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.Visual feature extraction combining dissolution testing for the study of drug release behavior of gliclazide modified release tablets
Si-yu CHEN ; Ze-ya LI ; Ping LI ; Xin-qing ZHAO ; Tao GONG ; Li DENG ; Zhi-rong ZHANG
Acta Pharmaceutica Sinica 2025;60(1):225-231
Oral solid dosage forms require processes such as disintegration and dissolution to release the drug before it can be absorbed and utilized by the body. In this manuscript, imaging technology was used to continuously visualize and characterize the
3.Application of different doses of vancomycin bone cement in total knee arthroplasty
Zhen-Tao WEN ; Zhi-Guang ZHAO ; Ying ZHAO ; Cun-Ning WEN ; Qing-Shan FANG ; Man-Yi GE
Journal of Regional Anatomy and Operative Surgery 2024;33(6):501-504
Objective To study the effects of different doses of vancomycin bone cement on serum inflammatory factors and joint function in patients undergoing total knee arthroplasty.Methods A total of 128 patients who underwent total knee arthroplasty admitted to Handan First Hospital from August 2021 to January 2023 were selected as the study subjects.They were divided into group A(acrylic bone cement without vancomycin),group B(0.5 g vancomycin per 40 g acrylic bone cement),group C(1.0 g vancomycin per 40 g acrylic bone cement)and group D(2.0 g vancomycin per 40 g acrylic bone cement)by random number table method,with 32 patients in each group.High performance liquid chromatography was used to detect the concentration of vancomycin in drainage fluid at different time points after operation of patients in group B,group C,and group D.Immune scattering turbidimetry and Westergren method were used to detect the levels of serum C-reactive protein(CRP)and erythrocyte sedimentation rate(ESR)of patients in the four groups before operation,7 days and 6 months after operation.Hospital for special surgery knee score(HSS)was used to evaluate the knee joint function of patients in the four groups before operation and 6 months after operation.Results The concentration of vancomycin in drainage fluid of patients in group B,group C,and group D increased with the increase of dose(P<0.05),and decreased with the extension of time(P<0.05).The postoperative serum CRP and ESR levels in the four groups increasing first and then decreased with time(P<0.05).The levels of serum CRP and ESR 7 days and 6 months after operation of patients in group B,group C,and group D were significantly lower than those in group A(P<0.05).The levels of serum CRP and ESR 7 days and 6 months after operation of patients in group C and group D were significantly lower than those in group B(P<0.05),while there was no significant difference in serum CRP and ESR levels between group C and group D(P>0.05).The HSS scores 6 months after operation of patients in the four groups obviously improved(P<0.05);the HSS scores 6 months after operation of patients in group B,group C and group D were higher than those in group A(P<0.05);the HSS scores 6 months after operation of patients in group C and group D were obviously higher than those in group B(P<0.05),while there was no obvious difference in the HSS scores 6 months after operation between group C and group D(P>0.05).Conclusion The use of bone cement containing vancomycin can obviously reduce the levels of serum inflammatory factors CRP and ESR in patients undergoing total knee arthroplasty,prevent postoperative infection,and improve joint function of patients.The degree of action of different doses of vancomycin also varies,and it is recommended to use 1.0 g of vancomycin in clinical practice.
4.Role of Osteonectin in promoting osteogenic differentiation of bone marrow-derived mesenchymal stem cells in adolescent idiopathic scoliosis
Zhi-Rong ZHAO ; Tao CHEN ; Huan-Xiong CHEN
Journal of Regional Anatomy and Operative Surgery 2024;33(7):561-566
Objective To investigate the role of Osteonectin secreted by skeletal muscle in promoting the osteogenic differentiation of bone marrow-derived mesenchymal stem cells(BMSC)in adolescent idiopathic scoliosis(AIS).Methods Thirty patients with AIS were included and divided into the mild AIS group and the severe AIS group based on the Cobb angle measured on the X-ray films.The bone mineral density(BMD)of the lumbar spine and skeletal muscles was compared between the two groups.BMSC were collected from patients in the both groups,and the protein expression of CD73 and CD90 were detected by flow cytometry,the mRNA expression levels of Runx2,Osterix,and Osteocalcin were detected by qRT-PCR,and the activity of alkaline phosphatase(ALP)was detected by ELISA.The skeletal muscle from both groups was collected to detect the mRNA and protein expression levels of Osteonectin,and the serum Osteonectin levels in both groups were detected by ELISA.The BMSC cultured in vitro were divided into the BMSC group(no special treatment)and the BMSC+Osteonectin group(addition of Osteonectin),and the mRNA expression levels of Runx2,Osterix and Osteocalcin,as well as ALP activity were detected.Results Compared with the mild AIS group,the severe AIS group had significantly lower BMD of the lumbar spine and skeletal muscle(P<0.05),lower mRNA expression levels of Runx2,Osterix and Osteocalcin(P<0.05)and lower ALP activity in BMSC(P<0.05),lower mRNA and protein expression levels of Osteonectin in skeletal muscle(P<0.05)and lower serum Osteonectin levels(P<0.05).Compared with the BMSC group,the mRNA expression levels of Runx2,Osterix and Osteocalcin,as well as ALP activity in the BMSC+Osteonectin group were significantly increased(P<0.05).Conclusion In patients with AIS,the secretion of Osteonectin by skeletal muscle is reduced,and the osteogenic differentiation ability of BMSC is decreased.Exogenous addition of Osteonectin can improve the osteogenic differentiation of BMSC,which may contribute to the recovery of AIS.
