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.The Neurobiological Mechanisms of Runner’s High
Yun-Teng WANG ; Jia-Qi LIANG ; Wan-Tang SU ; Li ZHAO ; Yan LI
Progress in Biochemistry and Biophysics 2025;52(2):358-373
“Runner’s high” refers to a momentary sense of pleasure that suddenly appears during running or other exercise activities, characterized by anti-anxiety, pain relief, and other symptoms. The neurobiological mechanism of “runner’s high” is unclear. This review summarizes human and animal models for studying “runner’s high”, analyzes the neurotransmitters and neural circuits involved in runner’s high, and elucidates the evidence and shortcomings of researches related to “runner’s high”. This review also provides prospects for future research. Research has found that exercise lasting more than 30 min and with an intensity exceeding 70% of the maximum heart rate can reach a “runner’s high”. Human experiments on “runner’s high” mostly use treadmill exercise intervention, and evaluate it through questionnaire surveys, measurement of plasma AEA, miRNA and other indicators. Animal experiments often use voluntary wheel running intervention, and evaluate it through behavioral experiments such as conditional place preference, light dark box experiments (anxiety), hot plate experiments (pain sensitivity), and measurement of plasma AEA and other indicators. Dopamine, endogenous opioid peptides, endogenous cannabinoids, brain-derived neurotrophic factor, and other substances increase after exercise, which may be related to the “runner’s high”. However, attention should be paid to the functional differences of these substances in the central and peripheral regions, as well as in different brain regions. Moreover, current studies have not identified the targets of the neurotransmitters or neural factors mentioned above, and further in-depth researches are needed. The mesolimbic dopamine system, prefrontal cortex-nucleus accumbens projection, ventral hippocampus-nucleus accumbens projection, red nucleus-ventral tegmental area projection, cerebellar-ventral tegmental area projection, and brain-gut axis may be involved in the regulation of runner’s high, but there is a lack of direct evidence to prove their involvement. There are still many issues that need to be addressed in the research on the neurobiological mechanisms of “runner’s high”. (1) Most studies on “runner’s high” involve one-time exercise, and the characteristics of changes in “runner’s high” during long-term exercise still need to be explored. (2) The using of scales to evaluate subjects lead to the lacking of objective indicators. However, some potential biomarkers (such as endocannabinoids) have inconsistent characteristics of changes after one-time and long-term exercise. (3) The neurotransmitters involved in the formation of the “runner’s high” all increase in the peripheral and/or central nervous system after exercise. Attention should be paid to whether peripheral substances can enter the blood-brain barrier and the binding effects of neurotransmitters to different receptors are completely different in different brain regions. (4) Most of the current evidence show that some brain regions are activated after exercise. Is there a functional circuit mediating “runner’s high” between these brain regions? (5) Although training at a specific exercise intensity can lead to “runner’s high”, most runners have not experienced “runner’s high”. Can more scientific training methods or technological means be used to make it easier for people to experience the “runner’s high” and thus be more willing to engage in exercise? (6) The “runner’s high” and “addiction” behaviors are extremely similar, and there are evidences that exercise can reverse addictive behaviors. However, why is there still a considerable number of people in the sports population and even athletes who smoke or use addictive drugs instead of pursuing the “pleasure” brought by exercise? Solving the problems above is of great significance for enhancing the desire of exercise, improving the clinical application of neurological and psychiatric diseases through exercise, and enhancing the overall physical fitness of the population.
