1.Predictive model for intra-abdominal pressure in critically ill patients based on multiple regression and variational auto-encoders
Yi ZHANG ; Zhi-qin ZHU ; Wen-lin LI ; Dong-chu ZHAO ; Chang LIU ; Zhi-wei FAN ; Zhen WANG ; Lian-yang ZHANG ; Hao TANG
Chinese Medical Equipment Journal 2025;46(11):10-17
Objective To propose a multiple regression-variational auto-encoders(MR-VAE)model to realize precise and non-invasive prediction of intra-abdominal pressure(IAP)in critically ill patients.Methods At first,a dataset was constructed by retrospectively analysing baseline characteristics and clinical indicators of 100 critically ill patients admitted to the Intensive Care Unit of Daping Hospital of Army Medical University between 30 August 2019 and 30 March 2021.Then,a MR-VAE prediction model was developed by integrating a feedforward neural network for supervised regression onto a variational autoencoder(VAE)framework and incorporating multiple regression strategies to mitigate feature interference.Finally,the MR-VAE model had its performance evaluated by its comparison with five classical models including support vector machines(SVM),convolutional neural networks(CNN),Scikit-learn integrated model(SIM),multi-layer perceptron(MLP)and K-nearest neighbors(KNN),and its prediction accuracy verified by testing the data of 10 randomly selected patients.Results The MR-VAE model behaved the best when compared with the five classical models,with a mean squared error(MSE)of 0.207,a root mean square error(RMSE)of 0.454,a mean absolute error(MAE)of 0.361,a median absolute deviation(MAD)of 0.243,an explained variance score(EVS)of 0.814 and a R2of 0.823,which also outperformed the five models in fitting performance,convergence and final loss.In random sample testing,the MR-VAE model exhibited high consistency between predicted and actual values.Conclusion The MR-VAE model proposed can accurately predict IAP,which has great potential in reducing the repeated measurements of IAP in critically ill patients and providing new ideas for the early diagnosis and treatment of IAH.
2.Research progress sildenafil in treatment of high altitude heart disease
Yin-lian TONG ; Xiao-jing ZHANG ; Shou-hua MU ; Jing-yan JIN ; Jie-long SUN ; Wen-bin LI ; Rong WANG
Chinese Pharmacological Bulletin 2025;41(11):2008-2013
High altitude heart disease(HAHD)is a chronic mountain sickness in which the body is exposed to high altitude(>2 500 m)hypobaric hypoxia environment for a long time.HAHD has high morbidity and poor prognosis,and pulmonary hypertension is the main causative mechanism for its develop-ment.The phosphodiesterase-5 inhibitor sildenafil has become a hot drug for the treatment of pulmonary hypertension.This paper reviews the progress of HAHD and discusses the mechanism of action and effectiveness of sildenafil in the treatment of HAHD,with a view to providing a basis for the treatment of HAHD with sildenafil.
