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.Interaction between neuron-glial cell gap junction and neural circuit
Hong-Bin WANG ; Jiao YAO ; Hui-Qin WANG ; Zhi-Feng TIAN ; Qi-Di AI ; Mei-Yu LIN ; Yan-Tao YANG ; Song-Wei YANG ; Nai-Hong CHEN
Chinese Pharmacological Bulletin 2024;40(7):1210-1214
Gap junction(GJ),also known as gap junction,is widely found between neurons and glial cells,and can connect neighboring cells and mediate the transmission of electrical sig-nals between neighboring cells.The GJ channel,which exists between neurons and mediates intercellular electrical signaling,is also known as an electrical synapse.Connexins(Cxs)are the molecular basis of GJ,and are expressed to different degrees in different neurons and glial cells.The presence of GJ mediates different functions among neurons and glial cells,which further influences the establishment of various mature neural circuits,re-flecting the importance of GJ in the maintenance of neural cir-cuits.This review summarizes the relationship between GJ and neural circuits in relation to the effects of GJ and different Cxs on neurons and glial cells,providing new research ideas for the treatment of neuropsychiatric disorders.
3.Ultra-fast track anesthesia management for transcatheter mitral valve edge-to-edge repair
Zhi-Yao ZOU ; Da ZHU ; Yi-Ming CHEN ; Shou-Zheng WANG ; Jian-Bin GAO ; Jing DONG ; Xiang-Bin PAN ; Ke YANG
Chinese Journal of Interventional Cardiology 2024;32(5):250-256
Objective To retrospectively analyze the ultra-fast track anesthesia(UFTA)methods and perioperative anesthesia management experiences of transcatheter mitral valve edge-to-edge repair(TEER)in the treatment of functional mitral regurgitant.Methods In this retrospective study,patients underwent the TEER procedure and received UFTA in Fuwai Yunnan Hospital,from May 2022 to September 2022 for heart failure combined with moderate to severe or severe functional mitral regurgitant were included.Baseline,preoperative complications,cardial function and anesthesia classification,amino-terminal probrain natriuretic peptide(NT-proBNP),ultrasound examination results,surgery time,extubation time,intraoperative anesthetic and vasoactive drug,complications related to TEER and UFTA,perioperative,and postoperative 30-day and one-year follow-up data were collected.All perioperative clinical data were recorded and analyzed.Results A total of 30 patients were enrolled,11 patients(36.7%)were female,mean age was(63.6±6.1)years,NYHA classification IV 14 patients(46.7%),left ventricular ejection fraction(LVEF)(36.0±8.1)%,the end-diastolic volume of the left ventricle(66.0±8.2)mm,mitral regurgitation 4+14 patients(56.7%),3+17 patients(43.3%),NT-proBNP(1 934.1±1 973.5)pg/ml,1 patient(3.3%)used high-dose vasoactive drugs during surgery.All patients did not experience nausea,vomiting,delirium,respiratory depression,perioperative transesophageal echocardiography-related gastrointestinal bleeding,pericardial effusion,cerebrovascular accidents,emergency surgery or secondary intervention,or other serious adverse events within 24 hours after surgery.No 30-day all-cause death occurred;the mean postoperative hospital stay was(7.4±2.8)days.All patients completed one-year follow-up,LVEF(37.6±11.1)%,the end-diastolic volume of the left ventricle(63.2±8.6)mm,mitral regurgitation 2+7 patients(23.3%),1+23 patients(76.7%),NT-proBNP(1 949.2±2 576.6)pg/ml.Conclusions Ultra-fast track anesthesia can be safely applied to TEER in treating functional mitral regurgitant patients.