3.Research advances in the disease burden of viral hepatitis in China
Jian LI ; Fuzhen WANG ; Zhongdan CHEN ; Jinlei QI ; Ailing WANG ; Fanghui ZHAO ; Yuanyuan KONG ; Jing SUN ; Jiaqi KANG ; Zundong YIN ; Zhongfu LIU ; Jidong JIA ; Yu WANG
Journal of Clinical Hepatology 2025;41(2):221-227
Over the past three decades, China has made significant progress in the prevention and control of viral hepatitis, and the incidence rates of new-onset pediatric hepatitis B virus infections and acute viral hepatitis in the population have reduced to a relatively low level; however, there is still a heavy disease burden of chronic viral hepatitis in China, which severely affects the health status of the population. This study systematically summarizes the achievements of viral hepatitis prevention and control in China, analyzes existing problems and challenges, and proposes comprehensive prevention and control strategies and measures to eliminate viral hepatitis as a public health threat based on the national conditions of China, in order to provide a reference for related departments in China on how to achieve the action targets for eliminating viral hepatitis as a public health threat by 2030.
4.Mechanisms and Molecular Networks of Hypoxia-regulated Tumor Cell Dormancy
Mao ZHAO ; Jin-Qiu FENG ; Ze-Qi GAO ; Ping WANG ; Jia FU
Progress in Biochemistry and Biophysics 2025;52(9):2267-2279
Dormant tumor cells constitute a population of cancer cells that reside in a non-proliferative or low-proliferative state, typically arrested in the G0/G1 phase and exhibiting minimal mitotic activity. These cells are commonly observed across multiple cancer types, including breast, lung, and ovarian cancers, and represent a central cellular component of minimal residual disease (MRD) following surgical resection of the primary tumor. Dormant cells are closely associated with long-term clinical latency and late-stage relapse. Due to their quiescent nature, dormant cells are intrinsically resistant to conventional therapies—such as chemotherapy and radiotherapy—that preferentially target rapidly dividing cells. In addition, they display enhanced anti-apoptotic capacity and immune evasion, rendering them particularly difficult to eradicate. More critically, in response to microenvironmental changes or activation of specific signaling pathways, dormant cells can re-enter the cell cycle and initiate metastatic outgrowth or tumor recurrence. This ability to escape dormancy underscores their clinical threat and positions their effective detection and elimination as a major challenge in contemporary cancer treatment. Hypoxia, a hallmark of the solid tumor microenvironment, has been widely recognized as a potent inducer of tumor cell dormancy. However, the molecular mechanisms by which tumor cells sense and respond to hypoxic stress—initiating the transition into dormancy—remain poorly defined. In particular, the lack of a systems-level understanding of the dynamic and multifactorial regulatory landscape has impeded the identification of actionable targets and constrained the development of effective therapeutic strategies. Accumulating evidence indicates that hypoxia-induced dormancy tumor cells are accompanied by a suite of adaptive phenotypes, including cell cycle arrest, global suppression of protein synthesis, metabolic reprogramming, autophagy activation, resistance to apoptosis, immune evasion, and therapy tolerance. These changes are orchestrated by multiple converging signaling pathways—such as PI3K-AKT-mTOR, Ras-Raf-MEK-ERK, and AMPK—that together constitute a highly dynamic and interconnected regulatory network. While individual pathways have been studied in depth, most investigations remain reductionist and fail to capture the temporal progression and network-level coordination underlying dormancy transitions. Systems biology offers a powerful framework to address this complexity. By integrating high-throughput multi-omics data—such as transcriptomics and proteomics—researchers can reconstruct global regulatory networks encompassing the key signaling axes involved in dormancy regulation. These networks facilitate the identification of core regulatory modules and elucidate functional interactions among key effectors. When combined with dynamic modeling approaches—such as ordinary differential equations—these frameworks enable the simulation of temporal behaviors of critical signaling nodes, including phosphorylated AMPK (p-AMPK), phosphorylated S6 (p-S6), and the p38/ERK activity ratio, providing insights into how their dynamic changes govern transitions between proliferation and dormancy. Beyond mapping trajectories from proliferation to dormancy and from shallow to deep dormancy, such dynamic regulatory models support topological analyses to identify central hubs and molecular switches. Key factors—such as NR2F1, mTORC1, ULK1, HIF-1α, and DYRK1A—have emerged as pivotal nodes within these networks and represent promising therapeutic targets. Constructing an integrative, systems-level regulatory framework—anchored in multi-pathway coordination, omics-layer integration, and dynamic modeling—is thus essential for decoding the architecture and progression of tumor dormancy. Such a framework not only advances mechanistic understanding but also lays the foundation for precision therapies targeting dormant tumor cells during the MRD phase, addressing a critical unmet need in cancer management.
