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.A Logistic regression analysis of short-term residual symptoms after resolution of benign paroxysmal positional vertigo
Feng LI ; Tao WANG ; Zijiao QI
Journal of Apoplexy and Nervous Diseases 2025;42(3):244-248
Objective To investigate risk factors for short-term residual symptoms after resolution of benign paroxysmal positional vertigo (BPPV) through logistic regression analysis. Methods A total of 110 patients with BPPV in our hospital from July 2020 to January 2023 were enrolled. The patients were grouped according to whether they were cured or had residual symptoms at 8 weeks after repositioning maneuvers. A logistic regression analysis was used to analyze the risk factors for short-term residual symptoms after treatment. Results Forty-nine of the 110 patients had short-term residual symptoms. The univariable logistic regression analyses showed that age, the duration of vertigo before treatment, recurrence, medical history (hypertension, diabetes, and ischemic cerebrovascular disease), anxiety, depression, sleep quality, and vestibular evoked myogenic potential were risk factors for short-term residual symptoms in patients with BPPV. The multivariable logistic regression analysis revealed that age (OR=0.942,95%CI 0.913-0.972,P<0.001), the duration of vertigo before treatment(OR=0.333,95%CI 1.015~1.019,P=0.002),recurrence(OR=0.777,95%CI 0.726-0.832,P<0.001), a history of hypertension(OR=0.682,95%CI 0.624-0.745,P<0.001), a history of diabetes(OR=0.854,95%CI 0.791-0.922,P<0.001),a history of ischemic cerebrovascular disease(OR=0.876,95%CI 0.806-0.953,P=0.002), anxiety(OR=1.158,95%CI 1.046-1.283,P=0.005),depression(OR=1.178,95%CI 1.033-1.344,P=0.014),sleep quality(OR=1.164,95%CI 1.009-1.343,P=0.037), and vestibular evoked myogenic potential(OR=1.196,95%CI 1.068-1.340,P=0.002) were independent risk factors for short-term residual symptoms in patients with BPPV. Conclusion Patients with BPPV are more likely to have short-term residual symptoms if they have a history of hypertension, diabetes, or cerebrovascular diseases, advanced age, a long duration of vertigo before treatment, and the presence of emotional disorders (anxiety, depression, sleep deficiency, vestibular evoked myogenic potential abnormalities).
3.A new suberin from roots of Ephedra sinica Stapf
Bo-wen ZHANG ; Meng LI ; Xiao-lan WANG ; Ying YANG ; Shi-qi ZHOU ; Si-qi TAO ; Meng YANG ; Deng-hui ZHU ; Ya-tong XU ; Wei-sheng FENG ; Xiao-ke ZHENG
Acta Pharmaceutica Sinica 2024;59(3):661-666
Six compounds were isolated from the roots of
4.C-X3-C motif chemokine ligand 1/C-X3-C motif chemokine receptor 1 pathway in the recovery of memory function in hemorrhagic shock/resuscitation rats
Xiao-Jun WU ; Ri-Xing WANG ; Fang-Chong LIN ; You-Kai LÜ ; Qi-Tao FENG ; Tian-Qi YUN
Acta Anatomica Sinica 2024;55(2):158-166
Objective To investigate the effect of microglia activation regulated by C-X3-C motif chemokine ligand 1(CX3CL1)-C-X3-C motif chemokine receptor 1(CX3CR1)pathway on memory function in hemorrhagic shock/resuscitation rats.Methods The experiment was divided into two parts.In the first part,the rats were randomly divided into sham group,model-0.5 hour group,model-1.5 hour group,model-3 hour group,10 rats in each group.There were differences in the time of hemorrhagic shock among each group.In the second part,rats were randomly divided into control group and CX3CL1 group,10 rats in each group.The rats in CX3CL1 group were treated with CX3CL1 protein factor(intraventricular injection),and the rats in control group were treated with saline.All rats were trained in Morris water maze experiments before model construction,and tests of Morris water maze experiments were carried out after 4 days of model construction.After completion,the whole brains were taken for HE staining and immunohistochemical staining.Cerebrospinal fluid was taken for detection of inflammatory cytokines,and hippocampus tissues were taken for Real-time PCR detection and Western blotting detection.Results Compared with the sham group,the escape latency of rats in model group increased,the number of platform crossings and the resident time in the third quadrant decreased.The neuronal state was impaired in HE staining in model group.In addition,compared with the sham group,the expression of ionized calcium binding adaptor molecule-1(Iba1)in the brain of the rats in model group increased,the contents of tumor necrosis factor-α(TNF-α)and interleukin(IL)-6 in the cerebrospinal fluid increased,and the M1-type microglia markers CD16,TNF-α,IL-1β and inducible nitric oxide synthase(iNOS)mRNA content increased.At the same time,compared with the sham group,the expressions of CX3CL1 and CX3CR1 in the brain of model group decreased,and the expressions of phosphorylated nuclear factor-κB(p-NF-κB)and nucleotide binding oligomerization domain(NOD)-like receptor protein 3(NLRP3)increased.However,compared with the control group,rats in CX3CL1 group had reduced escape latency,increased platform crossing times and quadrantⅢresident time,and recovered neuronal states.In addition,the expression of Iba1 in the brain of CX3CL1 group decreased,the contents of TNF-α and IL-6 in the cerebrospinal fluid decreased,the mRNA contents of M1-type microglia markers like CD16,TNF-α,IL-1β and iNOS decreased,and the mRNA contents of markers of M2-type microglia glial like CD206,transforming growth factor-β(TGF-β),arginase-1(Arg1),Chitinase 3-like protein 1(Ym 1)increased.Conclusion CX3CL1 can help inhibit the excessive activation of microglia,induce the polarization of microglia to M2 type,inhibit the polarization of M1 type,reduce the release of inflammatory cytokines,and alleviate the memory function damage induced by hemorrhagic shock/resuscitation.
