellin variants with different structural domains of FliCEcN deletion hypervariable region were successfully constructed,and all of them retained their TLR5 agonist function and showed good biological properties.This provides a reference for further research on the adjuvant effect of flagellin after deletion of different structural domains and the effect of flagel-lin antibody titer on its adjuvant effect.
8.Isolation,identification and genome-wide analysis of a strain of Klebsiella pneu-moniae type ST-4263 from Kole pigs
Guixian ZHOU ; Shihui WU ; Minle WANG ; Yixiao LIAO ; Shuang LI ; Zemin YANG ; Ming WEN ; Simei XIAN ; Ying YANG
Chinese Journal of Veterinary Science 2025;45(8):1679-1687,1695
The 16S rRNA sequencing,whole genome sequencing and drug sensitivity tests were used to identify the isolates molecularly and to detect and analyse their virulence genes,resistance genes and drug resistance.The results showed that the isolate was highly homologous to Klebsiella pneumoniae X4 and located on the same branch by 16S rRNA sequence analysis,and it was named as KLKp10.Whole genome sequencing results showed that the KLKp10 genome was 5 342 841 bp in length,containing 5 138 genes,346 repetitive segments,6 rRNAs and 81 tRNAs,with a GC con-tent of 57.30%.MLST analysis showed that KLKp10 belongs to the ST-4263 type.The functions of 4 097 of the genes encoding proteins were classified and annotated by COG,and there were also 382 genes with unknown functions.A total of 50 functional classifications were involved in the an-notation results based on the GO database;33 kinds of signaling pathways were covered based on the signaling pathway annotations in the KEGG database.A total of 443 virulence genes were screened in the VFDB database,of which 339 belonged to the Set A database and could encode 124 virulence factors.The 101 resistance genes were predicted by comparing with the CARD database,among which there were more resistance genes against β-lactam antibiotics.The results of drug sensitivity test showed that KLKp10 was highly sensitive to ceftazidime,gentamicin,azithro-mycin,chloramphenicol,norfloxacin,ofloxacin,and enrofloxacin;moderately sensitive to ceftriax-one,neomycin,kanamycin,and streptomycin;and resistant to ciprofloxacin,tetracycline,amoxicil-lin,and penicillin.In this study,we systematically revealed the gene-wide characterization,virulence factors and drug resistance of Klebsiella pneumoniae KLKp10 of Kole pig origin,which provides important data support for the study of Klebsiella pneumoniae at the overall level of its genome.
9.Isolation,identification and genome-wide analysis of a strain of Klebsiella pneu-moniae type ST-4263 from Kole pigs
Guixian ZHOU ; Shihui WU ; Minle WANG ; Yixiao LIAO ; Shuang LI ; Zemin YANG ; Ming WEN ; Simei XIAN ; Ying YANG
Chinese Journal of Veterinary Science 2025;45(8):1679-1687,1695
The 16S rRNA sequencing,whole genome sequencing and drug sensitivity tests were used to identify the isolates molecularly and to detect and analyse their virulence genes,resistance genes and drug resistance.The results showed that the isolate was highly homologous to Klebsiella pneumoniae X4 and located on the same branch by 16S rRNA sequence analysis,and it was named as KLKp10.Whole genome sequencing results showed that the KLKp10 genome was 5 342 841 bp in length,containing 5 138 genes,346 repetitive segments,6 rRNAs and 81 tRNAs,with a GC con-tent of 57.30%.MLST analysis showed that KLKp10 belongs to the ST-4263 type.The functions of 4 097 of the genes encoding proteins were classified and annotated by COG,and there were also 382 genes with unknown functions.A total of 50 functional classifications were involved in the an-notation results based on the GO database;33 kinds of signaling pathways were covered based on the signaling pathway annotations in the KEGG database.A total of 443 virulence genes were screened in the VFDB database,of which 339 belonged to the Set A database and could encode 124 virulence factors.The 101 resistance genes were predicted by comparing with the CARD database,among which there were more resistance genes against β-lactam antibiotics.The results of drug sensitivity test showed that KLKp10 was highly sensitive to ceftazidime,gentamicin,azithro-mycin,chloramphenicol,norfloxacin,ofloxacin,and enrofloxacin;moderately sensitive to ceftriax-one,neomycin,kanamycin,and streptomycin;and resistant to ciprofloxacin,tetracycline,amoxicil-lin,and penicillin.In this study,we systematically revealed the gene-wide characterization,virulence factors and drug resistance of Klebsiella pneumoniae KLKp10 of Kole pig origin,which provides important data support for the study of Klebsiella pneumoniae at the overall level of its genome.
10.Effects of annexin A1 mimic peptide Ac2-26 on ferroptosis and mitochondrial function of human umbilical vein endothelial cells induced by RSL3
Shiming TAN ; Zitong CAO ; Jingjing WANG ; Jinqiu JIA ; Keyi LI ; Zemin CAI ; Zuo WANG
Chinese Journal of Arteriosclerosis 2025;33(4):303-309,341
Aim To explore the effect and mechanism of annexin A1 mimic peptide Ac2-26 on ferroptosis in hu-man umbilical vein endothelial cells(HUVEC).Methods Induction of HUVEC ferroptosis was achieved by the clas-sical ferroptosis agonist RSL3,with subsequent intervention by the annexin A1 mimtic peptide Ac2-26.The cell number and viability were detected by CCK-8 kit,the levels of malondialdehyde(MDA)and glutathione(GSH)were detected by ELISA,the expression of ferroptosis-related molecules and adhesion molecules was detected by Western blot,the lipid re-active oxygen species(ROS)levels were detected by C11-BODIPY fluorescent probe,and the mitochondrial reactive oxy-gen species(mtROS)levels were detected by MitoSOX probe.FeRhoNOX-1 fluorescent probe was used to detect intra-cellular Fe2+content,perspective microscopy was used to observe mitochondrial morphology,JC-1 fluorescent probe was used to detect mitochondrial membrane potential,kit was used to detect ATP levels,the Scratch assay was used to detect cell migration ability,and nitrate reductase assay was used to detect nitric oxide(NO)level.Results Ac2-26 inhibi-ted RSL3-induced decrease in HUVEC viability,up-regulated the expression of suppressor of ferroptosis proteolytic carrier family 7 member 11(SLC7A11),GPX4,and ferritin heavy chain 1(FTH1),increased the GSH content,decreased the MDA content,reduced the generation of intracellular lipid ROS,and decreased the intracellular Fe2+aggregation(P<0.05 or P<0.01);Ac2-26 inhibited RSL3-induced damage to HUVEC mitochondrial morphology and function,up-regulated ATP content(P<0.05)and mitochondrial membrane potential(P<0.001);Ac2-26 inhibited RSL3-induced decrease in HUVEC migratory ability,up-regulated NO levels,inhibited intercellular adhesion molecule-1(ICAM-1)and interleukin-1β(IL-1β)protein expression(P<0.05 or P<0.01).Conclusion Ac2-26 inhibits RSL3-induced ferroptosis in HUVEC and maintains mitochondrial morphology and function,as well as HUVEC function.


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