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.Impact of changes in cognitive load of anesthesia residents on the effectiveness of high-fidelity scenario simulation teaching
Haoyu PEI ; Yi HU ; Li WANG ; Juan DAI ; Qi SUN ; Xing ZHU ; Xiaoli RAN ; Qiuping WU ; Qingxiang MAO
Chinese Journal of Medical Education Research 2024;23(4):548-555
Objective:To investigate the influence of changes in the cognitive load of anesthesia residents on the teaching effectiveness of high-fidelity scenario simulation.Methods:Eighty-seven anesthesia residents in a grade-A tertiary hospital from February to November 2022 were divided into groups A, B, and C according to the random number method. Three cases were selected from the anesthesia crisis resource teaching case library for high-fidelity simulation training for the three groups, respectively, using the crossover design to control the order of the cases. Each round of training consisted of pre-training instruction, simulation teaching, and post-training summarization and analysis. After three rounds of simulation teaching, cognitive load, anxiety status, test scores, and non-technical skills were evaluated for all the study participants. SPSS 20.0 was used to perform analysis of variance with repeated measures and Pearson's correlation analysis.Results:All the three groups showed significantly higher cognitive load and anxiety scores during the first-round simulation training than during the second-round and third-round simulation trianing. The test scores were significantly lower in the first round [(87.07±5.66), (88.38±5.41), (89.07±6.17)] than in the second round [(95.69±2.29), (96.10±2.08), (96.07±2.60)] and the third round [(96.34±1.45), (96.38±1.50), (96.17±1.73); all P<0.05]. The non-technical skill scores were also significantly lower in the first round [(37.24±7.58), (38.69±7.27), (39.24±8.74)] than in the second round [(46.17±5.55), (47.07±5.59), (47.59±6.74)] and the third round [(47.17±5.21), (48.48±5.38), (48.24±6.83); all P<0.05]. For simulations with the same cases, the trainees showed significantly higher cognitive load and anxiety scores and significantly lower test scores and non-technical skill scores in the first round than in the second and third rounds ( P<0.05). Conclusions:Anesthesia residents have higher levels of cognitive load and anxiety in the first scenario simulation training, which can reduce learning outcomes, and repeated simulation training can reduce trainees' cognitive load and anxiety.
3.The Study of Recombinant Interfering Lentiviruses and Overex-pressed Adenovirus Vectors Targeting Human c-Cbl Gene:Con-struction,Identification and Efficacy
Qi-Xin SUN ; Bing-Yi WU ; Qian-Qian YAO ; Zhi-Wei HUANG ; Zhi-Gang ZHU
Journal of Experimental Hematology 2024;32(1):274-281
Objective:To construct recombinant lentivirus and adenovirus which regulate the expression of c-Cbl gene and evaluate their efficacy.Methods:The interference lentivirus and overexpressed adenovirus targeting human c-Cbl gene were constructed by gene recombination technology.Quantitative PCR and western blotting were used to detect the expression changes in c-Cbl gene and its transcription after leukemia cells(HL60,THP1)were infected by virus.Results:Three recombinant interfering lentiviral vectors targeting human c-Cbl genes to successfully constructed and were identified by DNA sequencing,and the titers of the packaged viruses were all greater than 1 x 108 TU/ml.Among them,shRNA-2 lentivirus had the highest interference efficiency,and the expression of c-Cbl gene and CBL protein were decreased about 95%and 60%respectively after leukemia cells were infected with shRNA-2;In addition,the recombinant overexpression adenovirus targeting human c-Cbl gene was packaged successfully with the virus titer greater than 1 x 109 TU/ml.When leukemia cells were infected with adenovirus,the expression of c-Cbl gene and CBL protein were up-regulated about 10 times and 1.5 times respectively.Conclusion:Both recombinant interfering lentivirus and overexpression adenovirus can efficiently infect leukemia cells and affect the expressions of c-Cbl gene and CBL protein.It will lay a preliminary foundation for the subsequent study on the function of c-Cbl gene in tumor cells.
