Objective To propose a Weka-based method for classifying acute lymphoblastic leukemia(ALL)images,aiming to improve ALL cell classification accuracy and stability.Methods Firstly,totally 180 images were randomly selected from ALL-IDB2 subset of Acute Lymphoblastic Leukemia Image Database(ALL-IDB),including 90 images of patients and 90 images of healthy people;secondly,the image preprocessing was carried out using ImageJ software and image features were extracted such as texture,edge and shape;thirdly,image classification was implemented with four classifiers of Weka,including random forest(RF),Bayesian network(BN),J48 decision tree and sequential minimal optimization(SMO),and the key parameters of each classifier were optimized;finally,the performance of the classifiers was verified using 80 independent test images.Results Before parameter optimization,the accuracy of RF,J48 decision tree,BN and SMO classifiers was 94.3％,86.2％,83.6％and 83.0％,respectively.After optimization,the accuracy increased to 95.2％,86.3％,86.3％and 89.7％,respectively.After optimization,RF behaved the best on the independent test set with a classification accuracy of 90.0％,followed by SMO(81.3％),BN(81.3％)and J48 decision tree(75.0％).Conclusion The Weka-based ALL image classification method with a high accuracy is efficient and reliable for automated classification of ALL cell.[Chinese Medical Equipment Journal,2025,46(2):10-15]

Objective:To explore the effect of ezetimibe combined with atorvastatin on the efficacy,blood lipids,ca-rotid ultrasound indicators in patients with coronary heart disease(CHD)and its safety.Methods:This randomized controlled study enrolled 98 CHD patients admitted to 945th Hospital of the PLA Joint Logistic Support Force be-tween June 2021 and June 2023.Patients were divided into intervention group and control group with 49 cases in each group.Patients in the control group was treated with atorvastatin-bascd routine medication comparing to those in intervention group receiving additional ezetimibe,both groups were treated for 90 d.Clinical efficacy,blood lipids,carotid ultrasound indicators,endothelial function indicators,and incidence of adverse reactions were compared between two groups.Results:Compared with patients in the control group,those in the intervention group had significant higher total effective rate(91.83％vs.73.47％,P=0.016).Compared with patients in the control group after treatment,those in intervention group had significant lower levels of low density lipoprotein cho-lesterol(LDL-C)[(2.74±0.61)mmol/L vs.(3.42±0.66)mmol/L],total cholesterol(TC)[(3.80±0.89)mmol/L vs.(4.69±1.02)mmol/L],triglyceride(TG)[(1.79±0.53)mmol/L vs.(2.35±0.62)mmol/L],re-sistance index(RI)[(52.02±6.32)％vs.(57.95±6.02)％],carotid intima-media thickness(IMT)[(0.91±0.17)mm vs.(1.08±0.24)mm],von Willebrand factor(vWF)[(19.03±3.76)mg/L vs.(23.41±4.42)mg/L],angiotensin Ⅱ(Ang Ⅱ)[(45.83±5.87)ng/L vs.(52.87±6.01)ng/L](P＜0.001 all);and significant high-er high density lipoprotein cholesterol(HDL-C)[(1.63±0.32)mmol/L vs.(1.35±0.27)mmol/L],peak systol-ic velocity(PSV)[(47.93±5.26)cm/s vs.(41.32±4.98)cm/s],end-diastolic velocity(EDV)[(36.14±5.10)cm/s vs.(30.73±4.48)cm/s],pulse index(PI)[(85.98±9.03)％vs.(78.42±8.82)％],vascular endothelial growth factor receptor 1(VEGFR1)[(289.14±32.98)ng/L vs.(258.34±29.32)ng/L](P＜0.001 all).There was no significant difference in the incidence of adverse reactions between the two groups(P=0.538).Conclusion:Ezetimibe combined with atorvastatin possesses significant therapeutic effect on CHD patients,which could signifi-cantly reduce blood lipids,improve the carotid blood flow velocity and vascular endothelial function with good safety.

Osteoarthritis (OA) causes chronic pain that significantly impairs quality of life, with current treatments often proving insufficient and accompanied by adverse effects. Recent research has identified the dorsal root ganglion (DRG) and its resident macrophages as crucial mediators of chronic OA pain through neuroinflammation driven by macrophage polarization. We present a novel injectable thermo-sensitive hydrogel system, KAF@PLEL, designed to deliver an anti-inflammatory peptide (KAF) specifically to the DRG. This biodegradable hydrogel enables sustained KAF release, promoting the reprogramming of DRG macrophages from pro-inflammatory to anti-inflammatory phenotypes. Through comprehensive in vitro and in vivo studies, we evaluated the hydrogel's biocompatibility, effects on macrophage polarization, and therapeutic efficacy in chronic OA pain management. The system demonstrated significant capabilities in preserving macrophage mitochondrial function, suppressing neuroinflammation, alleviating chronic OA pain, reducing cartilage degradation, and improving motor function in OA rat models. The sustained-release properties of KAF@PLEL enabled prolonged therapeutic effects while minimizing systemic exposure and side effects. These findings suggest that KAF@PLEL represents a promising therapeutic approach for improving outcomes in OA patients through targeted, sustained treatment.

