1.Research on BP Neural Network Method for Identifying Cell Suspension Concentration Based on GHz Electrochemical Impedance Spectroscopy
An ZHANG ; A-Long TAO ; Qi-Hang RAN ; Xia-Yi LIU ; Zhi-Long WANG ; Bo SUN ; Jia-Feng YAO ; Tong ZHAO
Progress in Biochemistry and Biophysics 2025;52(5):1302-1312
ObjectiveThe rapid advancement of bioanalytical technologies has heightened the demand for high-throughput, label-free, and real-time cellular analysis. Electrochemical impedance spectroscopy (EIS) operating in the GHz frequency range (GHz-EIS) has emerged as a promising tool for characterizing cell suspensions due to its ability to rapidly and non-invasively capture the dielectric properties of cells and their microenvironment. Although GHz-EIS enables rapid and label-free detection of cell suspensions, significant challenges remain in interpreting GHz impedance data for complex samples, limiting the broader application of this technique in cellular research. To address these challenges, this study presents a novel method that integrates GHz-EIS with deep learning algorithms, aiming to improve the precision of cell suspension concentration identification and quantification. This method provides a more efficient and accurate solution for the analysis of GHz impedance data. MethodsThe proposed method comprises two key components: dielectric property dataset construction and backpropagation (BP) neural network modeling. Yeast cell suspensions at varying concentrations were prepared and separately introduced into a coaxial sensor for impedance measurement. The dielectric properties of these suspensions were extracted using a GHz-EIS dielectric property extraction method applied to the measured impedance data. A dielectric properties dataset incorporating concentration labels was subsequently established and divided into training and testing subsets. A BP neural network model employing specific activation functions (ReLU and Leaky ReLU) was then designed. The model was trained and tested using the constructed dataset, and optimal model parameters were obtained through this process. This BP neural network enables automated extraction and analytical processing of dielectric properties, facilitating precise recognition of cell suspension concentrations through data-driven training. ResultsThrough comparative analysis with conventional centrifugal methods, the recognized concentration values of cell suspensions showed high consistency, with relative errors consistently below 5%. Notably, high-concentration samples exhibited even smaller deviations, further validating the precision and reliability of the proposed methodology. To benchmark the recognition performance against different algorithms, two typical approaches—support vector machines (SVM) and K-nearest neighbor (KNN)—were selected for comparison. The proposed method demonstrated superior performance in quantifying cell concentrations. Specifically, the BP neural network achieved a mean absolute percentage error (MAPE) of 2.06% and an R² value of 0.997 across the entire concentration range, demonstrating both high predictive accuracy and excellent model fit. ConclusionThis study demonstrates that the proposed method enables accurate and rapid determination of unknown sample concentrations. By combining GHz-EIS with BP neural network algorithms, efficient identification of cell concentrations is achieved, laying the foundation for the development of a convenient online cell analysis platform and showing significant application prospects. Compared to typical recognition approaches, the proposed method exhibits superior capabilities in recognizing cell suspension concentrations. Furthermore, this methodology not only accelerates research in cell biology and precision medicine but also paves the way for future EIS biosensors capable of intelligent, adaptive analysis in dynamic biological research.
2.Role and mechanism of T helper 17 cells/regulatory T cells immune balance regulated by the TGF-β1/Smad signaling pathway mediated in nonalcoholic steatohepatitis
Qian WANG ; Kaiyang LI ; Mei YANG ; Hang ZHANG ; Shengjin ZHU ; Qi ZHAO ; Jing HUANG
Journal of Clinical Hepatology 2025;41(5):942-947
Nonalcoholic steatohepatitis (NASH) is a chronic metabolic disease characterized by hepatocyte fatty degeneration and ballooning degeneration, and it plays an important role in the progression of hepatic steatosis. Recent studies have shown that immune homeostasis imbalance between T helper 17 (Th17) and regulatory T (Treg) cells are closely associated with the pathological process of NASH. Transforming growth factor-β1 (TGF-β1) is a key cytokine for regulating the differentiation and proliferation of Th17/Treg cells, and TGF-β1 binds to its receptor and activates the Smad signaling pathway, thereby regulating the immune balance of Th17/Treg cells and the expression of inflammatory factors and participating in the repair of liver inflammation. This article systematically reviews the molecular mechanism of the TGF-β1/Smad signaling pathway in affecting NASH by regulating the immune balance of Th17/Treg cells, in order to provide a theoretical basis for the research on the pathogenesis of NASH and related treatment strategies.