5.Drug sensitivity and genomic characteristics of a strain of Listeria monocytogenes ST5 isolated from a neonate
Zeng-Bin LIU ; Li LIU ; Zhi-Rong LI ; Cai-Hong XU ; Hong-Bin WANG ; Ru-Gang YANG ; Tao FAN ; Jian-Hong ZHAO ; Jing-Rui ZHANG
Chinese Journal of Zoonoses 2024;40(7):644-651
This study aimed to determine the drug resistance phenotype and genetic characteristics of Listeria monocytogenes ST5 LK100 isolated from a neonate,which provided a basis for the diagnosis and treatment of L.monocyto-genes infection and to enhance the understanding of the genomic characteristics of this strain.A suspected L.monocytogenes strain was isolated from the gastric juice sample of an infected neonate,and identified with a VITEK2 Compact automatic mi-crobial identification instrument and 16S RNA sequencing.Five drug sensitivity tests were conducted on the identified strain with the E-test method.Additionally,the whole genome of the strain was sequenced using a third-generation sequencing plat-form.The antibiotic resistance elements of the strain were identified by BlastN with the CARD antibiotic resistance gene data-base.The multilocus sequence typing(MLST),serotyping,and virulence genes of the strain was determined by Pasteur da-tabase,the virulence gene distribution was analyzed using the virulence analysis website.The prophages of the strain were predicted and annotate by PHASTER online website.The strain(LK100)isolated from the neonate was identified as L.monocytogenes.This strain was sensitive to penicillin,ampicil-lin,meropenem,erythromycin,and trimethoprim-sulfame-thoxazole antibiotics.The MLST type and serotype was ST5 and 1/2b-3b,respectively.The total length of the chromoso-mal genome of LK100 was 3 032 582 bp with a GC content of 37.91%,and it contained a complete circular plasmid with a se-quence length of 52 822 bp.The strain LK100 carried complete InlA protein,LIPI-1 pathogenicity island,SSI-1 stress survival island,and an LGI2 genomic island.The intrinsic antibiotic resistance genes were mainly located on the chromosome.Five prophage sequences were predicted in the LK100 genome.This study identified a strain of ST5 L.monocytogenes LK100 from an infected neonate and characterized its genome and antibiotic sensitivity,laying the foundation for further research on ST5 L.monocytogenes.
