1.Machine learning models based on brain functional network features combining clinical indicators for predicting postoperative outcomes of patients with drug-resistant mesial temporal lobe epilepsy
Lidan LIN ; Xiaoyang WANG ; Zhifeng HUANG ; Jianzhou CHEN ; Sifan QIU ; Yaling CHEN ; Shangwen XU
Chinese Journal of Medical Imaging Technology 2025;41(9):1488-1493
Objective To observe the value of machine learning(ML)models based on brain functional network features combining clinical indicators for predicting postoperative outcomes of patients with drug-resistant mesial temporal lobe epilepsy(DR-mTLE).Methods Totally 84 patients with unilateral DR-mTLE who underwent surgery were retrospectively enrolled and classified into seizure free(SF)group(n=55)and non-seizure free(NSF)group(n=29)according to one-year postoperative follow-up.Clinical data were analyzed to screen independent predictors of postoperative outcomes.Based on brain preoperative resting-state functional MRI,brain functional networks were constructed using graph theory analysis,and 587 features were extracted.Five-fold cross validation was used to divide the data into training set and test set,then the optimal brain functional network features related to postoperative outcomes of DR-mTLE patients were selected.Combining with clinically relevant independent predictors,ML models were constructed using classifiers including Gaussian process(GP),logistic regression(LR),support vector machine(SVM)and quadratic discriminant analysis(QDA),respectively,and the prediction efficacy,calibration and clinical value of each ML model were evaluated.Results Both course of disease and lesion location were clinically relevant independent predictors of postoperative outcome of DR-mTLE patients(OR=0.928,5.710,P=0.010,0.016).Four optimal brain function network features were selected,including betweenness centrality of the third zone of cerebellar vermis,degree centrality of right globus pallidus,nodal efficiency of temporal left inferior temporal gyrus and nodal clustering coefficient of left inferior parietal lobule.The average area under the curve(AUC)of GP,LR,SVM and QDA models in test set was 0.868,0.864,0.875 and 0.870,respectively.Calibration curves and decision curve analysis indicated that each ML model had good calibration and high clinical net benefit.Conclusion ML models based on brain functional network features combining with clinical indicators could be used to effectively predict postoperative outcomes in DR-mTLE patients.
2.A case of PLCZ1 complex heterozygous mutation underwent ICSI combined assisted oocyte activation and literature review
Yueyue HU ; Qianyi WANG ; Xu YAN ; Zhifeng SUN ; Xin ZHANG ; Ying ZHANG ; Changjun ZHANG
Chinese Journal of Reproduction and Contraception 2025;45(6):618-622
The treatment process of multiple fertilization failure and salvage fertilization in a male infertile patient was retrospectively analyzed. The patient underwent in vitro fertilization (IVF) and intracytoplasmic sperm injection (ICSI) in another hospital for 3 cycles, all of which had fertilization abnormalities. The complex heterozygous mutation of PLCZ1 gene was detected by infertility gene paneland confirmed by Sanger sequencing in the Reproductive Medicine Center of Renmin Hospital, Hubei University of Medicine, and the gene mutation was derived from both parents. No abnormal mutations were found in the woman's genetic testing. The woman underwent progestin-primed ovarian stimulation, resulting in the retrieval of 9 oocytes. ICSI combined with 10 μmol/L ionomycin assisted oocyte activation (AOA) was applied to all mature eggs,resulting in 7 normal fertilized oocytes and 7 cleavage embryos, 2 high-quality cleavage embryos were frozen. Two months later, the woman underwent frozen-thawed embryo transfer to obtain biochemical pregnancy. Simultaneously, we reviewed the literature on PLCZ1 gene mutations and AOA related literature at home and abroad. From this case we can draw the following conclusions: 1) When no fertilization or polyspermia occurs in an IVF cycle and total fertilization fails in ICSI, genetic testing of both spouses is required to find genetic factors. 2) The mutation of PLCZ1 gene mainly leads to fertilization failure. ICSI combined with AOA is an effective method to rescue fertilization failure. Ionomycin has a significant effect on oocyte activation, and has no effect on embryo formation. However, we still need to accumulate case data to verify the safety of ionomycin AOA.