3.Predictive value of color Doppler ultrasound combined with electrocardiogram for right heart dys func-tion in patients with pulmonary heart disease
Wan-wan WU ; Hai-bo SHEN ; Chun-lian MA ; Dian-dong HUANG ; Fang-hong WANG ; Hui-qin WANG ; Li KAN ; Jian SUN ; Ji-wen SHEN ; Meng HUANG
Chinese Journal of cardiovascular Rehabilitation Medicine 2025;34(3):332-337
Objective:To investigate the predictive value of color Doppler ultrasound combined with electrocardio-gram for right heart dys function in patients with pulmonary heart disease(PHD).Methods:A total of 100 PHD patients admitted in Dongcheng Branch of First Affiliated Hospital of Anhui Medical University between January 2020 and December 2023 were retrospectively analyzed.According to results of 6min walking test(6MWT),pa-tients were divided into good right heart function group(n=64,≥350m)and right heart dysfunction group(n=36,<350m).The indexes of cardiac color ultrasound[isovolumic relaxation time(IVRT),isovolumetric contraction time(IVCT)and right ventricular Tei index],ECG[24h mean R-R interval standard deviation(SDNN),normal R-R interval standard deviation per 5min(SDANN)and the ratio of low frequency components to high frequency components(LF/HF)]were compared between two groups.Receiver operating characteristic(ROC)curve was drawn to analyze the diagnostic value of color Doppler ultrasound,ECG and their combination for right heart dys-function in PHD patients.Spearman correlation coefficient was used to analyze the association of color Doppler ul-trasound,ECG and their combination with right heart dysfunction in PHD patients.Results:Compared with those in good right heart function group,patients in right heart dysfunction group had significant higher IVRT[(120.64±14.08)ms vs.(97.87±10.93)ms],IVCT[(84.28±12.33)ms vs.(71.92±10.61)ms]and Tei index[(0.85±0.11)vs.(0.63±0.07)](P<0.001 all),and significant lower SDNN[(75.52±12.58)ms vs.(85.58±11.75)ms],SDANN[(63.86±10.92)ms vs.(76.75±11.71)ms]and LF/HF[(1.33±0.19)vs.(1.84±0.27)](P<0.001 all).ROC curve indicated that the AUC of color Doppler ultrasound combined ECG in diagnosing right heart dysfunction in PHD patients was 0.911(95%CI 0.838~0.959),which was significantly higher than those of color Doppler ultrasound[0.775(95%CI 0.681~0.853),Z=2.404,P=0.016]and ECG[0.688(95%CI 0.588~0.777),Z=3.968,P=0.001]alone.Spearman correlation analysis indicated that there was a significant positive correlation of color Doppler ultrasound(r=0.547),ECG(r=0.375)and their combination(r=0.810)with right heart dysfunction in PHD patients(P<0.001 all),and the correlation between combined detection and right heart dysfunction in PHD patients was significantly higher.Conclusion:Color Doppler ultrasound combined with ECG possesses high diagnostic performance for right heart dysfunction in PHD patients.
4.Predictive model for intra-abdominal pressure in critically ill patients based on multiple regression and variational auto-encoders
Yi ZHANG ; Zhi-qin ZHU ; Wen-lin LI ; Dong-chu ZHAO ; Chang LIU ; Zhi-wei FAN ; Zhen WANG ; Lian-yang ZHANG ; Hao TANG
Chinese Medical Equipment Journal 2025;46(11):10-17
Objective To propose a multiple regression-variational auto-encoders(MR-VAE)model to realize precise and non-invasive prediction of intra-abdominal pressure(IAP)in critically ill patients.Methods At first,a dataset was constructed by retrospectively analysing baseline characteristics and clinical indicators of 100 critically ill patients admitted to the Intensive Care Unit of Daping Hospital of Army Medical University between 30 August 2019 and 30 March 2021.Then,a MR-VAE prediction model was developed by integrating a feedforward neural network for supervised regression onto a variational autoencoder(VAE)framework and incorporating multiple regression strategies to mitigate feature interference.Finally,the MR-VAE model had its performance evaluated by its comparison with five classical models including support vector machines(SVM),convolutional neural networks(CNN),Scikit-learn integrated model(SIM),multi-layer perceptron(MLP)and K-nearest neighbors(KNN),and its prediction accuracy verified by testing the data of 10 randomly selected patients.Results The MR-VAE model behaved the best when compared with the five classical models,with a mean squared error(MSE)of 0.207,a root mean square error(RMSE)of 0.454,a mean absolute error(MAE)of 0.361,a median absolute deviation(MAD)of 0.243,an explained variance score(EVS)of 0.814 and a R2of 0.823,which also outperformed the five models in fitting performance,convergence and final loss.In random sample testing,the MR-VAE model exhibited high consistency between predicted and actual values.Conclusion The MR-VAE model proposed can accurately predict IAP,which has great potential in reducing the repeated measurements of IAP in critically ill patients and providing new ideas for the early diagnosis and treatment of IAH.