5.Exploration and application of the evaluation criterion for the clinical rational use of Dahuang Zhechong Capsule
Jin LIU ; Xujie ZANG ; Peng XU ; Jian QI ; Tianyu ZHANG ; Tao FU ; Wei YUAN ; Pengcheng YUAN ; Haile FENG
Journal of Beijing University of Traditional Chinese Medicine 2024;47(10):1449-1456
Objective To discuss the evaluation basis of the clinical rational use of Dahuang Zhechong Capsule and to establish its rationality evaluation criterion to promote the sensible use of Dahuang Zhechong Capsule.Methods The rationality evaluation criterion for Dahuang Zhechong Capsule was formulated by referring to the package insert,treatment guidelines,and other literature.According to the criterion,270 outpatient prescriptions using Dahuang Zhechong Capsule in Xiyuan Hospital,China Academy of Chinese Medical Sciences were reviewed from January to June 2020.The indication,usage and dosage,drug combination,and repeated administration were analyzed.The pharmaceutical intervention was performed to address the problems found in the prescription reviews,and 328 outpatient prescriptions using Dahuang Zhechong Capsule in October 2020 were reevaluated.Results The irrational use rate of Dahuang Zhechong Capsule from January to June 2020 was 42.22%(114 cases),including 108(40%)cases of inappropriate indications,five(1.85%)cases of improper usage and dosage,and one(0.37%)case of inappropriate administration route.However,the pharmaceutical intervention in October 2020 remarkably reduced the irrational use rate of Dahuang Zhechong Capsule(4.27%,14 cases),all of which were inappropriate indications.Conclusion Dahuang Zhechong Capsule is being used irrationally;therefore,establishing an evaluation criterion is required.The specific situation of irrational drug use can be identified by prescription review according to its rationality evaluation criterion to manage its clinical use better and promote its rational use.
6.Development of a High-throughput Sequencing Platform for Detection of Viral Encephalitis Pathogens Based on Amplicon Sequencing
Li Ya ZHANG ; Zhe Wen SU ; Chen Rui WANG ; Yan LI ; Feng Jun ZHANG ; Hui Sheng LIU ; He Dan HU ; Xiao Chong XU ; Yu Jia YIN ; Kai Qi YIN ; Ying HE ; Fan LI ; Hong Shi FU ; Kai NIE ; Dong Guo LIANG ; Yong TAO ; Tao Song XU ; Feng Chao MA ; Yu Huan WANG
Biomedical and Environmental Sciences 2024;37(3):294-302
Objective Viral encephalitis is an infectious disease severely affecting human health.It is caused by a wide variety of viral pathogens,including herpes viruses,flaviviruses,enteroviruses,and other viruses.The laboratory diagnosis of viral encephalitis is a worldwide challenge.Recently,high-throughput sequencing technology has provided new tools for diagnosing central nervous system infections.Thus,In this study,we established a multipathogen detection platform for viral encephalitis based on amplicon sequencing. Methods We designed nine pairs of specific polymerase chain reaction(PCR)primers for the 12 viruses by reviewing the relevant literature.The detection ability of the primers was verified by software simulation and the detection of known positive samples.Amplicon sequencing was used to validate the samples,and consistency was compared with Sanger sequencing. Results The results showed that the target sequences of various pathogens were obtained at a coverage depth level greater than 20×,and the sequence lengths were consistent with the sizes of the predicted amplicons.The sequences were verified using the National Center for Biotechnology Information BLAST,and all results were consistent with the results of Sanger sequencing. Conclusion Amplicon-based high-throughput sequencing technology is feasible as a supplementary method for the pathogenic detection of viral encephalitis.It is also a useful tool for the high-volume screening of clinical samples.
