1.Comparison of small-sample multi-class machine learning models for plasma concentration prediction of valproic acid
Xi CHEN ; Shen’ao YUAN ; Hailing YUAN ; Jie ZHAO ; Peng CHEN ; Chunyan TIAN ; Yi SU ; Yunsong ZHANG ; Yu ZHANG
China Pharmacy 2025;36(11):1399-1404
OBJECTIVE To construct three-class (insufficient, normal, excessive) and two-class (insufficient, normal) models for predicting plasma concentration of valproic acid (VPA), and compare the performance of these two models, with the aim of providing a reference for formulating clinical medication strategies. METHODS The clinical data of 480 patients who received VPA treatment and underwent blood concentration test at the Xi’an International Medical Center Hospital were collected from November 2022 to September 2024 (a total of 695 sets of data). In this study, predictive models were constructed for target variables of three-class and two-class models. Feature ranking and selection were carried out using XGBoost scores. Twelve different machine learning algorithms were used for training and validation, and the performance of the models was evaluated using three indexes: accuracy, F1 score, and the area under the working characteristic curve of the subject (AUC). RESULTS XGBoost feature importance scores revealed that in the three-class model, the importance ranking of kidney disease and electrolyte disorders was higher. However, in the two-class model, the importance ranking of these features significantly decreased, suggesting a close association with the excessive blood concentration of VPA. In the three-class model, Random Forest method performed best, with F1 score of 0.704 0 and AUC of 0.519 3 on the test set; while in the two-class model, CatBoost method performed optimally, with F1 score of 0.785 7 and AUC of 0.819 5 on the test set. CONCLUSIONS The constructed three-class model has the ability to predict excessive VPA blood concentration, but its prediction and model generalization abilities are poor; the constructed two-class model can only perform classification prediction for insufficient and normal blood concentration cases, but its model performance is stronger.
2.Association between prefrontal function and hyperarousal in sleep deprivation: Electroencephalogram spectral and microstate analyses
Journal of Apoplexy and Nervous Diseases 2025;42(2):165-170
Objective Investigate the association between prefrontal cortex (PFC) function and hyperarousal in sleep deprivation. Methods EEG was used to investigate the association between PFC and hyperarousal in sleep deprivation. The data from the open-source database of A Resting-state EEG Dataset for Sleep Deprivation from Nanfang Hospital were analyzed, and the PSD analysis and the microstate analysis were used to compare brain functional activity during NS and sleep deprivation. Results The resting-state EEG data after awakening were collected from 37 participants, including 37 recordings after NS and 37 recordings after sleep deprivation for 24 hours. Compared with NS, there were increases in PSD values of all brain regions and PFC after sleep deprivation. Compared with NS, there were reductions in the duration and frequency of four microstates after sleep deprivation, while there were no significant changes in the coverage of the four states between NS and sleep deprivation. Conclusion This study shows that hyperarousal in PFC plays an important role in sleep deprivation, and good sleep can help to alleviate hyperarousal.
3.Expert consensus on cryoablation therapy of oral mucosal melanoma
Guoxin REN ; Moyi SUN ; Zhangui TANG ; Longjiang LI ; Jian MENG ; Zhijun SUN ; Shaoyan LIU ; Yue HE ; Wei SHANG ; Gang LI ; Jie ZHNAG ; Heming WU ; Yi LI ; Shaohui HUANG ; Shizhou ZHANG ; Zhongcheng GONG ; Jun WANG ; Anxun WANG ; Zhiyong LI ; Zhiquan HUNAG ; Tong SU ; Jichen LI ; Kai YANG ; Weizhong LI ; Weihong XIE ; Qing XI ; Ke ZHAO ; Yunze XUAN ; Li HUANG ; Chuanzheng SUN ; Bing HAN ; Yanping CHEN ; Wenge CHEN ; Yunteng WU ; Dongliang WEI ; Wei GUO
Journal of Practical Stomatology 2024;40(2):149-155
Cryoablation therapy with explicit anti-tumor mechanisms and histopathological manifestations has a long history.A large number of clinical practice has shown that cryoablation therapy is safe and effective,making it an ideal tumor treatment method in theory.Previously,its efficacy and clinical application were constrained by the limitations of refrigerants and refrigeration equipment.With the development of the new generation of cryoablation equipment represented by argon helium knives,significant progress has been made in refrigeration efficien-cy,ablation range,and precise temperature measurement,greatly promoting the progression of tumor cryoablation technology.This consensus systematically summarizes the mechanism of cryoablation technology,indications for oral mucosal melanoma(OMM)cryotherapy,clinical treatment process,adverse reactions and management,cryotherapy combination therapy,etc.,aiming to provide reference for carrying out the standardized cryoablation therapy of OMM.