3.Effect of stromal cell-derived factor-1 in cartilage and subchondral bone homeostasis
Zhifeng LIANG ; Yingcai YANG ; Qiangang CHENG ; Yongxing JIA ; Bo WANG
Chinese Journal of Tissue Engineering Research 2025;29(25):5422-5433
BACKGROUND:Osteoarthritis is a degenerative disease characterized by cartilage degeneration and abnormal bone remodeling of subchondral bone.In recent years,many studies have shown that stromal cell diffracting factor-1 plays a key role in the pathological progression of osteoarthritis.Targeted regulation of stromal cell-derived factor-1 and its CXC chemokine receptor 4 and CXC chemokine receptor 7 signaling pathways is a new method for prevention and treatment of osteoarthritis.OBJECTIVE:To review the role of stromal derived factor-1 in regulating the proliferation,differentiation,and apoptosis of chondrocytes,bone marrow mesenchymal stem cells,osteoblasts,and osteoclasts,as well as explore the mechanism by which the interaction of these cells leads to cartilage degeneration and abnormal bone remodeling of subchondral bone and accelerates the pathological progression of osteoarthritis,in order to provide new ideas for the prevention and treatment of osteoarthritis.METHODS:CNKI,WanFang Data,and VIP,were searched with Chinese search terms"stromal cell-derived factor 1,cartilage,chondrocytes,subchondral bone,bone marrow mesenchymal stem cells,osteoblasts,osteoclasts,CXC chemokine receptor 4,CXC chemokine receptor 7."PubMed,Medline,and Embase databases were searched with English search terms"stromal cell-derived factor 1,SDF-1,CXCL12,cartilage,chondrocyte,subchondral bone,mesenchymal stem cells,osteoblasts,osteoclasts,CXCR4,CXCR7."Literature retrieval time was from inception to January 2024.A total of 77 articles were included and summarized in accordance with the inclusion and exclusion criteria.RESULTS AND CONCLUSION:(1)Stromal cell-derived factor-1 regulates the migration,proliferation,differentiation,and death of chondrocytes,bone marrow mesenchymal stem cells,osteoblasts,and osteoclasts,which plays an important role in maintaining cartilage and subchondral bone homeostasis,promoting or inhibiting cartilage degeneration and abnormal bone remodeling in osteoarthritis.Targeted regulation of stromal cell-derived factor-1/CXC chemokine receptor type 4/CXC chemokine receptor type 7 signaling pathway is expected to become the focus of future research on the prevention and treatment of osteoarthritis.(2)Because of the difference in the expression of stromal cell-derived factor-1 subtypes in tissues,stromal cell-derived factor-1 α is the most widely studied at present.The related studies of stromal cell-derived factor-1β and stromal cell-derived factor-1y are mainly focused on exploring the effects on the biological behavior of stem cells,the role in the regulation of cartilage and subchondral bone homeostasis,and the correlation with osteoarthritis.(3)Stromal cell-derived factor-1 can effectively promote stem cells homing to cartilage injury sites,and induce their proliferation,survival,and cartilage differentiation.The application of stromal cell-derived factor-1-loaded biological scaffolds to improve the quality of cartilage repair has become the focus of cartilage tissue engineering research.However,previous studies have shown that stromal cell-derived factor-1 can promote the differentiation of bone marrow mesenchymal stem cells into hypertrophic chondrocytes,while the hypertrophic phenotype of newborn chondrocytes can lead to endochondral bone formation and chondrocyte apoptosis.The whole tissue is vascularized and ossified,which affects the quality of cartilage repair.In addition,when different scaffolds combined with stromal cell-derived factor-1 can repair partial cartilage injury and full-thickness cartilage injury,the regenerated tissue is not all ideal hyaline cartilage tissue.Therefore,in the future,in-depth exploration of the potential mechanism of stromal cell-derived factor-1 in stem cell biological effects and the best combination of stromal cell-derived factor-1 and scaffold in repairing different cartilage defects will help to improve the quality of cartilage repair.(4)The studies on CXC chemokine receptor 4 antagonists are mainly focused on AMD3100,T140 and TN14003,and most of them are in the basic experimental stage and need to be transformed into clinical practice.The safety and effectiveness of the therapeutic drugs developed for stromal cell-derived factor-1/CXC chemokine receptor 4/CXC chemokine receptor 7 signaling pathway still need a large number of biological and clinical trials to support.