4.Efficacy and Safety of Ixazomib Combined with Thalidomide and Dexamethasone in Treatment of Multiple Myeloma
Xiang-Mei YAO ; Zhi-Xiang LU ; Jian-Hua RAO ; Xiao-Li GAO ; Qi WANG ; Hai-Tao HE
Journal of Experimental Hematology 2024;32(5):1450-1454
Objective:To investigate the efficacy and safety of ixazomib combined with thalidomide and dexamethasone in the treatment of multiple myeloma(MM).Methods:The clinical data of 60 MM patients admitted to our center from January 2019 to June 2022 were analyzed retrospectively,including 43 newly diagnosed patients and 17 patients with recurrence and progression.All patients were treated with ixazomib combined with thalidomide and dexamethasone,and completed 2 to 7 treatment cycles.Results:The overall response rate(ORR)of all patients was 98.3%.Among them,53 patients completed 4 treatment cycles,and the ORR was 86.8%.Seventeen patients completed the whole treatment cycle,with curative effect reaching 88.2%achieving very good partial response and above,and 52.9%achieving complete response and above.Albumin and β2-microglobulin of all patients had been improved rapidly after treatment.The deadline was August 31,2022.The median follow-up time was 14(3-24)months,and overall survival(OS)rate was 86.67%.The OS rate of patients with recurrence and progression was significantly lower than that of newly diagnosed patients(P<0.05).The most common adverse reaction of hematology was lymphopenia(53.3%),followed by anemia(33.3%).The most common non-hematological adverse reaction was fatigue(68.33%),followed by peripheral neuropathy(31.67%).Conclusion:Ixazomib combined with thalidomide and dexamethasone is effective in the treatment of MM,with good short-term efficacy,survival and safety.However,its long-term efficacy needs further observation.
5.Clinical analysis of indocyanine green fluorescence laparo-scopic lateral lymph node dissection in middle and low rec-tal cancer
Yang YANG ; Xin-Chen WANG ; Yuan-Yao ZHANG ; Zhi-Wei LIU ; Si-Yuan WANG ; Dong WEI
Chinese Journal of Current Advances in General Surgery 2024;27(5):377-381
Objective:To investigate the application value of indocyanine green fluorescence laparoscopic lateral lymph node dissection(LLND)in the treatment of middle and low rectal can-cer.Methods:Clinical data of 76 patients with middle and low rectal cancer who underwent surgi-cal treatment from February 2018 to June 2020 were retrospectively analyzed,including 42 patients in the TME group who underwent laparoscopic total mesorectal resection and 34 patients in the TME+LLND group who underwent laparoscopic TME combined with indocyanine green fluores-cence LLND.Results:The operation time of TME+LLND group was longer than that of TME group(P<0.001).Compared with TME group,the total number of lymph nodes dissected in TME+LLND group was higher(P<0.05).In the TME+LLND group,7 cases(20.59%)reported lateral lymph node metastasis.After 3 years of follow-up,the local recurrence rate was 2.94%in TME+LLND group and 19.05%in TME group(P<0.05).The distant metastasis rate was 14.71%in the TME+LLND group and 9.52%in the TME group(P>0.05).Conclusion:Indocyanine green fluorescence laparoscopic LLND can reduce the local recurrence rate and does not increase postoperative com-plications,so it is safe,effective and feasible in the treatment of middle and low rectal cancer.