5.Research progress sildenafil in treatment of high altitude heart disease
Yin-lian TONG ; Xiao-jing ZHANG ; Shou-hua MU ; Jing-yan JIN ; Jie-long SUN ; Wen-bin LI ; Rong WANG
Chinese Pharmacological Bulletin 2025;41(11):2008-2013
High altitude heart disease(HAHD)is a chronic mountain sickness in which the body is exposed to high altitude(>2 500 m)hypobaric hypoxia environment for a long time.HAHD has high morbidity and poor prognosis,and pulmonary hypertension is the main causative mechanism for its develop-ment.The phosphodiesterase-5 inhibitor sildenafil has become a hot drug for the treatment of pulmonary hypertension.This paper reviews the progress of HAHD and discusses the mechanism of action and effectiveness of sildenafil in the treatment of HAHD,with a view to providing a basis for the treatment of HAHD with sildenafil.
6.Establishment of a rapid diagnostic method to detect the presence of intracellular infection with Staphylococcus aureus
Luyao WEN ; Minghang LI ; Qijun ZHOU ; Jianhui WANG ; Shuai LIAN ; Rui WU ; Jianfa WANG
Chinese Journal of Veterinary Science 2025;45(9):1937-1943
Staphylococcus aureus has the ability to invade bovine mammary epithelial cells and cause persistent intracellular infections.For diagnosing mastitis in cows caused by the bacterial in-fections,it is necessary to determine whether there is a persistent intracellular infection by S.au-reus within mammary epithelial cells,and to establish scientific treatment strategies and imple-ment proactive management decisions.The content of this study is the establishment of a brand new diagnostic method aimed at confirming this type of bovine disease efficiently and cost-effec-tively.The diagnostic procedure is as follows:Add 100 μL S.aureus liquid culture with a concentra-tion of 8.5 ×1010 CFU/mL to the well-grown bovine mammary epithelial cell line and co-culture at 37 degrees Celsius for 2 h to establish an intracellular infection model;After the co-cultivation is completed,add 100 μL of lysostaphin to the dish to thoroughly eliminate extracellular S.aureus.It can be confirmed that the model has been successfully established that black spherical bacteria with a diameter of approximately 1μm are observed within the sample cells using a transmission e-lectron microscope.Intracellular infection is evidenced by the observation of DNA-staining positive material within the cytoplasm of DAPI-stained sample cells,as observed through a laser confocal microscope.The sample is subjected to gram staining after being treated with 200 μL of 0.5%Tri-tonX-100 for 15 min,and intracellular infection is observed within the cytoplasm of the sample cells with Gram-positive results under oil immersion microscopy.The results of the novel"Tri-tonX-100 & gram staining method"validate that the presence of Staphylococcus aureus individu-als within bovine mammary epithelial cells is consistent with images observed under transmission electron microscopy and laser confocal microscopy.The verification results indicate that the"Tri-tonX-100 & gram staining method"is suitable for the diagnosis of S.aureus persistent intracellu-lar infection in bovine mastitis.Later,somatic cells from milk were extracted by gradient centrifu-gation and purified to obtain bovine mammary epithelial cells for clinical testing of 70 S.aureus positive mastitis cattle,which showed a positive rate of 82.9%and a negative rate of 17.1%.