Objective To analyze the basic conditions and pathological characteristics of the samples in the Human Brain Bank of Hebei Medical University,which were pathologically diagnosed as cerebral amyloid angiopathy,and to provide reference for the research of related diseases.Methods The basic data of gender,age,apolipoprotein E genotype,pathological classification of cerebral amyloid angiopathy,Alzheimer's disease-related pathological change score,comorbidities and other pathological information were analyzed.Results Up to October 2024,twenty samples were confirmed by pathological diagnosis,with a male to female ratio of 3:1 and an average age of(80.90±8.08)years.Involve three kinds of apolipoprotein E subtype,5 kinds of genotypes(ε2/ε3 xε2/ε4、ε3/ε3 xε3/ε4、ε4/ε4);There were 2 pathologic types,including 6 cases of type 1 and 14 cases of type 2.The pathological grade included 3 grades.The severity grade and subtype classification of cerebral amyloid vascular disease were correlated with the degree of pathological changes of Alzheimer's disease.Cerebral amyloid angiopathy samples could coexist with other degenerative diseases with high comorbidity.Conclusion The incidence of cerebral amyloid angiopathy is higher in the aged samples collected based on Brain Bank,which coexists with conditions such as Alzheimer's disease and microbleeds,etc.It provides more detailed pathological diagnosis basis for further scientific research sharing of samples.

Aim To establish a simple and practical method for visualizing neurovascular coupling in the mouse barrel cortex in vivo.Methods Male C57BL/6J mice received stereotaxic in-jections of pAAV-hSyn-jGCaMP7s-WPRE into the barrel cortex to monitor neuronal activity.Three weeks post-injection,a crani-al window was implanted,and TRITC-Dextran 155 ku was ad-ministered intravenously to visualize the vasculature and blood flow dynamics.A custom-built whisker stimulator was used to e-voke controlled neuronal excitation.Two-photon microscopy was employed to monitor neuronal and vascular responses to whisker stimulation in real-time.Results Neuronal calcium signals and plasma signals were clearly observed using two-photon microsco-py.Whisker stimulation led to a significant increase in neuronal calcium signals in the barrel cortex,indicating effective neuronal activation.This neuronal excitation was accompanied by a syn-chronous increase in blood vessel diameter,blood flow velocity and overall blood flow.Conclusions This study successfully establishes a three-dimensional visualization framework(spatial,temporal,and functional)for in vivo visualization of neurovascu-lar coupling in the mouse barrel cortex,which provides a useful tool for investigating the pathophysiological mechanisms of neuro-vascular dysfunction and evaluating the efficacy of potential ther-apies.

Tooth extraction is one of the most common procedures in oral surgery.Poor wound healing is a common problem after tooth extraction.Poor wound healing may not only lead to eating difficulties and impaire psychological health,but also increase the difficulty and cost of treatment,prolong the treatment period and lead to osteonecrosis of the jaw in severe cases.Currently,there is a lack of systematic integration and evaluation of domestic and international studies related to post-extraction wound healing.In this study VOSviewer,Bibliometrix and CiteSpace software were used to econometrically analyse the literature on post-extraction wound healing from 2013 to 2023,with the aim of providing a reference for developing more scientific and systematic strategies for post-ex-traction wound management and prevention of the complications.

Objective To propose a Weka-based method for classifying acute lymphoblastic leukemia(ALL)images,aiming to improve ALL cell classification accuracy and stability.Methods Firstly,totally 180 images were randomly selected from ALL-IDB2 subset of Acute Lymphoblastic Leukemia Image Database(ALL-IDB),including 90 images of patients and 90 images of healthy people;secondly,the image preprocessing was carried out using ImageJ software and image features were extracted such as texture,edge and shape;thirdly,image classification was implemented with four classifiers of Weka,including random forest(RF),Bayesian network(BN),J48 decision tree and sequential minimal optimization(SMO),and the key parameters of each classifier were optimized;finally,the performance of the classifiers was verified using 80 independent test images.Results Before parameter optimization,the accuracy of RF,J48 decision tree,BN and SMO classifiers was 94.3％,86.2％,83.6％and 83.0％,respectively.After optimization,the accuracy increased to 95.2％,86.3％,86.3％and 89.7％,respectively.After optimization,RF behaved the best on the independent test set with a classification accuracy of 90.0％,followed by SMO(81.3％),BN(81.3％)and J48 decision tree(75.0％).Conclusion The Weka-based ALL image classification method with a high accuracy is efficient and reliable for automated classification of ALL cell.[Chinese Medical Equipment Journal,2025,46(2):10-15]