4.The Role of NK Cells in Allogeneic Hematopoietic Stem Cell Micro-Transplantation for Acute Myeloid leukemia
Ru-Yu LIU ; Chang-Lin YU ; Jian-Hui QIAO ; Bo CAI ; Qi-Yun SUN ; Yi WANG ; Tie-Qiang LIU ; Shan JIANG ; Tian-Yao ZHANG ; Hui-Sheng AI ; Mei GUO ; Kai-Xun HU
Journal of Experimental Hematology 2024;32(2):546-555
Objective:To explore the role of NK cells in allogeneic hematopoietic stem cell micro-transplantation(MST)in the treatment of patients with acute myeloid leukemia(AML).Methods:Data from 93 AML patients treated with MST at our center from 2013-2018 were retrospectively analyzed.The induction regimen was anthracycline and cytarabine combined with peripheral blood stem cells transplantation mobilization by granulocyte colony stimulating factor(GPBSC),followed by 2-4 courses of intensive treatment with medium to high doses of cytarabine combined with GPBSC after achieving complete remission(CR).The therapeutic effects of one and two courses of MST induction therapy on 42 patients who did not reach CR before transplantation were evaluated.Cox proportional hazards regression analysis was used to analyze the impact of donor NK cell dose and KIR genotype,including KIR ligand mismatch,2DS1,haplotype,and HLA-Cw ligands on survival prognosis of patients.Results:Forty-two patients received MST induction therapy,and the CR rate was 57.1%after 1 course and 73.7%after 2 courses.Multivariate analysis showed that,medium and high doses of NK cells was significantly associated with improved disease-free survival(DFS)of patients(HR=0.27,P=0.005;HR=0.21,P=0.001),and high doses of NK cells was significantly associated with improved overall survival(OS)of patients(HR=0.15,P=0.000).Donor 2DS1 positive significantly increases OS of patients(HR=0.25,P=0.011).For high-risk patients under 60 years old,patients of the donor-recipient KIR ligand mismatch group had longer DFS compared to the nonmismatch group(P=0.036);donor 2DS1 positive significantly prolonged OS of patients(P=0.009).Conclusion:NK cell dose,KIR ligand mismatch and 2DS1 influence the therapeutic effect of MST,improve the survival of AML patients.
5.Epidemiological Analysis of Pathogens in Acute Respiratory Infections During the 2023—2024 Autumn-Winter Season in Beijing: A Case Series of 5556 Patients at Peking Union Medical College Hospital
Yan CAO ; Yu CHEN ; Jie YI ; Lingjun KONG ; Ziyi WANG ; Rui ZHANG ; Qi YU ; Yiwei LIU ; MULATIJIANG MAIMAITI ; Chenglin YANG ; Yujie SUN ; Yingchun XU ; Qiwen YANG ; Juan DU
Medical Journal of Peking Union Medical College Hospital 2024;16(3):680-686
To analyze the epidemiological characteristics of acute respiratory infections (ARIs) during the autumn-winter season in Beijing, providing evidence for the prevention, control, diagnosis, and treatment of ARIs. A convenience sampling method was employed, enrolling patients who visited Peking Union Medical College Hospital (PUMCH) between September 2023 and February 2024 due to ARIs. Nasopharyngeal swabs were collected, and real-time fluorescence quantitative PCR was used to detect six common respiratory pathogens[influenza A virus (FluA), influenza B virus (FluB), human rhinovirus (HRV), A total of 5556 eligible patients were included. The overall positivity rate for the six common respiratory pathogens was 63.7%, with single-pathogen positivity at 54.0%, dual-pathogen positivity at 8.9%, and triple or more pathogen positivity at 0.7%. The predominant pathogens detected were FluA(16.1%) and RSV(15.7%), followed by ADV(11.1%), MP(11.1%), HRV(10.0%), and FluB(10.0%).No significant difference in overall pathogen positivity was observed between genders.However, significant differences were found between autumn and winter( The prevalence of respiratory pathogens in Beijing is associated with age and season. Targeted preventive measures should be implemented in different seasons and for key populations.