4.Role of histone deacetylase in the sensory gating impairment of offspring during puberty caused by immune activation in pregnant rats
Guanyu WANG ; Senqi LIU ; Yongfeng YANG ; Wenqiang LI ; Luxian LYU ; Xi SU
Journal of Xinxiang Medical College 2024;41(2):101-108
Objective To investigate the expression of histone deacetylase(HDAC)isoforms in the frontal lobe,hippo-campus and liver of offspring rats delivered by rats with maternal immune activation and their correlation with the efficiency of prepulse inhibition(PPI%).Methods Ten pregnant Sprague-Dawley rats were randomly divided into the model group(n=5)and control group(n=5).The rats in the model group were injected with 10 mg·kg-1 polyinosinic-polycytidylic acid(Poly I:C)via the caudal vein on the 9th day of pregnancy,while rats in the control group were given the same volume of sterile physiological saline.After 3 h,blood was collected from the caudal vein,and the levels of interleukin(IL)-1 β,IL-6 and tumor necrosis factor-α(TNF-α)in the plasma of pregnant rats were detected by enzyme-linked immunosorbent assay to evaluate the immune activation status.The pregnant rats in the two groups were fed until natural delivery,the offspring rats were weaned on the 21st day after birth,and the male offspring rats were fed continuously.A prepulse inhibition test was performed at puberty(the 40th day after birth)to evaluate the spatial recognition memory and sensory gating function of the offspring rats.The expression levels of the HDAC gene family in the hippocampus,frontal lobe and liver of offspring rats were detected by real-time fluorescence quantitative polymerase chain reaction.Results The plasma IL-6,IL-1 β and TNF-α levels in the model group were significantly higher than those in the control group(P<0.05).When the prepulse stimulation was 75 dB,the PPI%of the offspring rats at puberty in the model group was significantly lower than that in the control group(P<0.05).When the prepulse stimulation was 80 and 85 dB,there was no significant difference in PPI%between the model group and the control group(P>0.05).In the frontal lobe,the expression levels of HDAC3,HDAC4,HDAC8,HDAC9,HDAC10 and Sirt mRNA in the offspring rats in the model group were significantly lower than those in the control group(P<0.05),while the expression level of HDAC5 mRNA was significantly higher than that in the control group(P<0.05);there were no significant differences in the expression levels of HDAC1,HDAC2,HDAC6,HDAC7 and HDAC11 mRNA between the model group and the control group(P>0.05).In the hippocampus,the offspring rats in the model group had significantly lower expression levels of HDAC1,HDAC8 and HDAC10 mRNA and significantly higher expression levels of HDAC2 and HDAC5 mRNA than those in the control group(P<0.05);there were no significant differences in the expression levels of HDAC3,HDAC4,HDAC6,HDAC7,HDAC9,HDAC11 and Sirt mRNA between the model group and control group(P>0.05).In the liver tissue,the expression levels of HDAC6 and HDAC10 mRNA of the offspring rats in the model group were significantly lower than those in the control group(P<0.05);there were no significant differences in the expression levels of HDAC1,HDAC2,HDAC3,HDAC4,HDAC5,HDAC7,HDAC8,HDAC9,HDAC11 and Sirt mRNA between the model group and the control group(P>0.05).The expression level of HDAC2 mRNA in the hippocampus of offspring rats in the two groups was negatively correlated with PPI%at 75 dB(r=-0.965,P<0.05),the expression levels of HDAC10 and Sirt mRNA in frontal lobe tissues were positively correlated with PPI%at 75dB(r=0.946,0.925;P<0.05).Conclusion Pregnancy Poly I:C infection has significant effects on the expression of HDAC family proteins in offspring rats,and which is related to the impairment of early sensory gating,this may provide new ideas for the research in pathogenesis and drug treatment of schizophrenia.
