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.Study on The Detection Method of Fat Infiltration in Muscle Tissue Based on Phase Angle Electrical Impedance Tomography
Wu-Guang XIAO ; Xiao-Peng ZHU ; Hui FENG ; Bo SUN ; Tong ZHAO ; Jia-Feng YAO
Progress in Biochemistry and Biophysics 2025;52(10):2663-2676
ObjectiveFat infiltration has been shown to be closely related to muscle mass loss and a variety of muscle diseases. This study proposes a method based on phase-angle electrical impedance tomography (ΦEIT) to visualize the electrical characteristic response caused by muscle fat infiltration, aiming to provide a new technical means for early non-invasive detection of muscle mass deterioration. MethodsThis study was divided into two parts. First, a laboratory pork model was constructed to simulate different degrees of fat infiltration by injecting1 ml or 2 ml of emulsified fat solution into different muscle compartments, and the phase angle images were reconstructed using ΦEIT. Second, a human experiment was conducted to recruit healthy subjects (n=8) from two age groups (20-25 years old and 26-30 years old). The fat content percentage ηfat of the left and right legs was measured by bioelectrical impedance analysis (BIA), and the phase angle images of the left and right calves were reconstructed using ΦEIT. The relationship between the global average phase angle ΦM and the spatial average phase angle ΦMi of each muscle compartment and fat infiltration was further analyzed. ResultsIn the laboratory pork model, the grayscale value of the image increased with the increase of ηfat and ΦM showed a downward trend. The results of human experiments showed that at the same fat content percentage, the ΦM of the 26-30-year-old group was about 20%-35% lower than that of the 20-25-year-old group. The fat content percentage was significantly negatively correlated with ΦM. In addition, the M2 (soleus) compartment was most sensitive to fat infiltration, and the spatial average phase angles of the M2 (soleus), M3 (tibialis posterior and flexor digitorum longus), and M4 (tibialis anterior, extensor digitorum longus, and peroneus longus) compartments all showed significant inter-group differences. ConclusionΦEIT imaging can effectively distinguish different degrees of fat infiltration, especially in deep, small or specially located muscles, showing high sensitivity, demonstrating the potential application of this method in local muscle mass monitoring and early non-invasive diagnosis.
3.Advances in pharmacological effects of ginseng,acorus calamus and its couplet medicine on Alzheimer's disease
Yu-Chen ZHU ; Bo-Yu KUANG ; Jin-Ping LIANG ; Xiao-Lei PEI ; Jia-Zhu ZHAO ; Shi-Feng CHU ; Nai-Hong CHEN ; Yan-Tao YANG
Chinese Pharmacological Bulletin 2024;40(5):817-822
The pathogenesis of Alzheimer's disease(AD)is complex and unclear.Existing drugs can only alleviate its symp-toms,and there is an urgent need to develop effective therapeutic drugs.As the representative drugs of tonic and enlightening medicine,ginseng and acorus calamus have pharmacological effects to improve memory,improve learning ability and reduce cognitive impairment,which are commonly used in Chinese med-icine for the treatment of dementia.The combination of ginseng and acorus calamus can further promote the active ingredients in-to brain to exert their medicinal effects,and delay the process of AD through anti-inflammatory,anti-oxidative stress,modulation of neuronal-synaptic plasticity and other multiple pathways,with multi-level,multi-system and multi-target action characteristics.This paper attempts to summarize the existing research results and lay the foundation for further exploring the synergistic mech-anism of action of ginseng-acorus calamus combination and the dose-effect relationship of the combination,so as to provide a sci-entific basis for the development of innovative Chinese medicines for the prevention and treatment of AD.