3.The effect of living arrangement on self-reportecd quality of life in elderly:An analysis based on the perspective of"status-change"
Chinese Journal of Health Policy 2024;17(5):72-79
Based on the panel data of four waves of the Chinese Longitudinal Healthy Longevity Survey from 2008 to 2018,the paper analyzed the influence of different living arrangements status and their changes on the self-reported quality of life in elderly by using the time-fixed effect model.The study found that compared to the elderly living alone,those living with others report higher living quality,while among the different living situation,the elderly living only with their children report their living quality the highest.Living arrangement change also affect the self-reported quality of life in elderly.Compared with the elderly who always live with others,the elderly who always live alone and live with others before living alone are generally lower in their self-rated living quality,but living alone before living with others does not have a significant impact on their self-reported quality of life.Therefore,in order to further improve the overall living quality of the elderly,the paper argues that we should focus on strengthening the life care of the empty-nester elderly and the elderly living alone,and we should also strive to create comfortable and stable living conditions for the elderly.
4.Does medical insurance cause moral hazard:Take medical insurance for urban and rural residents as an example
Chinese Journal of Health Policy 2024;17(10):9-16
This study utilizes balanced panel data from five waves of the Chinese Longitudinal Healthy Longevity Survey(CLHLS)spanning 2005 to 2018 to analyze the impact of urban and rural resident medical insurance participation on moral hazard among older adults.The research findings are as follows:Firstly,participation in urban and rural resident medical insurance does not increase ex-ante moral hazard,such as unhealthy behaviors among older adults.However,it does result in ex-post moral hazard,indicated by a rise in medical expenditures.Secondly,younger seniors and those with deteriorating health conditions are more likely to experience increased medical expenses as an ex-post moral hazard after enrolling in the insurance.Lastly,compared to basic medical insurance for urban residents,older adults are more likely to experience increased medical expenses as an ex-post moral hazard after enrolling in the New Rural Cooperative Medical Scheme,primarily due to a rise in outpatient expenses.First,A comprehensive understanding of the multi-dimensional attributes of public healthcare policy evaluation is needed;Second,We should innovate the development concept of the basic medical insurance system for urban and rural residents.
5.Survey on the current situation of human resources and basic configuration of the intensive care medicine in Xinjiang Production and Construction Corps from 2019 to 2021
Xueting LI ; Qi ZHANG ; Mengting QIN ; Ling HUANG ; Hang XU ; Shan REN
Chinese Critical Care Medicine 2024;36(11):1203-1208
Objective:To comprehensively understand the basic situation of critical care medicine in Xinjiang Production and Construction Corps in order to promote the standardization, specialization, and systematization of quality control in critical care medicine.Methods:A survey was conducted from January 1, 2019, to December 31, 2021, using a questionnaire to investigate the human resources and basic allocation of comprehensive intensive care medicine departments in Xinjiang Production and Construction Corps division level hospitals and surrounding second-class hospitals. The survey content includes: basic situation of medical units, intensive care unit (ICU) basic information, ICU personnel situation, ICU equipment configuration situation, ICU performance situation, etc. The survey questionnaire was distributed in March 2022, with dedicated ICU attending physicians or above designated by each ICU as the contact person for the survey.Results:Sixteen questionnaires were distributed and returned, all of which were included from 16 comprehensive intensive care medicine departments in the Corps and surrounding areas, including 5 second class first class hospitals and 11 third class first class hospitals. There were 196 beds in 16 ICU units, and the ICU bed ratio (1.99% overall, 1.77% in third class first class hospitals) was lower than the 2%-8% stipulated in the Guidelines for the Construction and Management of Critical Care Medicine (Trial) issued by the National Health Commission. Only ICU beds in second class first class hospitals accounted for 2.65%, meeting this standard. The comprehensive ICU doctor-bed ratio in 16 hospitals was 0.55∶1, third class first class hospitals was 0.60∶1, and second class first class hospitals was 0.44∶1, compared with 0.8∶1 stipulated in the ministerial guidelines, there was a certain gap. Among the 108 doctors in 16 ICUs, only four have a master's degree or above. Associate senior and above professional and technical titles accounted for 27.78%, less than one third. Among the 334 nursing staff, there were no personnel with a master's degree or above, and only 10 personnel with associate senior or above professional and technical titles. From 2019 to 2021, there was 1 new master's degree personnel, 2 new senior professional and technical personnel, and 12 deputy senior professional and technical personnel. It indicating that the proportion of highly educated and experienced physicians and nurses were lower, team building lags behind, talent introduction were lower, and highly educated talents were scarce. The statistical analysis results of the absolute growth of core technology showed that the growth of core technology was slow, the progressiveness was insufficient, and the professional technical ability was insufficient. Conclusions:The construction of critical care majors and talent echelons in the Xinjiang Production and Construction Corps region is lagging behind, the overall professional level of the discipline is not high, and there is a lack of specialized personnel. Further improvement is needed in talent cultivation, technical development and training, medical quality management, and other aspects to ensure medical quality and safety.