6.Efficacy and Safety of Bortezomib or Thalidomide Combined with rhEPO in the Treatment of Multiple Myeloma
Zhao-Ling ZOU ; Xiao-Hua WANG ; Sheng-Neng TAO ; Zhi-Ming CHENG
Journal of Experimental Hematology 2024;32(1):159-163
Objective:To explore the efficacy and safety of bortezomib or thalidomide combined with recombinant human erythropoietin(rhEPO)in the treatment of multiple myeloma(MM).Methods:A total of 80 patients with MM who were treated in the Second People's Hospital ofWuhu from January 2013 to December 2018 were selected as the research subjects,and they were divided into bortezomib group(n=40)and thalidomide group(n=40)by the simple randomization method.The bortezomib group received bortezomib regimen combined with rhEPO therapy,and the thalidomide group was given thalidomide regimen combined with rhEPO therapy,and all patients were treated for 3 courses with every 3 weeks as a course of treatment.The clinical efficacy after 3 courses of treatment,and tumor-related biochemical indicators[lactate dehydrogenase(LDH),β 2-microglobulin([3 2-MG),vascular endothelial growth factor(VEGF),apoptosis inhibitory protein Survivin],bone marrow-related indicators[serum M-protein,bone marrow plasma cells,hemoglobin(Hb)]and coagulation function indicators[activated partial thromboplastin time(APTT),prothrombin time(PT),plasminogen activator inhibitor(PAI),total circulating microparticles(TMPs)]before treatment and after 3 courses of treatment were compared between the two groups of patients.The occurrence of adverse reactions during the treatment in the two groups of patients was recorded.Results:After 3 courses of treatment,the ORR rate of 92.5%in bortezomib group was higher than 90.0%in thalidomide group,but the difference was not statistically significant(P>0.05).The levels of LDH,[3 2-MG,VEGF,Survivin,serum M-protein,bone marrow plasma cells,APTT,PT,PAI and TMPs in the two groups after 3 courses of treatment were significantly lower or shorter than those before treatment,and the above indicators in bortezomib group were significantly lower or shorter than those in thalidomide group(P<0.05).After 3 courses of treatment,the expression level of Hb in the two groups was significantly higher than that before treatment,and the Hb level in bortezomib group was significantly higher than that in thalidomide group(P<0.05).During the treatment process,the incidence rates of adverse reactions in bortezomib group were significantly lower than those in thalidomide group(P<0.05).Conclusion:Thalidomide regimen or bortezomib regimen combined with rhEPO has similar clinical efficacy on MM,but bortezomib regimen combined with rhEPO is more prominent and safer on improving tumor-related biochemical indicators,bone marrow-related indicators and coagulation status in patients with MM.
7.Clinical Efficacy and Safety of Ixazomib-Containing Regimens in the Treatment of Patients with Multiple Myeloma
Ran CHEN ; Lian-Guo XUE ; Hang ZHOU ; Tao JIA ; Zhi-Mei CAI ; Yuan-Xin ZHU ; Lei MIAO ; Ji-Feng WEI ; Li-Dong ZHAO ; Jian-Ping MAO
Journal of Experimental Hematology 2024;32(2):483-492
Objective:To investigate the clinical efficacy and safety of ixazomib-containing regimens in the treatment of patients with multiple myeloma(MM).Methods:A retrospective analysis was performed on the clinical efficacy and adverse reactions of 32 MM patients treated with a combined regimen containing ixazomib in the Hematology Department of the First People's Hospital of Lianyungang from January 2020 to February 2022.Among the 32 patients,15 patients were relapsed and refractory multiple myeloma(R/RMM)(R/RMM group),17 patients who responded to bortezomib induction therapy but converted to ixazomib-containing regimen due to adverse events(AE)or other reasons(conversion treatment group).The treatment included IPD regimen(ixazomib+pomalidomide+dexamethasone),IRD regimen(ixazomib+lenalidomide+dexamethasone),ICD regimen(ixazomib+cyclophosphamide+dexamethasone),ID regimen(ixazomib+dexamethasone).Results:Of 15 R/RMM patients,overall response rate(ORR)was 53.3%(8/15),among them,1 achieved complete response(CR),2 achieved very good partial response(VGPR)and 5 achieved partial response(PR).The ORR of the IPD,IRD,ICD and ID regimen group were 100%(3/3),42.9%(3/7),33.3%(1/3),50%(1/2),respectively,there was no statistically significant difference in ORR between four groups(x2=3.375,P=0.452).The ORR of patients was 50%after first-line therapy,42.9%after second line therapy,60%after third line therapy or more,with no statistically significant difference among them(x2=2.164,P=0.730).In conversion treatment group,ORR was 88.2%(15/17),among them,6 patients achieved CR,5 patients achieved VGPR and 4 patients achieved PR.There was no statistically significant difference in ORR between the IPD(100%,3/3),IRD(100%,6/6),ICD(100%,3/3)and ID(60%,3/5)regimen groups(x2=3.737,P=0.184).The median progression-free survival(PFS)time of R/RMM patients was 9 months(95%CI:6.6-11.4 months),the median overall survival(OS)time was 18 months(95%CI:11.8-24.4 months).The median PFS time of conversion treatment group was 15 months(95%CI:7.3-22.7 months),the median OS time not reached.A total of 10 patients suffered grade 3-4 adverse event(AE).The common hematological toxicities were leukocytopenia,anemia,thrombocytopenia.The common non-hematological toxicities were gastrointestinal symptoms(diarrhea,nausea and vomit),peripheral neuropathy,fatigue and infections.Grade 1-2 peripheral neurotoxicity occurred in 7 patients.Conclusion:The ixazomib-based chemotherapy regimens are safe and effective in R/RMM therapy,particularly for conversion patients who are effective for bortezomib therapy.The AE was manageable and safe.