7.Establishment of a rapid diagnostic method to detect the presence of intracellular infection with Staphylococcus aureus
Luyao WEN ; Minghang LI ; Qijun ZHOU ; Jianhui WANG ; Shuai LIAN ; Rui WU ; Jianfa WANG
Chinese Journal of Veterinary Science 2025;45(9):1937-1943
Staphylococcus aureus has the ability to invade bovine mammary epithelial cells and cause persistent intracellular infections.For diagnosing mastitis in cows caused by the bacterial in-fections,it is necessary to determine whether there is a persistent intracellular infection by S.au-reus within mammary epithelial cells,and to establish scientific treatment strategies and imple-ment proactive management decisions.The content of this study is the establishment of a brand new diagnostic method aimed at confirming this type of bovine disease efficiently and cost-effec-tively.The diagnostic procedure is as follows:Add 100 μL S.aureus liquid culture with a concentra-tion of 8.5 ×1010 CFU/mL to the well-grown bovine mammary epithelial cell line and co-culture at 37 degrees Celsius for 2 h to establish an intracellular infection model;After the co-cultivation is completed,add 100 μL of lysostaphin to the dish to thoroughly eliminate extracellular S.aureus.It can be confirmed that the model has been successfully established that black spherical bacteria with a diameter of approximately 1μm are observed within the sample cells using a transmission e-lectron microscope.Intracellular infection is evidenced by the observation of DNA-staining positive material within the cytoplasm of DAPI-stained sample cells,as observed through a laser confocal microscope.The sample is subjected to gram staining after being treated with 200 μL of 0.5%Tri-tonX-100 for 15 min,and intracellular infection is observed within the cytoplasm of the sample cells with Gram-positive results under oil immersion microscopy.The results of the novel"Tri-tonX-100 & gram staining method"validate that the presence of Staphylococcus aureus individu-als within bovine mammary epithelial cells is consistent with images observed under transmission electron microscopy and laser confocal microscopy.The verification results indicate that the"Tri-tonX-100 & gram staining method"is suitable for the diagnosis of S.aureus persistent intracellu-lar infection in bovine mastitis.Later,somatic cells from milk were extracted by gradient centrifu-gation and purified to obtain bovine mammary epithelial cells for clinical testing of 70 S.aureus positive mastitis cattle,which showed a positive rate of 82.9%and a negative rate of 17.1%.
8.Exercise Regulates Structural Plasticity and Neurogenesis of Hippocampal Neurons and Improves Memory Impairment in High-fat Diet-induced Obese Mice
Meng-Si YAN ; Lin-Jie SHU ; Chao-Ge WANG ; Ran CHENG ; Lian-Wei MU ; Jing-Wen LIAO
Progress in Biochemistry and Biophysics 2025;52(4):995-1007
ObjectiveObesity has been identified as one of the most important risk factors for cognitive dysfunction. Physical exercise can ameliorate learning and memory deficits by reversing synaptic plasticity in the hippocampus and cortex in diseases such as Alzheimer’s disease. In this study, we aimed to determine whether 8 weeks of treadmill exercise could alleviate hippocampus-dependent memory impairment in high-fat diet-induced obese mice and investigate the potential mechanisms involved. MethodsA total of sixty 6-week-old male C57BL/6 mice, weighing between 20-30 g, were randomly assigned to 3 distinct groups, each consisting of 20 mice. The groups were designated as follows: control (CON), high-fat diet (HFD), and high-fat diet with exercise (HFD-Ex). Prior to the initiation of the treadmill exercise protocol, the HFD and HFD-Ex groups were fed a high-fat diet (60% fat by kcal) for 20 weeks. The mice in the HFD-Ex group underwent treadmill exercise at a speed of 8 m/min for the first 10 min, followed by 12 m/min for the subsequent 50 min, totally 60 min of exercise at a 0° slope, 5 d per week, for 8 weeks. We employed Y-maze and novel object recognition tests to assess hippocampus-dependent memory and utilized immunofluorescence, Western blot, Golgi staining, and ELISA to analyze axon length, dendritic complexity, number of spines, the expression of c-fos, doublecortin (DCX), postsynaptic density-95 (PSD95), synaptophysin (Syn), interleukin-1β (IL-1β), and the number of major histocompatibility complex II (MHC-II) positive cells. ResultsMice