5.Effects of Wheat Grain Moxibustion on the Expression of TLR4/MyD88/NF-κB Signaling Pathway in Spinal Cord Tissue of Rats with Sciatic Nerve Injury
Hong SU ; Xi ZHANG ; Jing LI ; Yanjun GUO ; Shengyong SU ; Pu YANG ; Qiongxiao WANG ; Caiyun XIE
Chinese Journal of Information on Traditional Chinese Medicine 2024;31(1):78-83
Objective To observe the effects of wheat grain moxibustion for"Huantiao"on sciatic nerve function,pathological morphology of sciatic nerve stem and expressions of TLR4/MyD88/NF-κB signaling pathway expression in spinal cord tissue of rats with sciatic nerve injury(SNI);To explore the possible mechanism of wheat grain moxibustion for the treatment of SNI.Methods Totally 24 SD male rats were randomly divided into blank group,sham-operation group,model group and wheat grain moxibustion group,with 6 rats in each group.The model group and the wheat grain moxibustion group used a rat model with sciatic nerve clamping injury.From the 7th day after modeling,the rats were treated with moxibustion on the affected side of"Huantiao"for 6 strokes each time,once a day,for consecutive 10 days.The sciatic nerve function index(SFI)of rats on the 7th day after modeling and after intervention were observed,mechanical withdraw threshold(MWT)in rats were measured using a fiber optic pain gauge,ELISA was used to detect NO and iNOS content in spinal cord tissue,HE staining was used to observe the morphology of sciatic nerve stem,the expression of TLR4,NF-κBp65,p-NF-κBp65,MyD88,IκBα and p-IκBα in spinal cord tissue were detected by Western blot.Results Compared with the sham-operation group,the SFI and MWT of the rats in the model group significantly decreased(P<0.01),the arrangement of nerve fibers in sciatic nerve stem was disordered,with a significant increase in the number of Schwann cells and a large number of vacuolar degeneration,the content of NO,iNOS and the expression of TLR4,p-NF-κBp65,MyD88,p-IκBα protein in spinal cord tissue significantly increased(P<0.01).Compared with the model group,the SFI and MWT of the rats in the wheat grain moxibustion group increased significantly(P<0.01),the damage of sciatic nerve stem was reduced,with orderly cell arrangement,a decrease in the number of Schwann cells,and a decrease in axonal demyelination and cellular vacuolar degeneration,the content of NO,iNOS and the expression of TLR4,p-NF-κBp65,MyD88,p-IκBα in spinal cord tissue significantly decreased(P<0.05).Conclusion Wheat grain moxibustion for"Huantiao"can down-regulate TLR4,p-NF-κBp65,MyD88 and p-IκBα protein expressions in spinal cord tissue of SNI rats,reduce the secretion of NO and iNOS,thereby relieve pain and damaged nerve tissue inflammation response.
6.Development and validation of a grading system for necrosis of pedicled flaps in reconstruction of foot and ankle
Xiaoqing HE ; Yan SHI ; Jiazhang DUAN ; Xi YANG ; Kaixuan DONG ; Xulin ZHANG ; Ding GAO ; Duming YANG ; Yongyue SU ; Yongqing XU
Chinese Journal of Microsurgery 2024;47(1):59-64
Objective:To develop a grading system for necrosis of pedicled flaps in reconstruction of foot and ankle, and to verify its effectiveness and repeatability.Methods:A retrospective observational study was conducted. A total of 40 necroses of foot and ankle pedicled flaps were selected by 2 senior surgeons based on the flap surgery performed by the same surgical group in Department of Orthopaedic Surgery, the 920 Hospital of Joint Logistic Support Force of PLA from January 2010 to January 2022. A grading system for pedicled flap necrosis was proposed by a working group and the 40 necrotic flaps were graded. The coincidence rate was calculated to evaluate the effectiveness of the grading system through correlation studies between grading and clinical treatment. One photo of a typical postoperative necrotic flap was collected from each of the 40 flaps. Then 5 extramural surgeons were asked to grade the necroses shown on the photos according to the proposed grading system. Moreover, weighted Kappa analysis was performed on the results of proposed grading system and also on the standard grading currently in use, to evaluate the repeatability of the proposed grading system. Evaluated data were expressed by Mean±SD, and the coincidence rate was expressed by percentage. The reproducibility was studied by weighted Kappa analysis.Results:Of the 40 necrotic flaps, 7 flaps were classified in Grade I, 16 in Grade Ⅱ, 12 in Grade Ⅲ and 5 in Grade IV. In comparison with the actual treatment methods, the overall coincidence rate of the grading system was 92.5%. It indicated that the proposed grading system could effectively guide the selection of a treatment procedure. The average weighted Kappa coefficient of surgeons was at 0.628 with a 95% confidence interval (95%CI) between 0.460-0.796, which was strongly consistent with the standard of the grading system currently in use.Conclusion:The grading system for necrosis of pedicled flap in reconstruction of foot and ankle proposed in this study is simple and clear. It is able to effectively guide the treatment of flap necrosis. The preliminary validation shows that the classification system has good repeatability.