8.A multi-center epidemiological study on pneumococcal meningitis in children from 2019 to 2020
Cai-Yun WANG ; Hong-Mei XU ; Gang LIU ; Jing LIU ; Hui YU ; Bi-Quan CHEN ; Guo ZHENG ; Min SHU ; Li-Jun DU ; Zhi-Wei XU ; Li-Su HUANG ; Hai-Bo LI ; Dong WANG ; Song-Ting BAI ; Qing-Wen SHAN ; Chun-Hui ZHU ; Jian-Mei TIAN ; Jian-Hua HAO ; Ai-Wei LIN ; Dao-Jiong LIN ; Jin-Zhun WU ; Xin-Hua ZHANG ; Qing CAO ; Zhong-Bin TAO ; Yuan CHEN ; Guo-Long ZHU ; Ping XUE ; Zheng-Zhen TANG ; Xue-Wen SU ; Zheng-Hai QU ; Shi-Yong ZHAO ; Lin PANG ; Hui-Ling DENG ; Sai-Nan SHU ; Ying-Hu CHEN
Chinese Journal of Contemporary Pediatrics 2024;26(2):131-138
Objective To investigate the clinical characteristics and prognosis of pneumococcal meningitis(PM),and drug sensitivity of Streptococcus pneumoniae(SP)isolates in Chinese children.Methods A retrospective analysis was conducted on clinical information,laboratory data,and microbiological data of 160 hospitalized children under 15 years old with PM from January 2019 to December 2020 in 33 tertiary hospitals across the country.Results Among the 160 children with PM,there were 103 males and 57 females.The age ranged from 15 days to 15 years,with 109 cases(68.1% )aged 3 months to under 3 years.SP strains were isolated from 95 cases(59.4% )in cerebrospinal fluid cultures and from 57 cases(35.6% )in blood cultures.The positive rates of SP detection by cerebrospinal fluid metagenomic next-generation sequencing and cerebrospinal fluid SP antigen testing were 40% (35/87)and 27% (21/78),respectively.Fifty-five cases(34.4% )had one or more risk factors for purulent meningitis,113 cases(70.6% )had one or more extra-cranial infectious foci,and 18 cases(11.3% )had underlying diseases.The most common clinical symptoms were fever(147 cases,91.9% ),followed by lethargy(98 cases,61.3% )and vomiting(61 cases,38.1% ).Sixty-nine cases(43.1% )experienced intracranial complications during hospitalization,with subdural effusion and/or empyema being the most common complication[43 cases(26.9% )],followed by hydrocephalus in 24 cases(15.0% ),brain abscess in 23 cases(14.4% ),and cerebral hemorrhage in 8 cases(5.0% ).Subdural effusion and/or empyema and hydrocephalus mainly occurred in children under 1 year old,with rates of 91% (39/43)and 83% (20/24),respectively.SP strains exhibited complete sensitivity to vancomycin(100% ,75/75),linezolid(100% ,56/56),and meropenem(100% ,6/6).High sensitivity rates were also observed for levofloxacin(81% ,22/27),moxifloxacin(82% ,14/17),rifampicin(96% ,25/26),and chloramphenicol(91% ,21/23).However,low sensitivity rates were found for penicillin(16% ,11/68)and clindamycin(6% ,1/17),and SP strains were completely resistant to erythromycin(100% ,31/31).The rates of discharge with cure and improvement were 22.5% (36/160)and 66.2% (106/160),respectively,while 18 cases(11.3% )had adverse outcomes.Conclusions Pediatric PM is more common in children aged 3 months to under 3 years.Intracranial complications are more frequently observed in children under 1 year old.Fever is the most common clinical manifestation of PM,and subdural effusion/emphysema and hydrocephalus are the most frequent complications.Non-culture detection methods for cerebrospinal fluid can improve pathogen detection rates.Adverse outcomes can be noted in more than 10% of PM cases.SP strains are high sensitivity to vancomycin,linezolid,meropenem,levofloxacin,moxifloxacin,rifampicin,and chloramphenicol.[Chinese Journal of Contemporary Pediatrics,2024,26(2):131-138]
9.No Incidence of Liver Cancer Was Observed in A Retrospective Study of Patients with Aristolochic Acid Nephropathy.