4.Research progress on assessment tools for health behavior motivation in patients with cardiovascular diseases
Zhifeng ZHANG ; Lei LIU ; Yikang XU ; Daqiu WANG ; Jiayu WANG ; Yu TIAN ; Kaiwen ZHAN ; Siqi SUN ; Manman LI
Journal of Shenyang Medical College 2025;27(2):198-201
Health behavior motivation significantly affects the quality of life of patients with cardiovascular diseases.Assessing the level of health behavior motivation can measure the health behavior of individuals,help to promote the participation rate of cardiac rehabilitation,reduce the readmission rate of patients,and promote patients'healthy lifestyles.This article reviews the content,characteristics and application of assessment tools for health behavior motivation of patients with cardiovascular diseases at home and abroad,with the aim of providing references for the development and application of such tools in China,and offering a basis for scientifically assessing their health behavior motivation level and formulating effective strategies to promote health behavior motivation.
5.Research progress on assessment tools for the treatment burden of patients with chronic diseases
Kaiwen ZHAN ; Lei LIU ; Daqiu WANG ; Jiayu WANG ; Yu TIAN ; Manman LI ; Siqi SUN ; Zhifeng ZHANG
Journal of Shenyang Medical College 2025;27(1):74-78
The number of patients with chronic diseases in China has been increasing year by year,followed by the increase of treatment burden.It is particularly important to effectively evaluate the treatment burden of patients with chronic diseases.This paper reviews the main contents,application scope,advantages and disadvantages of the assessment tools for the treatment burden of patients with chronic diseases at home and abroad,so as to provide references and basis for medical staff to reasonably select assessment tools and conduct relevant clinical research.
6.Andrographolide sulfonate alleviates rheumatoid arthritis by inhibiting glycolysis-mediated activation of PI3K/AKT to restrain Th17 cell differentiation.
Chunhong JIANG ; Xi ZENG ; Jia WANG ; Xiaoqian WU ; Lijuan SONG ; Ling YANG ; Ze LI ; Ning XIE ; Xiaomei YUAN ; Zhifeng WEI ; Yi GUAN
Chinese Journal of Natural Medicines (English Ed.) 2025;23(4):480-491
Andrographolide sulfonate (AS) is a sulfonated derivative of andrographolide extracted from Andrographis paniculata (Burm.f.) Nees, and has been approved for several decades in China. The present study aimed to investigate the novel therapeutic application and possible mechanisms of AS in the treatment of rheumatoid arthritis. Results indicated that administration of AS by injection or gavage significantly reduced the paw swelling, improved body weights, and attenuated pathological changes in joints of rats with adjuvant-induced arthritis. Additionally, the levels of tumor necrosis factor-alpha (TNF-α), interleukin-6 (IL-6), and IL-1β in the serum and ankle joints were reduced. Bioinformatics analysis, along with the spleen index and measurements of IL-17 and IL-10 levels, suggested a potential relationship between AS and Th17 cells under arthritic conditions. In vitro, AS was shown to block Th17 cell differentiation, as evidenced by the reduced percentages of CD4+ IL-17A+ T cells and decreased expression levels of RORγt, IL-17A, IL-17F, IL-21, and IL-22, without affecting the cell viability and apoptosis. This effect was attributed to the limited glycolysis, as indicated by metabolomics analysis, reduced glucose uptake, and pH measurements. Further investigation revealed that AS might bind to hexokinase2 (HK2) to down-regulate the protein levels of HK2 but not glyceraldehyde-3-phosphate dehydrogenase (GAPDH) or pyruvate kinase M2 (PKM2), and overexpression of HK2 reversed the inhibition of AS on Th17 cell differentiation. Furthermore, AS impaired the activation of phosphatidylinositol 3-kinase (PI3K)/protein kinase B (AKT) signals in vivo and in vitro, which was abolished by the addition of lactate. In conclusion, AS significantly improved adjuvant-induced arthritis (AIA) in rats by inhibiting glycolysis-mediated activation of PI3K/AKT to restrain Th17 cell differentiation.