6.Pulsed thulium laser combined with pulsed thulium laser injection for the treatment of failed urethral anastomosis
Jian LI ; Da-Chao ZHENG ; Hai-Jun YAO ; Jin HUANG ; Zhong-Lin CAI ; Zhi-Kang CAI ; Yan-Ting SHEN ; Zhong WANG
National Journal of Andrology 2024;30(5):419-423
Objective:To investigate the clinical effect of pulsed thulium laser(PTL)combined with triamcinolone acetonide injection in the treatment of failed posterior urethral anastomosis(FPUA).Methods:This retrospective study included 35 male pa-tients treated in Gongli Hospital for failed posterior urethral anastomosis from January 2018 to December 2023.All the patients under-went direct-vision internal urethrotomy(DVIU)with transurethral PTL(the PTL group,n=15)or transurethral plasma(the TUP group,n=20),and all received intralesional injection of triamcinolone acetonide.We followed up the patients for a median of 21 months,recorded the age,length of urethral stricture,operation time,pre-and post-operative maximum urinary flow rate(Qmax),postoperative complications and recurrence of urethral stricture,and compared the data obtained between the two groups.Results:All the patients smoothly completed the treatment procedures.No statistically significant differences were observed in the age,length of urethral stricture,operation time and postoperative complications between the two groups(P>0.05).The median follow-up time for the thulium laser group and plasma group was 21.0 months(IQR 16.0-24.0)and 21.0 months(IQR 17.0-25.0),respectively,with a statistically significant difference observed in the maximum urine flow rate before and after surgery at the 12-month mark(P<0.01).No significant disparity was found in terms of relapse-free survival between the two groups(P=0.398)Conclusion:Pulsed thulium laser combined with triamcinolone acetonide injection can effectively maintain a short-term cicatricial stability of the ure-thral stricture and satisfactory urethral patency,obviously superior to plasmotomy as a remedial treatment of urethral stricture after failed posterior urethral anastomosis.
7.The effects of pulsed electromagnetic irradiation on neuropeptide Y regulation, the apoptosis of nucleus pulposus cells and degradation of the extracellular matrix in rats with intervertebral disc degeneration
Zhengkun WANG ; Zhi YAO ; Mengcheng WEI ; Shishuang ZHANG ; Junlong ZHOU ; Qingbo LI ; Lei CAI ; Chuankun ZHOU ; Bowen KOU ; Weijun LIU
Chinese Journal of Physical Medicine and Rehabilitation 2024;46(7):601-607
Objective:To document any effect of a pulsed electromagnetic field (PEMF) on the regulation of neuropeptide Y (NPY) in nucleus pulposus (NP) tissue, NP cell apoptosis and matrix degradation using rats with intervertebral disc degeneration (IDD).Methods:Eighteen Sprague-Dawley rats were randomly divided into a control group, an IDD model group (the model group), and a PEMF group. IDD was induced in both the model and PEMF groups. Right after the modeling, the PEMF group received 14 days of PEMF treatment, while the control group and model group were given no special treatment. Meanwhile, the primary rat nucleus pulposus cells (NPCs) were cultured using Dulbecco′s Modified Eagle Medium at 37℃ and 5% CO 2. When the fusion rate reached 90% after passage, the NPCs were divided into a control group, a TNF-α model group (referred to as model group) and TNF-α + PEMF group (referred to as PEMF group) and treated accordingly. Eight weeks after the modeling, safranin-o/fast green staining was used to assess any pathological morphology changes. The expression of NPY, neuropeptide Y receptor Y2 (NPY2R), bcl-2-associated X protein (Bax), B-cell lymphoma 2 (Bcl-2), collagen type II (Col-II) and matrix metalloproteinase-3 (MMP3) in the intervertebral disc and the cultivated nucleus pulposus cells of the 3 groups were determined. Results:The intervertebral disc cells in the model group were ruptured and folded, with significantly increased polysaccharide and protein components, and significantly increased bone fibers. In the PEMF group the cell boundaries were clearer, with less fibrin fracture and increased cartilage tissue. NPY was expressed in the fibrous annulus and the nucleus pulposus of the intervertebral disc in the model group. The average expression levels of NPY and NPY2R were significantly higher than in the control group and the model group. Compared with the control group, there was a significant increase in the level of Bax and a significant decrease in the expression of Bcl-2 in the model group, and there was a significant decrease in the level of Bax in the PEMF group. Compared with the control group, there was a significant decrease in the Col-II level but a significant increase in the MMP3 protein expression in the model group. The average Col-II mRNA expression was significantly higher in the PEMF group compared with the model group, but the average MMP3 protein expression was significantly less. Those results are consistent with observations in vivo.Conclusion:PEMF may reverse the imbalance of ECM metabolism and delay IDD degeneration by up-regulating the expression of NPY and Bcl-2, as well as blocking the Bax/Bcl-2 signaling pathway to inhibit apoptosis of nucleus pulposus cells.