4.Effects of saphenous nerve combined with posterior capsular block of knee joint on stress response,analgesic effect and joint function recovery after total knee arthroplasty
Teng-Chen FENG ; Jia-Yi WANG ; Jie YAO ; Ji-Bo ZHAO ; Xiao-Jia SUN ; Fu-Long LI
Journal of Regional Anatomy and Operative Surgery 2024;33(6):509-513
Objective To investigate the effects of saphenous nerve combined with posterior capsular block of knee joint on stress response,analgesic effect and joint function recovery of patients after total knee arthroplasty.Methods A total of 98 patients who received total knee arthroplasty in our hospital from January 2021 to January 2022 were selected and divided into the observation group(received saphenous nerve combined with posterior capsular block of knee joint)and the control group(received saphenous nerve block)by random number table,with 49 patients in each group.The visual analogue scale(VAS)score of resting and dynamic pain 6 hours,12 hours and 24 hours after surgery of patients in the two groups were compared.The range of knee joint motion before surgery,3 days,5 days and 7 days after surgery of patients in the two groups were compared.The stress indexes[cortisol(Cor),adrenocorticotropic hormone(ACTH)],and pain mediator indexs[calcitonin gene-related peptide(CGRP),beta-endorphins(β-EP),6-keto prostaglandin E1α(6-Keto-pGE1α),substance P(SP)]before surgery,4 hours,12 hours,24 hours,and 48 hours after surgery of patients in the two groups were compared.The occurrence of adverse reactions during treatment of patients in the two groups were recorded.Results There were statistically significant differences in the resting and dynamic VAS scores at different time points of patients in the two groups in terms of time factors,inter-group factors and interaction factors(P<0.05).There were statistically significant differences in the range of knee joint motion at different time points of patients in the two groups in terms of time factors,inter-group factors and interaction factors(P<0.05).There were statistically significant differences in the Cor and ACTH contents at different time points of patients in the two groups in terms of time factors,inter-group factors and interaction factors(P<0.05).There were statistically significant differences in the contents of β-EP,SP,CGRP and 6-keto-PGE1α at different time points of patients in the two groups in terms of time factors,inter-group factors and interaction factors(P<0.05).There was no statistically significant difference in the incidence of adverse reactions between the two groups(P>0.05).Conclusion Saphenous nerve combined with posterior capsular block of knee joint for total knee arthroplasty can reduce patients' stress response,enhance postoperative analgesic effect,and improve the early motor function,with high safety.
5.EIT-based study of lung ventilation and perfusion regional distribution and ventilation/perfusion matching in different body positions
Ti-Xin HAN ; Yi-Fan LIU ; Meng DAI ; Pu WANG ; Jian-An YE ; Zhi-Bo ZHAO ; Zhan-Qi ZHAO ; Feng FU
Chinese Medical Equipment Journal 2024;45(5):1-7
Objective To compare regional pulmonary ventilation and perfusion and ventilation/perfusion(V/Q)matching in different body positions using electrical impedance tomography(EIT).Methods Ten healthy experimental pigs were selected to collect their EIT lung ventilation and perfusion data in supine,prone,left lateral and right lateral positions.The EIT data underwent analysis and image reconstruction using MATLAB R2022b and EIDORS v3.9.The effective regions with ventilation and perfusion were determined and the V/Q matching regions were computed with the maximum pixel value 20%as the threshold.Comparisons were carried out over the V/Q matching indexes including V/Q match%,dead space%and shunt%and ventilation and perfusion distribution in regions of interest(ROIs)including ROI1,ROI2,ROI3 and ROI4 in different body positions.Results The differences in V/Q match%,dead space%and shunt%of the experimental animals in varied positions were not statistically significant(P>0.05).The regional distribution of pulmonary ventilation and perfusion changed in different positions,and the regional distributions differed in ROIl,ROI2 and ROI3 for ventilation(P<0.05)and in ROI1 and ROI2 for perfusion(P<0.05).The ventilation and perfusion regions were distributed consistently with the gravity-dependent areas in supine and prone positions whereas conversely in the right and left lateral positions.Conclusion The V/Q matching indexes of one subject have high test consistency in different body positions;gravity-dependent areas varied with the changes of the body positions,which affected the distribution of pulmonary ventilation and perfusion regions;EIT can be used for measuring the changed pulmonary ventilation and perfusion due to different positions and determining the influences of position changes on pulmonary ventilation and perfusion and V/Q matching.[Chinese Medical Equipment Journal,2024,45(5):1-7]