7.A new furan α -butenolactones from Alisma orientale and their potential antifibrotic activities
Deng-hui ZHU ; Peng-li GUO ; Si-qi TAO ; Jing-ke ZHANG ; Meng-nan ZENG ; Xiao-ke ZHENG ; Wei-sheng FENG
Acta Pharmaceutica Sinica 2024;59(7):2058-2061
Four furan
8.A new iridoid from Eucommia ulmoides
Shi-qi ZHOU ; Zhi-you HAO ; Meng YANG ; Chao-yuan XIAO ; Jun-yang ZHANG ; Bo-wen ZHANG ; Si-qi TAO ; Xiao-ke ZHENG ; Wei-sheng FENG
Acta Pharmaceutica Sinica 2024;59(7):2062-2068
Eleven compounds were isolated from
9.Application of oxycodone in analgesia after thoracoscopic radical lung cancer surgery in elderly
Feng-Yu TAO ; Tao WANG ; Qiao-Lin ZHOU ; Qi-Fei ZHU
Journal of Regional Anatomy and Operative Surgery 2024;33(11):937-940
Objective To evaluate the efficacy of oxycodone in analgesia after thoracoscopic radical lung cancer surgery in elderly.Methods A total of 92 elderly patients who underwent thoracoscopic radical lung cancer surgery in the Affiliated Shuyang Hospital of Xuzhou Medical University were selected and randomly divided into the control group and the observation group according to the random number table method,with 46 cases in each group.Postoperative analgesia was administered with self-controlled intravenous analgesia pump for patients.Patients in the control group was anesthetized with sufentanil 2 μg/kg+dexmedetomidine 0.5 μg/kg,and patients in the observation group was anesthetized with oxycodone 0.5 mg/kg+dexmedetomidine 0.5 μg/kg.The pain degree,delirium,inflammatory factor level,cognitive function at different time points and postoperative adverse reactions of patients were compared between the two groups.Results The pain scores of patients 12 hours,24 hours and 48 hours after surgery in the observation group were significantly lower than those in the control group(P<0.05).The incidence of postoperative adverse reactions in the observation group was significantly lower than that in the control group(P<0.05).The levels of S100β,NSE and TNF-α of patients 1 day and 2 days after surgery in the observation group were significantly lower than those in the control group(P<0.05).The cognitive function scores of patients 1 day and 2 days after surgery in the observation group were significantly higher than those in the control group(P<0.05).The incidences of delirium 1 day,2 days and 3 days after surgery in the observation group were significantly lower than those in the control group(P<0.05).Conclusion The use of oxycodone for postoperative self-controlled intravenous analgesia in elderly patients after radical lung cancer surgery can significantly relieve pain,reduce analgesia-related adverse reactions and the incidence of postoperative delirium,decrease the inflammatory factors levels,and alleviate the degree of cognitive function impairment,which is beneficial to the postoperative recovery of patients.
10.A cross-sectional study on the pain caused by hyaluronic acid cosmetic injections
Lishuai SHI ; Lili QI ; Jun ZHANG ; Tao WANG ; Guobao WANG ; Feng ZHOU ; Lunli GONG ; Qiuni GAO ; Xiaoqing YAN ; Meng FAN ; Haiyan CUI
Chinese Journal of Plastic Surgery 2024;40(1):326-333
Objective:To learn about physicians’ concepts and commonly employed method in hyaluronic acid injection and provide reference data for the standardization of pain management.Methods:This study was a cross-sectional study. Convenient sampling method was used to distribute questionnaires to cosmetic injectors and patients experienced with hyaluronic acid injections to collect data on their views of pain associated with hyaluronic acid injections. The physician portion was collected offline from June 15 to July 20, 2022, and the patient portion was collected from November 14, 2022, to December 6, 2022, via the Questionnaire Star platform. The physician questionnaire consisted of 17 questions, question types included single choice, multiple choice and essay questions. The patient questionnaire consisted of 6 questions, question types included single choice and multiple choice. Relevant data were analyzed using SPSS 22.0 software for descriptive statistics, and data were presented in the form of cases and percentages (%).Results:Sixty-two physician questionnaires and 123 patient questionnaires were collected. 42 (67.74%) physicians observed from their daily practice that more than 50% of their patients were very concerned about pain during injection; 101 (82.11%) patients scored ≥5 out of 10 for concern about impending pain prior to hyaluronic acid filler injection. At the time of treatment, 48 (77.42%) physicians advised patients to choose a lidocaine-containing hyaluronic acid filler for reasons including a significant reduction in injection pain (53 cases, 85.48%) and patient comfort with the treatment experience (59 cases, 95.16%). 60 (48.78%) patients were willing to choose an anesthesia-containing product at the time of injection, but the price of the anesthesia-containing product influenced the patient’ s choice (55 cases 44.72%) .Conclusions:Pain from cosmetic injectable treatments is an important issue to both physicians and patients. Lidocaine-containing hyaluronic acid is recognized by physicians and patients for its analgesic effect and high safety profile. There is no perfect solution for pain in cosmetic injection treatment, and multidisciplinary collaboration may be needed to solve the problem.

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