8.A phase I dose-finding trial of hyperthermic intraperitoneal docetaxel combined with cisplatin in patients with advanced-stage ovarian cancer
Zhi-yao YOU ; Miao-fang WU ; Hui LI ; Yan-fang YE ; Li-juan WANG ; Zhong-qiu LIN ; Jing LI
Journal of Gynecologic Oncology 2024;35(1):e1-
Objective:
To identify the maximum tolerated dose (MTD) of docetaxel combined with a fixed dose of cisplatin (75 mg/m 2 ) delivered as hyperthermic intraperitoneal chemotherapy (HIPEC) in patients with ovarian cancer.
Methods:
In this phase I trial, a time-to-event Bayesian optimal interval design was used.Docetaxel was given at a starting dose of 60 mg/m2 and was increased in 5 mg/m2 increments until the MTD was determined or the maximum dose level of 75 mg/m2 was reached. The doselimiting toxicity (DLT) rate was set at 25%, with a total sample size of 30 patients. HIPEC was delivered immediately following debulking surgery at a target temperature of 43°C for 90 minutes.
Results:
From August 2022 to November 2022, 30 patients were enrolled. Among the patients who received a dose of docetaxel ≤65 mg/m2 , no DLT was reported. DLTs were observed in one patient who received 70 mg/m2 docetaxel (grade 3 anaemia) and in three patients who received 75 mg/m2 docetaxel (one case of grade 3 anaemia, one case of grade 3 hepatic impairment and one case of grade 4 thrombocytopenia). Patients treated with docetaxel 75 mg/m2 in combination with cisplatin 75 mg/m2 had an estimated DLT rate of 25%, which was the closest to the target DLT rate and was therefore chosen as the MTD.
Conclusion
Docetaxel, in combination with a fixed dose of cisplatin (75 mg/m2), can be used safely at intraperitoneal doses of 75 mg/m2 in ovarian cancer patients who received HIPEC (43°C, 90 minutes) following debulking surgery.
9.Response strategies for emerging highly pathogenic respiratory infectious diseases in mega-cities:a study based on transmission dynamics model
Jia-Yao LUO ; Zhi-Qun LEI ; Xiao-Long YAN ; Qiu-Yue WANG ; Rui WANG ; Hong-Wei JIANG ; Sheng WEI
Chinese Journal of Infection Control 2024;23(10):1264-1270
Objective To explore the effectiveness of different intervention strategies in response to outbreaks of emerging highly pathogenic respiratory infectious diseases(RIDs)in mega-city in China,and provide decision-ma-king basis for effective response to emerging RIDs.Methods A susceptible-exposed-infectious-recovered(SEIR)transmission dynamics model was constructed,referencing to and combining the pathogenicity and infectivity para-meters of previous emerging RIDs.The outbreak of emerging highly pathogenic RIDs with low,moderate,and high infectivity in a mega-city with a population of 10 million in China was simulated,the development of the epidemic within 100 days after implementing different combinations of non-pharmaceutical interventions(NPIs)in response to the outbreak was compared.Results When highly pathogenic RIDs outbreak occurred,and if its infectivity was low(R0 was about 1.5),it was unnecessary to adopt strict NPIs to control epidemic.If its infectivity was moderate(R0 was about 6),different intensities of NPIs were needed based on its existing infection scale.When the initial num-ber of infected cases was 50,moderate-intensity NPIs could keep the infection and death at a low level within 100 days,and the required bed number in hospital for cases could be kept below the national average reserve level.But when the scale of infection exceeded 100 cases,high-intensity NPIs were needed to control the development of the epidemic.In the case of extremely strong infectivity(R0 was about 10),regardless of the scale of infection,only immediate high-intensity NPIs could control the epidemic,infection and death scale.Conclusion In case of out-breaks of highly pathogenic RIDs,adopting appropriate NPIs as early as possible based on their epidemiological characteristics and infection scale is necessary to minimize the harm to the population.