6.Facilitators and barriers of home pulmonary rehabilitation for lung transplant recipients:a qualitative study
Shujing HU ; Jing SUN ; Yi WANG ; Bao GAO ; Hong ZHU ; Xingyu QI
Chinese Journal of Nursing 2024;59(17):2070-2077
Objective To explore the influencing factors of home pulmonary rehabilitation for lung transplant re-cipients,so as to provide a basis for the construction of targeted intervention for home rehabilitation.Methods From August to November 2023,the purposive sampling was used to select 20 cases of lung transplant recipients for semi-structured interviews.Data was analyzed by traditional content analysis method based on capability,opportunity,and motivation-behavior model.Results Facilitators of rehabilitation behavior included opportunity factors(rehabilitation management of transplant center,multiple social support),motivational factors(perceived benefits,high self-efficacy,strong motivation,strong sense of responsibility,and good exercise habits).Barriers of rehabilitation behavior included ability factors(physical dysfunction,lack of knowledge),opportunity factors(poor rehabilitation environment,heavy eco-nomic burden),motivational factors(fear of exercise,uncomfortable activity experience,and lack of rehabilitation self-discipline).Conclusion The influencing factors of home pulmonary rehabilitation in lung transplant recipients are complex.Medical staff should take targeted measures to promote home rehabilitation to improve the exercise ability,quality of life,and clinical outcomes.
7.The value of parathyroid autotransplantation in endoscopic radical operation for thyroid carcinoma
Qi ZHANG ; Tingbao CAO ; Yupeng ZHANG ; An SUN ; Runhong WANG ; Tongying YI ; Kunpeng QU
Chinese Journal of General Surgery 2024;39(8):598-603
Objective:To evaluate the effects of parathyroid autotransplantation on total central lymph node dissection and postoperative parathyroid functional recovery in endoscopic radical operation for thyroid carcinoma.Method:The data of 152 patients undergoing endoscopic radical operation for thyroid carcinoma are retrospectively analyzed. The incidence of postoperative hypoparathyroidism, serum PTH and Ca 2+ concentrations at different time points, and the number of lymph nodes cleared were counted. Results:The rate of temporary hypoparathyroidism in the experimental group was higher than that in the control group, and the incidence of permanent hypoparathyroidism was lower than that in the control group, with statistically significant differences ( χ2=6.243, P=0.029). Patient's PTH in the experimental group is significantly higher than that in the control group at 1 week, 1 , 3 , 6 and 12 months after operation, and the difference is statistically significant ( F=25.193, P<0.05); Ca 2+ concentration in experimental group is higher than that in control group at 1, 3, 6 and 12 months after operation, and the difference is statistically significant ( F=3.268, P=0.005); The average number of central zone lymph node dissection and positive lymph nodes per case in the experimental group was higher than that in the control group, and the difference was statistically significant ( t=2.000, P=0.047; t=2.014, P=0.046). Conclusion:In radical lumpectomy for thyroid cancer, parathyroid autotransplantation can effectively prevent permanent postoperative hypoparathyroidism while achieving a more complete lymph node dissection in the central region.
8.Background, design, and preliminary implementation of China prospective multicenter birth cohort
Si ZHOU ; Liping GUAN ; Hanbo ZHANG ; Wenzhi YANG ; Qiaoling GENG ; Niya ZHOU ; Wenrui ZHAO ; Jia LI ; Zhiguang ZHAO ; Xi PU ; Dan ZHENG ; Hua JIN ; Fei HOU ; Jie GAO ; Wendi WANG ; Xiaohua WANG ; Aiju LIU ; Luming SUN ; Jing YI ; Zhang MAO ; Zhixu QIU ; Shuzhen WU ; Dongqun HUANG ; Xiaohang CHEN ; Fengxiang WEI ; Lianshuai ZHENG ; Xiao YANG ; Jianguo ZHANG ; Zhongjun LI ; Qingsong LIU ; Leilei WANG ; Lijian ZHAO ; Hongbo QI
Chinese Journal of Perinatal Medicine 2024;27(9):750-755
China prospective multicenter birth cohort (Prospective Omics Health Atlas birth cohort, POHA birth cohort) study was officially launched in 2022. This study, in collaboration with 12 participating units, aims to establish a high-quality, multidimensional cohort comprising 20 000 naturally conceived families and assisted reproductive families. The study involves long-term follow-up of parents and offspring, with corresponding biological samples collected at key time points. Through multi-omics testing and analysis, the study aims to conduct multi-omics big data research across the entire maternal and infant life cycle. The goal is to identify new biomarkers for maternal and infant diseases and provide scientific evidence for risk prediction related to maternal diseases and neonatal health.
9.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]
10.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]

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