6.Establishment of primary breast cancer cell line as new model for drug screening and basic research
Xian HAO ; Jianjun HUANG ; Wenxiu YANG ; Jinting LIU ; Junhong ZHANG ; Yubei LUO ; Qing LI ; Dahong WANG ; Yuwei GAO ; Fuyun TAN ; Li BO ; Yu ZHENG ; Rong WANG ; Jianglong FENG ; Jing LI ; Chunhua ZHAO ; Xiaowei DOU
China Oncology 2024;34(6):561-570
Background and purpose:In 2016 the National Cancer Institute(NCI)decided stopping to use NCI-60 cell lines for drug screening,suggesting that tumor cell lines were losing their value as a tool for drug discovery and basic research.The reason for NCI-60 cells'retirement'was that the preclinical studies based on traditional cellular and animal models did not obtain the corresponding expected efficacy in clinical trials.Since the major cancer behaviors,such as proliferation and metastasis,are fundamentally altered with long-term culture,the tumor cell lines are not representative of the characteristics of cancer in patients.Currently,scientists hope to create a new cancer model that are derived from fresh patient samples and tagged with details about their clinical past.Our purpose was to create patient-derived breast cancer primary cell lines as new cancer model for drug screening and basic research.Methods:Breast cancer tissues were collected in the Department of Breast Surgery,Affiliated Hospital of Guizhou Medical University.The collection of tumor tissue samples was approved by the Ethics Committee of the Affiliated Hospital of Guizhou Medical University(approval number:2022 ethics No.313),and the collection and use of tumor tissues complied with the Declaration of Helsinki.The primary breast cancer cell lines were isolated from the patient's breast cancer tissues and cultured in BCMI medium.After the cells proliferated,the media were replaced with DEME medium.Cell line STR genotyping was done to determine cell-specific genetic markers and identification.Clone formation assay and transplantation assay were done to analyze the ability of breast cancer primary cell lines to form tumors.Results:We created 6 primary breast cancer cell lines.The 6 primary breast cancer cell lines from the patients were tagged with the definitively clinicopathological features,clinical diagnosis,therapeutic regimens,clinical effectiveness and prognostic outcomes.The STR genotyping assays identified the genetic markers and determined the identities of the 6 primary breast cancer cell lines.Clone formation assays and transplantation assay showed that the proliferative capacities of the patient-derived primary breast cancer cell lines were significantly greater compared with the conventional breast cancer cell lines.Conclusion:We created a panel of 6 patient-derived primary breast cancer cell lines as new cancer model for drug screening and basic research in breast cancer.
7.Chinese expert consensus on the diagnosis and treatment of traumatic supraorbital fissure syndrome (version 2024)
Junyu WANG ; Hai JIN ; Danfeng ZHANG ; Rutong YU ; Mingkun YU ; Yijie MA ; Yue MA ; Ning WANG ; Chunhong WANG ; Chunhui WANG ; Qing WANG ; Xinyu WANG ; Xinjun WANG ; Hengli TIAN ; Xinhua TIAN ; Yijun BAO ; Hua FENG ; Wa DA ; Liquan LYU ; Haijun REN ; Jinfang LIU ; Guodong LIU ; Chunhui LIU ; Junwen GUAN ; Rongcai JIANG ; Yiming LI ; Lihong LI ; Zhenxing LI ; Jinglian LI ; Jun YANG ; Chaohua YANG ; Xiao BU ; Xuehai WU ; Li BIE ; Binghui QIU ; Yongming ZHANG ; Qingjiu ZHANG ; Bo ZHANG ; Xiangtong ZHANG ; Rongbin CHEN ; Chao LIN ; Hu JIN ; Weiming ZHENG ; Mingliang ZHAO ; Liang ZHAO ; Rong HU ; Jixin DUAN ; Jiemin YAO ; Hechun XIA ; Ye GU ; Tao QIAN ; Suokai QIAN ; Tao XU ; Guoyi GAO ; Xiaoping TANG ; Qibing HUANG ; Rong FU ; Jun KANG ; Guobiao LIANG ; Kaiwei HAN ; Zhenmin HAN ; Shuo HAN ; Jun PU ; Lijun HENG ; Junji WEI ; Lijun HOU
Chinese Journal of Trauma 2024;40(5):385-396