6.Clinical features of hereditary leiomyomatosis and renal cell carcinoma syndrome-associated renal cell carcinoma: a multi-center real-world retrospective study
Yunze XU ; Wen KONG ; Ming CAO ; Guangxi SUN ; Jinge ZHAO ; Songyang LIU ; Zhiling ZHANG ; Liru HE ; Xiaoqun YANG ; Haizhou ZHANG ; Lieyu XU ; Yanfei YU ; Hang WANG ; Honggang QI ; Tianyuan XU ; Bo YANG ; Yichu YUAN ; Dongning CHEN ; Dengqiang LIN ; Fangjian ZHOU ; Qiang WEI ; Wei XUE ; Xin MA ; Pei DONG ; Hao ZENG ; Jin ZHANG
Chinese Journal of Urology 2024;45(3):161-167
Objective:To investigate the clinical features and therapeutic efficacy of patients with hereditary leiomyomatosis and renal cell carcinoma(RCC) syndrome-associated RCC (HLRCC-RCC) in China.Methods:The clinical data of 119 HLRCC-RCC patients with fumarate hydratase (FH) germline mutation confirmed by genetic diagnosis from 15 medical centers nationwide from January 2008 to December 2021 were retrospectively analyzed. Among them, 73 were male and 46 were female. The median age was 38(13, 74) years. The median tumor diameter was 6.5 (1.0, 20.5) cm. There were 38 cases (31.9%) in stage Ⅰ-Ⅱand 81 cases (68.1%) in stage Ⅲ-Ⅳ. In this group, only 11 of 119 HLRCC-RCC patients presented with skin smooth muscle tumors, and 44 of 46 female HLRCC-RCC patients had a history of uterine fibroids. The pathological characteristics, treatment methods, prognosis and survival of the patients were summarized.Results:A total of 86 patients underwent surgical treatment, including 70 cases of radical nephrectomy, 5 cases of partial nephrectomy, and 11 cases of reductive nephrectomy. The other 33 patients with newly diagnosed metastasis underwent renal puncture biopsy. The results of genetic testing showed that 94 patients had FH gene point mutation, 18 had FH gene insertion/deletion mutation, 4 had FH gene splicing mutation, 2 had FH gene large fragment deletion and 1 had FH gene copy number mutation. Immunohistochemical staining showed strong 2-succinocysteine (2-SC) positive and FH negative in 113 patients. A total of 102 patients received systematic treatment, including 44 newly diagnosed patients with metastasis and 58 patients with postoperative metastasis. Among them, 33 patients were treated with tyrosine kinase inhibitor (TKI) combined with immune checkpoint inhibitor (ICI), 8 patients were treated with bevacizumab combined with erlotinib, and 61 patients were treated with TKI monotherapy. Survival analysis showed that the median progression-free survival (PFS) of TKI combined with ICI was 18 (5, 38) months, and the median overall survival (OS) was not reached. The median PFS and OS were 12 (5, 14) months and 30 (10, 32) months in the bevacizumab combined with erlotinib treatment group, respectively. The median PFS and OS were 10 (3, 64) months and 44 (10, 74) months in the TKI monotherapy group, respectively. PFS ( P=0.009) and OS ( P=0.006) in TKI combined with ICI group were better than those in bevacizumab combined with erlotinib group. The median PFS ( P=0.003) and median OS ( P=0.028) in TKI combined with ICI group were better than those in TKI monotherapy group. Conclusions:HLRCC-RCC is rare but has a high degree of malignancy, poor prognosis and familial genetic characteristics. Immunohistochemical staining with strong positive 2-SC and negative FH can provide an important basis for clinical diagnosis. Genetic detection of FH gene germ line mutation can confirm the diagnosis. The preliminary study results confirmed that TKI combined with ICI had a good clinical effect, but it needs to be confirmed by the results of a large sample multi-center randomized controlled clinical study.