7.Design and simulation of a UAV with portable folding wings for search and rescue
Qi QIU ; Weihua SU ; Xi WEN ; Junjie WANG ; Xiaoyu LI
Military Medical Sciences 2024;48(2):136-142
Objective To design a search and rescue UAV that is portable and user-friendly in order to meet the needs of rescue personnel on the battlefield.Methods Three-dimensional design software CATIA was used to complete the structural design of the UAV body.In order to make full use of the internal space of the UAV body,folding wings were adopted to reduce the volume of the UAV.By using ABAQUS,the finite elements of the key parts of the UAV were analyzed before the modal analysis of the whole vehicle was conducted to verify the reliability of the structure.The robot simulation software Webots was used for motion simulation of the UAV.Results Simulation analysis and test verification suggested that the structural design of the UAV was well-grounded.It could be quickly and properly deployed by means of hand launch or barrels,which made it easier for rescuers to use the UAV.Conclusion The design and simulation research of UAVs with portable folding wings for search and rescue is of great significance for the research and development of physical prototypes.This study is expected to stimulate new ideas for the development of rescue equipment in the PLA,and contribute to miniaturization of UAVs.
8.Triple negative breast cancer:a study based on histological and immunohistochemical classification
Jing LIAN ; Li HUANG ; Peng BU ; Hong SU ; Yanfeng XI
Chinese Journal of Clinical and Experimental Pathology 2024;40(3):268-273
Purpose To evaluate the classification criteria of triple negative breast cancer(TNBC)based on histomorphol-ogy and immunohistochemistry(IHC),and to provide theoreti-cal basis for the classification and treatment of TNBCs.Methods TNBC subtyping was performed according to the histomorphologi-cal characteristics and the expression of immune markers AR,CD8 and FOXC1,and the clinicopathological features and prog-nostic differences were compared.Results Among 93 cases of TNBC,there were 23 cases(24.7%)of luminal androgen re-ceptor subtypes,24 cases(25.8%)of immunomodulatory type,39 cases(42.0%)of basal immunosuppressive type,and 7 ca-ses(7.5%)of mesenchymal type.There were significant differ-ences in the clinicopathological features of subtypes,including pT stage(P=0.030),histological grade(P<0.001),intersti-tial lymphocyte infiltration pattern(P<0.001),expression of PD-L1(P<0.001),and HER2-low(P=0.024).There was no significant difference in disease-free survival among the sub-types(P>0.05).Univariate survival analysis showed there was significant difference in disease-free survival among the subtypes at pT1 stage(P=0.011),and other clinicopathological features were not independent prognostic factors.Conclusion The clini-copathological characteristics of TNBC subtypes are different,which are expected to be an alternative choice for complex gene expression profile analysis and to provide theoretical basis for subtypic therapy and targeted therapy.