Traumatic supraorbital fissure syndrome (TSOFS) is a symptom complex caused by nerve entrapment in the supraorbital fissure after skull base trauma. If the compressed cranial nerve in the supraorbital fissure is not decompressed surgically, ptosis, diplopia and eye movement disorder may exist for a long time and seriously affect the patients′ quality of life. Since its overall incidence is not high, it is not familiarized with the majority of neurosurgeons and some TSOFS may be complicated with skull base vascular injury. If the supraorbital fissure surgery is performed without treatment of vascular injury, it may cause massive hemorrhage, and disability and even life-threatening in severe cases. At present, there is no consensus or guideline on the diagnosis and treatment of TSOFS that can be referred to both domestically and internationally. To improve the understanding of TSOFS among clinical physicians and establish standardized diagnosis and treatment plans, the Skull Base Trauma Group of the Neurorepair Professional Committee of the Chinese Medical Doctor Association, Neurotrauma Group of the Neurosurgery Branch of the Chinese Medical Association, Neurotrauma Group of the Traumatology Branch of the Chinese Medical Association, and Editorial Committee of Chinese Journal of Trauma organized relevant experts to formulate Chinese expert consensus on the diagnosis and treatment of traumatic supraorbital fissure syndrome ( version 2024) based on evidence of evidence-based medicine and clinical experience of diagnosis and treatment. This consensus puts forward 12 recommendations on the diagnosis, classification, treatment, efficacy evaluation and follow-up of TSOFS, aiming to provide references for neurosurgeons from hospitals of all levels to standardize the diagnosis and treatment of TSOFS.
8.Arthroscopic ligament reconstruction for chronic lateral ankle instability with multiple ligament laxity
Ruokun HUANG ; Bo LEI ; Feng LIU ; Mingzhen WU ; Kai XIAO ; Hao PAN ; Jingjing ZHAO ; Zhenhua FANG ; Wenjie HUANG
Chinese Journal of Orthopaedic Trauma 2024;26(10):850-857
Objective:To investigate the efficacy of arthroscopic anatomical reconstruction of the ligament with autologous semitendinosus tendon in the treatment of chronic lateral ankle instability (CLAI) complicated with multiple ligament laxity.Methods:A retrospective study was conducted to analyze the 34 patients with CLAI plus multiple ligament laxity who had been treated at Foot and Ankle Surgery Center, The Fourth Hospital of Wuhan from March 2014 to December 2021. They were 8 males and 26 females with an age of (32.2±5.6) years. The patients were divided into 2 groups based on their treatment methods. A reconstruction group of 20 cases were treated by arthroscopic reconstruction of the ligament with autologous semitendinosus tendon while a repair group of 14 cases treated by arthroscopic repair of the ligament with the modified Brostr?m procedure. The 2 groups were compared in terms of surgical time, and the American Orthopaedic Foot & Ankle Society (AOFAS) ankle-hindfoot score, visual analog scale (VAS) pain score, talar tilt (TT), anterior translation of the talus (ATT), and complications at the last follow-up.Results:The 2 groups were comparable because there were no statistically significant differences in the general data, AOFAS ankle-hindfoot score, VAS pain score, TT, or ATT before surgery between the 2 groups ( P > 0.05). The surgical time for the reconstruction group [(97.5±11.4) min] was significantly longer than that for the repair group [(53.6±10.7) min] ( P < 0.05). All the 34 patients were followed up for (35.4±3.5) months. The TT, ATT, AOFAS ankle-hindfoot score, and VAS pain score at the last follow-up were all significantly improved compared with the preoperative values in both groups ( P < 0.05). The AOFAS ankle-hindfoot score [(90.6±3.6) points], TT (6.0°±1.5°), and ATT [(3.6±1.4) mm] at the last follow-up in the reconstruction group were all significantly better than those in the repair group [(84.1±11.0) points, 8.6°±4.3°, and (6.6±4.1) mm] ( P < 0.05). There was no statistically significant difference in the VAS pain score between the 2 groups at the last follow-up ( P > 0.05). All incisions healed at one stage without such complications as nerve or vascular injury. CLAI recurrence occurred in 5 cases in the repair group, significant worse than that in the reconstruction group (no recurrence) ( P=0.015). Conclusion:In the treatment of CLAI complicated with multiple ligament laxity, arthroscopic anatomical reconstruction of the ligament with autologous semitendinosus tendon can effectively improve ankle function, enhance ankle stability, and reduce recurrence of the condition.