Animals
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Th17 Cells/immunology*
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Diterpenes/pharmacology*
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Arthritis, Rheumatoid/metabolism*
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Proto-Oncogene Proteins c-akt/immunology*
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Glycolysis/drug effects*
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Cell Differentiation/drug effects*
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Phosphatidylinositol 3-Kinases/genetics*
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Rats
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Male
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Rats, Sprague-Dawley
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Humans
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Andrographis paniculata/chemistry*
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Arthritis, Experimental/drug therapy*
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Interleukin-17/immunology*
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Signal Transduction/drug effects*
7.Effect of Huangqi-Danggui mixture on neural cell pyroptosis in cerebral ischemia/reperfusion rats
Ruikun WANG ; Weijuan GAO ; Xianming HOU ; Zhifeng XING ; Luyao LIU ; Chengxuan CHAI ; Yi ZHANG
Chinese Journal of Pathophysiology 2025;41(7):1267-1274
AIM:To observe the effects of Huangqi-Danggui mixture(HQDG)on the pyroptosis of brain tis-sues in rats with middle cerebral artery occlusion/reperfusion(MCAO/R),and to explore the mechanism of neuroprotec-tion provided by HQDG.METHODS:Sixty-four SD rats were randomly divided into 4 groups:sham group,model group,HQDG group,and Xuesaitong(XST)group.The infarct volume of brain tissues was observed by 2,3,5-triphenyl-tetrazolium chloride staining,while hematoxylin-eosin staining was used to observe the pathological changes of brain tis-sues.Immunofluorescence was employed to assess the expression of nucleotide-binding oligomerization domain-like recep-tor protein 3(NLRP3),cleaved caspase-1 and gasdermin D(GSDMD)in the ischemic penumbra of brain tissues.The se-rum levels of interleukin-1β(IL-1β)and IL-18 were measured using ELISA.Western blot was used to detect NLRP3,cleaved caspase-1,apoptosis-associated speck-like protein containing a caspase recruitment domain(ASC),IL-1β and IL-18 in brain tissues.RESULTS:Compared with sham group,the neurological deficit scores of the rats in model group were significantly increased(P<0.01),while those in HQDG and XST groups were significantly reduced compared with model group(P<0.01).The cerebral infarct volume ratio was significantly reduced in HQDG and XST groups compared with model group(P<0.01).The pathological damage of brain tissue in HQDG and XST groups was significantly reduced compared with model group.The positive rates of NLRP3,cleaved caspase-1 and GSDMD in the ischemic penumbra of brain tissues were significantly decreased in HQDG group compared with model group(P<0.01).The expression of pyrop-tosis-related proteins,NLRP3,cleaved caspase-1 and ASC,in the ischemic penumbra of brain tissues was significantly el-evated in model group compared with sham group(P<0.01),and significantly decreased in HQDG group compared with model group(P<0.01).The serum levels of IL-1β and IL-18 were significantly increased in model group compared with sham group(P<0.01),and significantly reduced in HQDG group compared with model group(P<0.01).CONCLU-SION:The HQDG effectively attenuates brain tissue injury in rats with MCAO/R,and its mechanism may be related to the inhibition of neural cell pyroptosis.