7.Dosimetric effect of calculation grid size on stereotactic body radiation therapy of lung cancer in helical tomotherapy planning system
Xia-Yu HANG ; Wan-Rong JIANG ; Yi-Kun LI ; Jun HU ; Yan ZHANG ; Ruo-Qi CAO ; Nan XU ; Lei WANG ; Jin-Da ZHOU ; Xiang-Dong SUN
Chinese Medical Equipment Journal 2024;45(2):52-57
Objective To investigate the dosimetric effects of different calculation grid size(CGS)in helical tomotherapy(HT)planning system on stereotactic body radiation therapy(SBRT)for non-small cell lung cancer(NSCLC).Methods Nine NSCLC patients receiving radiation therapy for the first time at some hospital from March 2019 to December 2022 were selected as the subjects.SBRT planning was carried out through the HT system with three different CGS plans(Fine,Normal,and Coarse)and the same pitch,modulation factor(MF)and optimization conditions,and the target area indexes of the three CGS plans were compared including conformity index(CI),homogeneity index(HI),dosimetric parameters of the organ at risk(OAR),point dose verification pass rate,treatment time,number of monitor units and Sinograms.SPSS 22.0 was used for statistical analysis.Results For target area HI,there weres significant differences between CGS Fine plan and Coarse plan and between CGS Normal plan and Coarse plan(P<0.05),while no statistical differences were found between CGS Fine plan and Normal plan(P>0.05).For target area CI,there were significant differences between CGS Fine plan and Coarse plan(P<0.05),while no statistical differences were found between CGS Fine plan and Normal plan and between CGS Normal plan and Coarse plan(P>0.05).For OAR dosimetric parameters,CGS Fine plan and Coarse plan had significant differences in heart Dmax and Dmean,esophageal Dmax and Dmean,V5,V20,V30 and Dmean of the whole lung and affected lung,V5 and Dmax of the affected lung and heart V10 and V30(P<0.05),CGS Normal plan and Coarse plan had obvious differences in esophageal Dmax(P<0.05),and the remained dosimetric parameters were not statistically significant(P>0.05).Fine,Normal and Coarse plans had the point dose verifica-tion pass rates being 0.96%,1.50%and 1.77%,respectively.In terms of treatment time and number of monitor units,there were significant differences between Fine plan and Coarse plan(P<0.05)while no statistical differences were found between Fine and Normal plans and between Normal and Coarse plans(P>0.05).Sinograms analyses showed Fine plan had evenly distributed segment color gradient,Coarse plan had areas of very dark and very light color gradients and Normal plan was somewhere in between.Conclusion Low CGS has to be used as much as possible to obtain accurate dose distribution during SBRT planning for NSCLC patients,which contributes to the execution of the radiation therapy plan and the prevention of ad-verse effects.[Chinese Medical Equipment Journal,2024,45(2):52-57]
8.Dosimetric effect of jaw widths on stereotactic body radiotherapy for hepatocellular carcinoma
Xia-Yu HANG ; Yi-Kun LI ; Jun HU ; Ruo-Qi CAO ; Yan ZHANG ; Nan XU ; Xian-Qiang SONG ; Xiang-Dong SUN
Chinese Medical Equipment Journal 2024;45(7):51-55
Objective To investigate the radiotherapy dose impacts of different jaw widths on stereotactic body radiotherapy(SBRT)for hepatocellular carcinoma(HCC)with the hilical tomotherapy(HT)planning system.Methods Totally 16 HCC patients who received radiotherapy at some hospital from March 2021 to August 2023 were selected,and the planning was carried out with the same pitch,modulation factors and optimization conditions and the jaw widths being 1.0,2.5 and 5.0 cm.The dosimetric differences due to the jaw widths in planned targets and organs at risk(OAR)were compared,and the planned treatment time,monitor unit,gantry rotations and gantry period were evaluated.SPSS 22.0 was used for statistical analysis.Results Better dosimetric parameters and lower doses to OARs could be got with lower jaw widths.The widened jaw widths resulted in reduced planned treatment time,decreased monitor units and gantry rotations,shortened gantry period while enhanced treatment efficiency.Conclusion A 2.5 cm jaw width for HT planning contributes to improving treatment efficiency during HCC SBRT under the premise of ensured target dose distribution and satisfactory dose to OAR for clinical require-ments.[Chinese Medical Equipment Journal,2024,45(7):51-55]
9.Structure-based development of potent and selective type-II kinase inhibitors of RIPK1.