9.Efficacy and safety of three-dimensional visualization technology in assisting ablation therapy for hepatocellular carcinoma:A Meta-analysis
Kaifu LI ; Yongcheng TANG ; Hao TANG ; Xi ZHANG ; Benjian GAO ; De LUO ; Song SU ; Bo LI ; Xiaoli YANG
Journal of Clinical Hepatology 2024;40(7):1397-1403
Objective To systematically evaluate the efficacy and safety of three-dimensional visualization technology in assisting ablation therapy for hepatocellular carcinoma.Methods This study was conducted according to PRISMA guidelines,with a PROSPERO registration number of CRD42023488398.PubMed,Embase,Web of Science,the Cochrane Library,CNKI,Wanfang Data,VIP,and CBM were searched for Chinese and English articles on three-dimensional visualization technology in assisting ablation therapy for hepatocellular carcinoma published up to March 2023.After quality assessment and data extraction of the studies included,RevMan 5.4 software was used to perform the meta-analysis.Results A total of 11 studies were included,with 972 patients in total,among whom 447 underwent ablation assisted by three-dimensional visualization technology(3D group)and 525 underwent ablation assisted by traditional two-dimensional imaging technology(2D group).The meta-analysis showed that compared with the 2D group,the 3D group had significantly higher success rate of first-time ablation treatment(odds ratio[OR]=5.43,95%confidence interval[CI]:2.64—11.18,P<0.001),technical efficiency(OR=6.15,95%CI:3.23—11.70,P<0.001),and complete ablation rate(OR=2.50,95%CI:1.08—5.78,P=0.03),as well as significantly lower incidence rate of major complications(OR=0.45,95%CI:0.24—0.87,P=0.02),local recurrence rate(OR=0.35,95%CI:0.17—0.72,P=0.004),and local tumor progression rate(OR=0.29,95%CI:0.16—0.50,P<0.001),while there was no significant difference in the incidence rate of mild complications between the two groups(P>0.05).Conclusion Three-dimensional visualization technology is safe and feasible in assisting ablation therapy for hepatocellular carcinoma and can improve ablation rate and reduce the incidence rate of serious complications,local recurrence rate,and local tumor progression rate,thereby showing an important application value in clinical practice.
10.Effects of Rhodojaponin Ⅲ mediated oxidative stress pathway on cartilage injury in rats with post-traumatic osteoarthritis
Ju LIU ; Bin SU ; Qi PAN ; Zhen-Hong CUI ; Xi-Ming WANG
The Chinese Journal of Clinical Pharmacology 2024;40(7):1034-1038
Objective To investigate the effects of Rhodojaponin Ⅲ on cartilage injury in post-traumatic osteoarthritis rats and its mechanism.Methods SD rats were randomly divided into sham operation group,model group(based on cruciate ligamentectomy),low dose experimental group(after modeling,0.12 mg·kg-1 Rhodojaponin Ⅲ was given by intragastric administration),high dose experimental group(after modeling,0.24 mg·kg-1 Rhodojaponin Ⅲ was given by intragastric administration),positive drug group(2 mL/100 g glucosamine sulfate was given intragastric administration after modeling).Ten rats in each group were given continuous intragastric administration for 28 days,blood was collected from the heart,and cartilage tissue was taken from the rats.Mankin's score method was used to analyze the cartilage tissue of rats in each group,Western blot method was used to detecte the proteins level,enzyme-linked immunosorbent assay(ELISA)test was used to detect the expression level of serum bone formation indexes and related factors in cartilage tissue,and kit method was used to detect the expression of oxidative stress related indexes.Results The Mankin's scores of sham operation group,model group,low dose experimental group,high dose experimental group and positive drug group were 0.10±0.30,5.30±0.46,4.00±0.63,3.10±0.54 and 1.50±0.81;bone gla protein(BGP)level were(10.25±0.77),(2.39±0.34),(4.87±0.27),(7.99±0.51)and(8.55±0.71)ng·mL-1;the expression levels of cleaved cysteine aspartate proteinase-3(Cl-caspase-3)protein were 0.25±0.02,0.86±0.06,0.65±0.05,0.47±0.04 and 0.33±0.03;superoxide dismutase(SOD)activity were(109.07±7.51),(60.24±5.73),(67.99±4.73),(76.16±8.84)and(80.11±3.96)U·mg-1;the protein levels of nuclear transcription factor E2 related factors(Nrf2)were 1.03±0.08,0.33±0.04,0.43±0.05,0.75±0.10 and 0.74±0.09;heme oxygen-1(HO-1)protein expression levels were 0.88±0.08,0.27±0.04,0.39±0.04,0.56±0.10 and 0.58±0.06,respectively.Model group compared with sham operation group,low dose experimental group,high dose experimental group compared with model group;low dose experimental group compared with high dose experimental group,the differences of the above indexes were all statistically significant(all P<0.05).Conclusion Rhodojaponin Ⅲ may inhibit oxidative stress,inflammatory response,regulate bone metabolism and improve cartilage injury in post-traumatic osteoarthritis rats by activating Nrf2/HO-1 pathway.

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