with HFD-induced obesity exhibit hippocampus-dependent memory impairment, and treadmill exercise can prevent memory decline in these mice. The expression of DCX was significantly decreased in the HFD-induced obese mice compared to the control group (P<0.001). Treadmill exercise increased the expression of c-fos (P<0.001) and DCX (P=0.001) in the hippocampus of the HFD-induced obese mice. The axon length (P<0.001), dendritic complexity (P<0.001), the number of spines (P<0.001) and the expression of PSD95 (P<0.001) in the hippocampus were significantly decreased in the HFD-induced obese mice compared to the control group. Treadmill exercise increased the axon length (P=0.002), dendritic complexity(P<0.001), the number of spines (P<0.001) and the expression of PSD95 (P=0.001) of the hippocampus in the HFD-induced obese mice. Our study found a significant increase in MHC-II positive cells (P<0.001) and the concentration of IL-1β (P<0.001) in the hippocampus of HFD-induced obese mice compared to the control group. Treadmill exercise was found to reduce the number of MHC-II positive cells (P<0.001) and the concentration of IL-1β (P<0.001) in the hippocampus of obese mice induced by a HFD. ConclusionTreadmill exercise led to enhanced neurogenesis and neuroplasticity by increasing the axon length, dendritic complexity, dendritic spine numbers, and the expression of PSD95 and DCX, decreasing the number of MHC-II positive cells and neuroinflammation in HFD-induced obese mice. Therefore, we speculate that exercise may serve as a non-pharmacologic method that protects against HFD-induced hippocampus-dependent memory dysfunction by enhancing neuroplasticity and neurogenesis in the hippocampus of obese mice.
9.Evaluation of Hemolytic Performance of Cellulose Hemostatic Products
Qing-qing HOU ; Qin-lian JIAO ; Chun-xia QIAO ; Zi-ye WANG ; Xiao-yan WANG ; Wen-qian MA ; Zeng-xiang LIU ; Xiao-xia SUN
Progress in Modern Biomedicine 2025;25(9):1488-1495
Objective:To compare the differences in the evaluation of hemolysis performance of cellulose hemostatic materials using different detection methods and test media,and to explore a m ore reasonable testing plan for such products.Methods:Hemolysis tests were conducted on cellulose hemostatic materials using the absorbance measurement hemolysis method and hemoglobin concentration measurement hemolysis method in accordance with YY/T 1651.1-2019 standard.We compared the changes in hemolysis rate,pH value,and osmotic pressure under different experimental media.Results:Under the same experimental method,compared to SC,the hemolysis results using PBS as the extraction medium are smaller,and the changes in pH and osmotic pressure are closer to the normal range of human body changes.Conclusions:The changes in pH and osmotic pressure may be one of the reasons for the high hemolysis rate of cellulose hemostatic materials.Choosing PBS with buffering effect as the leaching medium may be more suitable for evaluating the hemolysis performance of cellulose hemostatic materials.
10.Evaluation of Hemolytic Performance of Cellulose Hemostatic Products
Qing-qing HOU ; Qin-lian JIAO ; Chun-xia QIAO ; Zi-ye WANG ; Xiao-yan WANG ; Wen-qian MA ; Zeng-xiang LIU ; Xiao-xia SUN
Progress in Modern Biomedicine 2025;25(9):1488-1495
Objective:To compare the differences in the evaluation of hemolysis performance of cellulose hemostatic materials using different detection methods and test media,and to explore a m ore reasonable testing plan for such products.Methods:Hemolysis tests were conducted on cellulose hemostatic materials using the absorbance measurement hemolysis method and hemoglobin concentration measurement hemolysis method in accordance with YY/T 1651.1-2019 standard.We compared the changes in hemolysis rate,pH value,and osmotic pressure under different experimental media.Results:Under the same experimental method,compared to SC,the hemolysis results using PBS as the extraction medium are smaller,and the changes in pH and osmotic pressure are closer to the normal range of human body changes.Conclusions:The changes in pH and osmotic pressure may be one of the reasons for the high hemolysis rate of cellulose hemostatic materials.Choosing PBS with buffering effect as the leaching medium may be more suitable for evaluating the hemolysis performance of cellulose hemostatic materials.

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