Ying QIN ; Dekang LI ; Chunting QI ; Huaijiang XIANG ; Huyan MENG ; Jingli LIU ; Shaoqing ZHOU ; Xinyu GONG ; Ying LI ; Guifang XU ; Rui ZU ; Hang XIE ; Yechun XU ; Gang XU ; Zheng ZHANG ; Shi CHEN ; Lifeng PAN ; Ying LI ; Li TAN
Acta Pharmaceutica Sinica B 2024;14(1):319-334
Receptor-interacting serine/threonine-protein kinase 1 (RIPK1) functions as a key regulator in inflammation and cell death and is involved in mediating a variety of inflammatory or degenerative diseases. A number of allosteric RIPK1 inhibitors (RIPK1i) have been developed, and some of them have already advanced into clinical evaluation. Recently, selective RIPK1i that interact with both the allosteric pocket and the ATP-binding site of RIPK1 have started to emerge. Here, we report the rational development of a new series of type-II RIPK1i based on the rediscovery of a reported but mechanistically atypical RIPK3i. We also describe the structure-guided lead optimization of a potent, selective, and orally bioavailable RIPK1i, 62, which exhibits extraordinary efficacies in mouse models of acute or chronic inflammatory diseases. Collectively, 62 provides a useful tool for evaluating RIPK1 in animal disease models and a promising lead for further drug development.
10.Mechanism analysis of E7766 in the treatment of bladder cancer based on network pharmacology and bioinformatics
Tian-Tian QI ; Yu-Hang ZHANG ; Yi-Min CUI
The Chinese Journal of Clinical Pharmacology 2024;40(16):2409-2412
Objective This article aims to explore the target and mechanism of E7766 in the treatment of bladder cancer through network pharmacology and online biological analysis.Methods Relevant targets of E7766 and bladder cancer were obtained with the help of multiple drug and disease databases.The core target of E7766 in the treatment of bladder cancer was determined by using Cytoscape software.Perform gene ontology(GO)analysis and Kyoto encyclopedia of genes and genomes(KEGG)enrichment pathway analysis on the selected targets through the David database.The Gene Expression Profiling Interactive Analysis(GEPIA)database was used to analyze the expression of core targets in bladder cancer and their relationship with patient prognosis.Perform immune infiltration analysis on core target genes using the Tumor Immune Estimation Resource(TIMER)database.Results Obtained drug disease core gene targets:caspase-3(CASP3),matrix metalloproteinase-9(MMP9),mammalian target of rapamycin(mTOR),prostaglandin endoperoxide synthase 2(PTGS2)and mitogen activated protein kinase 1(MAPK1).KEGG enrichment analysis showed that multiple pathways such as apoptosis pathway and tumor necrosis factor(TNF)signaling pathway had therapeutic effects on bladder cancer.GEPIA database analysis showed that MMP9 was highly expressed in bladder cancer tissues,while PTGS2 was low(P<0.05);the expression level of MAPK1 is negatively correlated with prognosis,and the lower the expression of MAPK,the better the prognosis of patients(P<0.05).The TIMER tumor immune database has found that core targets are closely related to the infiltration levels of various immune cells,playing an important role in the infiltration of dendritic cells and CD8+T cells.Conclusion E7766 influences biological processes such as apoptosis and inflammation of bladder cancer cells through multiple targets such as CASP3,MMP9,mTOR,PTGS2,MAPK1 and multiple pathways such as apoptosis and TNF signaling pathway.

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