8.Characteristics of traditional Chinese medicine syndromes in patients with Chikungunya hemorrhagic fever:a cross-sectional study
Shiying LU ; Danwen ZHENG ; Xintian HONG ; Yuping LIU ; Guangzong LI ; Zhifeng HONG ; Jinghua YANG ; Yan ZHANG ; Banghan DING ; Yuntao LIU ; Yuanyuan WANG ; Xin YIN ; Jingwei SHUI ; Xiaofei FAN ; Hai LAN ; Zhongde ZHANG
Journal of Beijing University of Traditional Chinese Medicine 2025;48(11):1531-1539
Objective To explore the traditional Chinese medicine(TCM)syndrome characteristics of patients with Chikungunya hemorrhagic fever and to provide empirical data to support the application of TCM in diagnosing and treating Chikungunya hemorrhagic fever.Methods A cross-sectional survey was conducted to collect clinical data(sex,age,days since onset,and comorbidity underlying disease conditions)and TCM with four-examination information(symptoms,tongue manifestations,and pulse manifestations)from 255 patients with Chikungunya hemorrhagic fever who visited Lecong Hospital of Shunde,Foshan,the Third People's Hospital of Shunde District of Foshan,Shunde Hospital of Southern Medical University Affiliated Chencun Hospital between July 23 and July 29,2025.Factor and cluster analyses were used to summarize TCM syndrome characteristics and analyze core pathogenesis in conjunction with clinical features.Results Among the 255 patients with Chikungunya hemorrhagic fever,131 were male and 124 were female,with a age of(49.05±17.93)years and a disease duration of(3.26±1.78)days.Among the four types of examination information in TCM,35 items exhibited a frequency exceeding 10%.The most prevalent symptoms were arthralgia(180 patients,70.59%),exanthem(153 patients,60.00%),fatigue(99 patients,38.82%),anhidrosis(98 patients,38.43%),pruritus(96 patients,37.65%),and fever(92 patients,36.08%).Tongue and pulse manifestations were primarily white fur(155 patients,60.78%),pink tongue(111 patients,43.53%),slippery pulse(143 patients,56.08%),and greasy fur(134 patients,52.53%).Patients with disease onset≤3 d had a higher incidence of arthralgia,fatigue,fever,aversion to cold,generalized muscle pain,aversion to wind,insomnia,headache,sweating,low-grade fever,poor appetite,loose stool,hyperhidrosis,and red tongue than those with disease onset≥4 d(P<0.05).Patients with disease onset≥4 d had a higher incidence of pink tongue and thick fur than those with disease onset≤3 d(P<0.05).The syndrome elements in patients with Chikungunya hemorrhagic fever predominantly manifested on the defensive exterior,with involvement of the sinew-bone joints,skin-muscle,and spleen.Pathogenic factors were primarily characterized by external winds,dampness,and heat.Factor and cluster analysis result indicated three TCM pathogenesis progression patterns:imbalance of the defensive exterior with wind-dampness conflict and heat transformation;dampness-heat flowing into muscles and meridians causing joint obstruction and qi blood stasis;and dampness-heat congelation resulting in qi mechanism obstruction,consumption of body fluids,and infiltration of the skin.Conclusion Patients with Chikungunya hemorrhagic fever primarily present with fever,joint pain,and rashes.In TCM,this condition falls under the category of"dampness-warmth"syndrome.Its etiology is attributed to pathogens,with transmission occurring through mosquito bites.The core pathogenesis of TCM is the invasion of the defensive exterior and dampness-toxic heat accumulation.The therapeutic principles focus on clearing heat pathogens,resolving dampness pathogens,dispersing wind pathogens,and promoting the resolution of rashes.