9.Methods and Challenges for Identifying and Controlling Confounding Factors in Traditional Chinese Medicine Observational Studies
Guozhen ZHAO ; Ziheng GAO ; Chen ZHAO ; Huizhen LI ; Ning LIANG ; Bin LIU ; Qianzi CHE ; Haili ZHANG ; Yixiang LI ; Feng ZHOU ; He LI ; Bo LI ; Nannan SHI
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(22):120-126
As a supplement to randomized controlled trials, observational studies can provide evidence for the effectiveness of traditional Chinese medicine (TCM) treatment measures. They can also study influencing factors of diseases, etiology, and prognosis. However, there is a confounding effect due to the lack of randomization, which seriously affects the causal inference between the study factors and the outcome, resulting in confounding bias. Therefore, identifying and controlling confounding factors are key issues to be addressed in TCM observational studies. According to the causal network and the characteristics of TCM theory, confounding factors can be categorized into measured and unmeasured confounding factors. In addition, attention must be paid to identifying confounding factors and intermediate variables, as well as the interaction between confounding factors and study factors. For methods of controlling confounding factors, measured confounding factors can be controlled by stratification, multifactor analysis, propensity scores, and disease risk scores. Unmeasured and unknown confounding factors can be corrected using instrumental variable methods, difference-in-difference methods, and correction for underlying event rate ratios. Correcting and controlling confounding factors can ensure a balance between groups, and confounding bias can be reduced. In addition, methods such as sensitivity analysis and determination of interactions make the control of confounding factors more comprehensive. Due to the unique characteristics of TCM, observational studies of TCM face unique challenges in identifying and controlling confounding factors, including the ever-changing TCM treatment measures received by patients, the often-overlooked confounding effects in the four diagnostic information of TCM, and the lack of objective criteria for TCM evidence-based diagnosis. Some scholars have already conducted innovative explorations to address these issues, providing a methodological basis for conducting higher-quality TCM observational studies, so as to obtain more rigorous real-world evidence of TCM and gradually develop quality evaluation criteria for OS that are consistent with the characteristics of TCM.
10.Transcatheter valve-in-valve aortic valve replacement for degenerated aortic surgical bioprostheses: A retrospective study in a single center
Shaopeng ZHANG ; Feng ZHAO ; Yunpeng BAI ; Bo FU ; Tongyun CHEN ; Jinghui LI ; Qingliang CHEN ; Nan JIANG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2024;31(06):842-847
Objective To summarize the results and clinical experience of transcatheter valve-in-valve implantation using domestic self-expanding valve in patients with aortic degenerated bio-prosthesis. Methods From January 2019 to April 2023, the patients who underwent transcatheter valve-in-valve surgery in the Department of Cardiac Surgery of Tianjin Chest Hospital due to surgical bio-prosthesis failure were included. Characteristics of valves, perioperative complications, and hemodynamic manifestations during the early postoperative and follow-up period were analyzed. Results A total of 24 patients were enrolled, including 14 males and 10 females with an average age of 68.17±7.72 years, and the average interval between the two operations was 10.48±4.09 years. All patients were successfully discharged without complications such as coronary artery obstruction and pacemaker implantation, and the average transvalvular pressure gradient was 16.39±6.52 mm Hg before discharge. During the median follow-up time of 16 months, the left ventricular diastolic inner diameter and ejection fraction were continuously improved. Conclusion Transcatheter valve-in-valve using domestic self-expanding valves is safe and feasible to treat aortic bioprosthetic valve failure. Sound patient selection and surgical strategies are critical to achieve good hemodynamics.

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