Tao SU ; Zhi-E FANG ; Yu-Ming GUO ; Chun-Yu WANG ; Jia-Bo WANG ; Dong JI ; Zhao-Fang BAI ; Li YANG ; Xiao-He XIAO
Chinese journal of integrative medicine 2024;30(2):99-106
OBJECTIVE:
To assess the risk of aristolochic acid (AA)-associated cancer in patients with AA nephropathy (AAN).
METHODS:
A retrospective study was conducted on patients diagnosed with AAN at Peking University First Hospital from January 1997 to December 2014. Long-term surveillance and follow-up data were analyzed to investigate the influence of different factors on the prevalence of cancer. The primary endpoint was the incidence of liver cancer, and the secondary endpoint was the incidence of urinary cancer during 1 year after taking AA-containing medication to 2014.
RESULTS:
A total of 337 patients diagnosed with AAN were included in this study. From the initiation of taking AA to the termination of follow-up, 39 patients were diagnosed with cancer. No cases of liver cancer were observed throughout the entire follow-up period, with urinary cancer being the predominant type (34/39, 87.17%). Logistic regression analysis showed that age, follow-up period, and diabetes were potential risk factors, however, the dosage of the drug was not significantly associated with urinary cancer.
CONCLUSIONS
No cases of liver cancer were observed at the end of follow-up. However, a high prevalence of urinary cancer was observed in AAN patients. Establishing a direct causality between AA and HCC is challenging.
Humans
;
Retrospective Studies
;
Incidence
;
Carcinoma, Hepatocellular
;
Liver Neoplasms/epidemiology*
;
Kidney Diseases/chemically induced*
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Aristolochic Acids/adverse effects*
10.Clinical application of composite skin transplantation combined with systemic rehabilitation in the treatment of extensive scar contracture around the popliteal fossa in children after burns
Peng JI ; Chao ZHENG ; Tao CAO ; Zhi ZHANG ; Haiyang ZHAO ; Chenyang TIAN ; Min LIANG ; Dahai HU ; Ke TAO
Journal of Chinese Physician 2024;26(3):326-330
Objective:To explore the clinical effect of composite skin transplantation combined with systemic rehabilitation in the treatment of extensive scar contracture deformity around the popliteal fossa in children after burns.Methods:A retrospective observational research method was adopted. Seventeen children with extensive scar contracture deformities around the popliteal fossa after burns who met the inclusion criteria and were admitted to the First Affiliated Hospital of Air Force Military Medical University from March 2018 to April 2022 were selected. Among them, there were 10 males and 7 females, aged 2-11 years, with scar contracture deformities lasting from 10 months to 9 years, all located around the popliteal fossa, 10 cases of right popliteal fossa, 5 cases of left popliteal fossa, 2 cases of bilateral popliteal fossa, scars around the popliteal fossa result in a knee joint extension angle of only 95° to 115°. The scar contracture during surgery was thoroughly released, joint mobility was restored, so as to form a secondary wound range of 10 cm×8 cm-20 cm×13 cm. In stage Ⅰ, after completely releasing the scar contracture, the wound was covered with negative pressure closure drainage (VSD) for 2-3 days. In stage Ⅱ, a large autologous blade thick scalp and allogeneic decellularized dermal matrix composite graft was performed to repair the wound around the popliteal fossa. After 8-10 days of surgery, the dressing was changed to check the survival of the skin graft. One week after the skin graft survived, a 12 month orderly knee joint function training was conducted under the guidance of a rehabilitation therapist. Postoperative sequential treatment with a combination of strong pulsed light and ultra pulsed carbon dioxide lattice laser for 5-7 courses of significant scar hyperplasia in the skin graft area and edges.Results:15 cases of pediatric patients had good skin graft survival; One patient developed a wound due to partial displacement of the transplanted autologous scalp, and one patient developed a plasma swelling under the limb graft, which was drained through an opening. Two patients underwent dressing changes for 3 weeks before the wound healed. After follow-up for 6 to 36 months, the elasticity and appearance of the skin graft were similar to those of a medium thickness skin graft. Children with knee joint contracture were able to fully extend to 180°, and knee joint function was significantly improved. There was no scar formation or hair loss in the donor skin area.Conclusions:The combination of composite skin transplantation and systematic rehabilitation has a good effect on the treatment of extensive scar contracture around the popliteal fossa in children after burns, avoiding the problem of scars left in the donor area due to autologous skin grafting.

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