9.Machine learning models based on brain functional network features combining clinical indicators for predicting postoperative outcomes of patients with drug-resistant mesial temporal lobe epilepsy
Lidan LIN ; Xiaoyang WANG ; Zhifeng HUANG ; Jianzhou CHEN ; Sifan QIU ; Yaling CHEN ; Shangwen XU
Chinese Journal of Medical Imaging Technology 2025;41(9):1488-1493
Objective To observe the value of machine learning(ML)models based on brain functional network features combining clinical indicators for predicting postoperative outcomes of patients with drug-resistant mesial temporal lobe epilepsy(DR-mTLE).Methods Totally 84 patients with unilateral DR-mTLE who underwent surgery were retrospectively enrolled and classified into seizure free(SF)group(n=55)and non-seizure free(NSF)group(n=29)according to one-year postoperative follow-up.Clinical data were analyzed to screen independent predictors of postoperative outcomes.Based on brain preoperative resting-state functional MRI,brain functional networks were constructed using graph theory analysis,and 587 features were extracted.Five-fold cross validation was used to divide the data into training set and test set,then the optimal brain functional network features related to postoperative outcomes of DR-mTLE patients were selected.Combining with clinically relevant independent predictors,ML models were constructed using classifiers including Gaussian process(GP),logistic regression(LR),support vector machine(SVM)and quadratic discriminant analysis(QDA),respectively,and the prediction efficacy,calibration and clinical value of each ML model were evaluated.Results Both course of disease and lesion location were clinically relevant independent predictors of postoperative outcome of DR-mTLE patients(OR=0.928,5.710,P=0.010,0.016).Four optimal brain function network features were selected,including betweenness centrality of the third zone of cerebellar vermis,degree centrality of right globus pallidus,nodal efficiency of temporal left inferior temporal gyrus and nodal clustering coefficient of left inferior parietal lobule.The average area under the curve(AUC)of GP,LR,SVM and QDA models in test set was 0.868,0.864,0.875 and 0.870,respectively.Calibration curves and decision curve analysis indicated that each ML model had good calibration and high clinical net benefit.Conclusion ML models based on brain functional network features combining with clinical indicators could be used to effectively predict postoperative outcomes in DR-mTLE patients.
10.Distribution and drug resistance of Enterobacter cloacae in Gansu Province from 2019 to 2023
Zhifeng WANG ; Xiaofang LIANG ; Dandan DU ; Keke LI ; Qianqian LIU ; Wenjie WANG ; Zhangping LU ; Lianhua WEI
Chinese Journal of Nosocomiology 2025;35(19):3000-3004
OBJECTIVE To analyze the clinical distribution characteristics and drug resistance of Enterobacter cloa-cae in Gansu Province from 2019 to 2023,providing reference for the prevention and control of E.cloacae infec-tions in this region.METHODS Data on the distribution and drug resistance of E.cloacae from hospitals in mem-ber units of the Gansu Antimicrobial Surveillance Network between 2019 and 2023 were collected.In vitro drug susceptibility testing was performed by the Kirby-Bauer disk diffusion(K-B)method,minimum inhibitory con-centration method,and fully automated instrumentation,followed by analysis of the susceptibility results.RESULTS From 2019 to 2023,a total of 402 490 bacterial strains were isolated and cultured in Gansu Province,including 17 417 strains of E.cloacae,with a detection rate of 4.33%.The bacteria were primarily iso-lated from sputum specimens(62.81%),followed by urine(7.37%)and wound pus specimens(6.07%).The de-partmental distribution was dominated by internal medicine(44.96%)and surgery(28.50%).The highest detec-tion rate was observed in the adult group(15-65 years,45.79%).E.cloacae exhibited varying degrees of resist-ance to over 20 antibacterial drugs,but the overall drug resistance rate showed a declining trend(P<0.05).The highest drug resistance rate was observed for cefazolin(96.40%-98.38%),while the lowest was for tigecycline(0.44%—2.92%).Carbapenem-resistant E.cloacae demonstrated an increasing trend in drug resistance rates,with imipenem resistance ranging from 2.79%to 3.71%(P=0.044)and meropenem resistance ranging from 1.29%to 3.41%(P<0.05).CONCLUSIONS The isolation rate of E.cloacae in Gansu Province remains stable,with a declining trend in drug resistance to multiple antibacterial drugs.However,the increasing drug resistance to carbapenems warrants attention.

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