5.Effects of Danggui Buxue Decoction on myocardial ferroptosis in a rat model of heart failure with preserved ejection fraction
Ting JIA ; Dan QI ; Jing MA ; Huan LIU ; Jing ZHAO ; Song-Yan XUE ; Fang-Yuan WANG
Chinese Traditional Patent Medicine 2024;46(11):3629-3635
AIM To observe the effects of Danggui Buxue Decoction on myocardial ferroptosis in a rat model of heart failure with preserved ejection fraction(HFpEF).METHODS The rats were randomly divided into the control group,the model group and the Danggui Buxue Decoction group.After 8 weeks feeding of 8%high-salt diet in the model and trial groups to induce the rats into HFpEFd models,rats of the Danggui Buxue Decoction group were given 4 g/kg Danggui Buxue Decoction once daily for 4 weeks,in contrast to those of the control group given 12 weeks feeding of 0.3%low-salt diet.The rats had their left ventricular ejection fraction(LVEF),left ventricular fraction shortening(LVFS),left ventricular end-diastolic diameter(LVIDD),and end-diastolic left ventricular posterior wall thickness(LVPWd)detected by echocardiography;their pathological changes of myocardial tissue by HE and Masson staining;their myocardial mitochondrial morphology observed by transmission electron microscopy;their serum BNP,NT-proBNP levels,myocardial tissue Fe3+levels,and their levels of ROS,MDA,LPO and GSH,and SOD activity in serum and myocardium detected by ELISA method;and their myocardial expressions of ferroptosis marker proteins GPX4,FTH1 and xCT detected by immunofluorescence staining and Western blot method.RESULTS Compared with the model group,the Danggui Buxuetang group displayed increased LVEF,LVFS(P<0.01);decreased LVIDD,LVPWd(P<0.05,P<0.01);decreased serum BNP,NT-proBNP levels(P<0.01);decreased myocardial Fe3+level(P<0.01);decreased MDA,ROS and LPO levels in serum and myocardium(P<0.01);increased GSH level and SOD activity(P<0.01);and increased expressions of myocardial ferroptosis related protein GPX4,FTH1 and xCT(P<0.05,P<0.01).CONCLUSION Danggui Buxue Decoction protects the cardiac function of the rat model of HFpEF through inhibiting the occurrence of myocardial ferroptosis and reducing the myocardial oxidative stress level as well.
6.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.
7.Qualitative study on the experience and demand of endoscopic treatment for patients with pancreatic duct stones
Hong TAO ; Yu CAO ; Jia-Yun CHEN ; Qi ZHAO ; Fang-Lei XU ; Zhuan LIAO
Modern Interventional Diagnosis and Treatment in Gastroenterology 2024;29(5):519-522,527
Objective To explore the feelings and needs of patients with pancreatic duct stones undergoing endoscopic treatment,and to provide a basis for formulating personalized methods.Methods Purposive sampling method was used to select 15 patients who were treated in the Department of Gastroenterology of a Class Ⅲ Grade A hospital in Shanghai from February to April 2023 for semi-structured interviews.Colaizzi 7-step analysis method was used to code and summarize the data to refine the theme.Results The treatment experience and needs of patients were summarized into four themes.① Inadequate pain cognition and coping management before treatment:characterized by persistent or intermittent abdominal pain;The location of onset is hidden and easy to be misdiagnosed.Ineffective coping style;Affecting daily life and reducing the quality of life.② Changes of physiological comfort during the diagnosis and treatment period:abdominal soft tissue injury;Postoperative complications.③ Attitude changes after treatment:expectant treatment before diagnosis and treatment;Disappointment and doubt when expectations are not met;Belief after symptom improvement;④ Needs during treatment:professional guidance;Continuous nursing support.Conclusion Patients with pancreatic duct stones have insufficient knowledge of pain before endoscopic treatment.During the treatment,their attitudes may change and they may seek external support.Medical staff should pay attention to the dynamic changes of their physiological,psychological and social needs,and take corresponding measures to reduce pain,improve comfort and promote rehabilitation of patients.