10.Effects of Wuhu Decoction on Autophagy and the Expressions of IL-8,IL-23 and muc5ac of Asthma Mice Induced by Exosomes of RSV Infected Cells
Jinglei LIU ; Mengqing WANG ; Yinhe LUO ; Bing YAO ; Zhi ZHOU ; Xiao MA ; Yi DING
Chinese Journal of Information on Traditional Chinese Medicine 2024;31(7):69-76
Objective To observe the effects of Wuhu Decoction on autophagy and the expressions of IL-8,IL-23 and muc5ac in lung tissue of asthmatic mice induced by exosomes of bone marrow mesenchymal stem cells infected by RSV(BMSCs-Exo-RSV);To explore its mechanism in the treatment of asthma.Methods Totally 40 male SPF C57 mice were randomly divided into blank group,model group,Wuhu Decoction group and ribavirin group,with 10 mice in each group.The blank group was given PBS nasal drops,and the other groups were given BMSCs-Exo-RSV nasal drops once every other day for 7 times.24 hours after the end of modeling,Wuhu Decoction group was given Wuhu Decoction,and ribavirin group was given ribavirin solution,the blank group and model group were given distilled water,once a day,for consecutive 7 d.The general behavior of mice was observed,the peak expiratory flow(PEF)and forced vital capacity(FVC)were detected,HE and Masson staining were used to observe the inflammatory infiltration and collagen deposition in the lung tissue,RT-qPCR was used to detect the expressions of LC3A/B,beclin-1,p62,IL-8,IL-23 and muc5ac mRNA in lung tissue,Western blot was used to detect the expressions of LC3B,beclin-1 and p62 proteins in lung tissue,immunohistochemstry was used to detect the expression of IL-8,IL-23,muc5ac proteins in lung tissue.Results Compared with the blank group,the body mass of mice in the model group decreased,and showed behavioral changes such as shortness of breath,nodding wheezing,lifting of upper limbs,shrugging,vertical hair,scratching nose,etc.,the PEF and FVC were decreased(P<0.01),inflammatory infiltration and collagen deposition in lung tissue increased,the expressions of LC3A/B,beclin-1,IL-8,IL-23 and muc5ac mRNA in lung tissue increased,the expression of p62 mRNA decreased(P<0.01),while the expression of LC3BⅡ,beclin-1,IL-8,IL-23 and muc5ac proteins and the ratio of LC3BⅡ/Ⅰ increased(P<0.01),while the expression of LC3BⅠand p62 protein decreased(P<0.01).Compared with the model group,the symptoms of Wuhu Decoction group and ribavirin group were improved,the PEF and FVC were increased(P<0.01,P<0.05),the inflammatory infiltration and collagen deposition in lung tissue were reduced,the expression of LC3A/B,beclin-1,IL-8,IL-23 and muc5ac mRNA in lung tissue decreased(P<0.01),the expression of p62 mRNA increased(P<0.01),the expressions of LC3BⅡ,beclin-1,IL-8,IL-23 and muc5ac protein and the ratio of LC3BⅡ/Ⅰ decreased(P<0.05,P<0.01),while the expressions of LC3BⅠ and p62 protein increased(P<0.01).Conclusion BMSCs-Exo-RSV can promote autophagy and the expressions of IL-8,IL-23 and muc5ac in lung tissue of mice to induce asthma changes.Wuhu Decoction has therapeutic effect on asthmatic mice by inhibiting autophagy and reducing the expressions of IL-8,IL-23 and muc5ac.

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