Objective:To explore the effect of ezetimibe combined with atorvastatin on the efficacy,blood lipids,ca-rotid ultrasound indicators in patients with coronary heart disease(CHD)and its safety.Methods:This randomized controlled study enrolled 98 CHD patients admitted to 945th Hospital of the PLA Joint Logistic Support Force be-tween June 2021 and June 2023.Patients were divided into intervention group and control group with 49 cases in each group.Patients in the control group was treated with atorvastatin-bascd routine medication comparing to those in intervention group receiving additional ezetimibe,both groups were treated for 90 d.Clinical efficacy,blood lipids,carotid ultrasound indicators,endothelial function indicators,and incidence of adverse reactions were compared between two groups.Results:Compared with patients in the control group,those in the intervention group had significant higher total effective rate(91.83％vs.73.47％,P=0.016).Compared with patients in the control group after treatment,those in intervention group had significant lower levels of low density lipoprotein cho-lesterol(LDL-C)[(2.74±0.61)mmol/L vs.(3.42±0.66)mmol/L],total cholesterol(TC)[(3.80±0.89)mmol/L vs.(4.69±1.02)mmol/L],triglyceride(TG)[(1.79±0.53)mmol/L vs.(2.35±0.62)mmol/L],re-sistance index(RI)[(52.02±6.32)％vs.(57.95±6.02)％],carotid intima-media thickness(IMT)[(0.91±0.17)mm vs.(1.08±0.24)mm],von Willebrand factor(vWF)[(19.03±3.76)mg/L vs.(23.41±4.42)mg/L],angiotensin Ⅱ(Ang Ⅱ)[(45.83±5.87)ng/L vs.(52.87±6.01)ng/L](P＜0.001 all);and significant high-er high density lipoprotein cholesterol(HDL-C)[(1.63±0.32)mmol/L vs.(1.35±0.27)mmol/L],peak systol-ic velocity(PSV)[(47.93±5.26)cm/s vs.(41.32±4.98)cm/s],end-diastolic velocity(EDV)[(36.14±5.10)cm/s vs.(30.73±4.48)cm/s],pulse index(PI)[(85.98±9.03)％vs.(78.42±8.82)％],vascular endothelial growth factor receptor 1(VEGFR1)[(289.14±32.98)ng/L vs.(258.34±29.32)ng/L](P＜0.001 all).There was no significant difference in the incidence of adverse reactions between the two groups(P=0.538).Conclusion:Ezetimibe combined with atorvastatin possesses significant therapeutic effect on CHD patients,which could signifi-cantly reduce blood lipids,improve the carotid blood flow velocity and vascular endothelial function with good safety.

Aim To establish a simple and practical method for visualizing neurovascular coupling in the mouse barrel cortex in vivo.Methods Male C57BL/6J mice received stereotaxic in-jections of pAAV-hSyn-jGCaMP7s-WPRE into the barrel cortex to monitor neuronal activity.Three weeks post-injection,a crani-al window was implanted,and TRITC-Dextran 155 ku was ad-ministered intravenously to visualize the vasculature and blood flow dynamics.A custom-built whisker stimulator was used to e-voke controlled neuronal excitation.Two-photon microscopy was employed to monitor neuronal and vascular responses to whisker stimulation in real-time.Results Neuronal calcium signals and plasma signals were clearly observed using two-photon microsco-py.Whisker stimulation led to a significant increase in neuronal calcium signals in the barrel cortex,indicating effective neuronal activation.This neuronal excitation was accompanied by a syn-chronous increase in blood vessel diameter,blood flow velocity and overall blood flow.Conclusions This study successfully establishes a three-dimensional visualization framework(spatial,temporal,and functional)for in vivo visualization of neurovascu-lar coupling in the mouse barrel cortex,which provides a useful tool for investigating the pathophysiological mechanisms of neuro-vascular dysfunction and evaluating the efficacy of potential ther-apies.

Tooth extraction is one of the most common procedures in oral surgery.Poor wound healing is a common problem after tooth extraction.Poor wound healing may not only lead to eating difficulties and impaire psychological health,but also increase the difficulty and cost of treatment,prolong the treatment period and lead to osteonecrosis of the jaw in severe cases.Currently,there is a lack of systematic integration and evaluation of domestic and international studies related to post-extraction wound healing.In this study VOSviewer,Bibliometrix and CiteSpace software were used to econometrically analyse the literature on post-extraction wound healing from 2013 to 2023,with the aim of providing a reference for developing more scientific and systematic strategies for post-ex-traction wound management and prevention of the complications.