8.Curriculum system of graduation internship for undergraduate students majoring in biomedical engineering
Xiao-Li LIU ; Huan-Shu LIU ; Lu JIA ; Qi-Bo MA ; Zhao ZHANG ; Wen-Fang WU
Chinese Medical Equipment Journal 2024;45(9):89-94
Objective To construct a set of graduation internship curriculum system suitable for undergraduate students majoring in biomedical engineering to facilitate standardizing the curriculum system of biomedical engineering major.Methods An initial version of the curriculum system was established with the way of letter and the methods of questionnaire survey,Delphi,expert interview and expert brainstorming;then the initial version was adjusted and refined using 2 rounds of expert consultation to form a set of curriculum system for graduation internship for undergraduate students majoring in biomedical engineering,and the curriculum system was validated.Results The curriculum system included 5 first-level catalogs,11 second-level catalogs and 39 third-level catalogs;the 36 third-level catalogs had a curriculum compliance rate of 0.85 to 0.97.Conclusion The curriculum system constructed can be used for graduation internship of biomedical engineering undergraduates,and references are provided for developing standardized and generally applicable graduation internship curriculum system for biomedical engineering undergraduates.[Chinese Medical Equipment Journal,2024,45(9):89-94]
9.Review of gallium-based liquid metals for medical applications
Pei-Kai ZHAO ; Yu-Long WANG ; Yong-Kang ZHAN ; Jia-Xing QI ; Xu-Yi CHEN
Chinese Medical Equipment Journal 2024;45(11):97-102
The gallium-based liquid metals were introduced in terms of the advantages when applied in medical field,application status in medical imaging,drug delivery,antibiosis and tumor therapy and cutting-edge application in flexible e-skin,wearable sensor and flexible medical device.The deficiencies of the gallium-based liquid metals in durability,potential toxicity,high cost of preparation and difficulty of process control were analyzed when applied in medical fields.The future development directions of the gallium-based liquid metals were pointed out.[Chinese Medical Equipment Journal,2024,45(11):97-102]
10.Risk factors for bronchopulmonary dysplasia in twin preterm infants:a multicenter study
Yu-Wei FAN ; Yi-Jia ZHANG ; He-Mei WEN ; Hong YAN ; Wei SHEN ; Yue-Qin DING ; Yun-Feng LONG ; Zhi-Gang ZHANG ; Gui-Fang LI ; Hong JIANG ; Hong-Ping RAO ; Jian-Wu QIU ; Xian WEI ; Ya-Yu ZHANG ; Ji-Bin ZENG ; Chang-Liang ZHAO ; Wei-Peng XU ; Fan WANG ; Li YUAN ; Xiu-Fang YANG ; Wei LI ; Ni-Yang LIN ; Qian CHEN ; Chang-Shun XIA ; Xin-Qi ZHONG ; Qi-Liang CUI
Chinese Journal of Contemporary Pediatrics 2024;26(6):611-618
Objective To investigate the risk factors for bronchopulmonary dysplasia(BPD)in twin preterm infants with a gestational age of<34 weeks,and to provide a basis for early identification of BPD in twin preterm infants in clinical practice.Methods A retrospective analysis was performed for the twin preterm infants with a gestational age of<34 weeks who were admitted to 22 hospitals nationwide from January 2018 to December 2020.According to their conditions,they were divided into group A(both twins had BPD),group B(only one twin had BPD),and group C(neither twin had BPD).The risk factors for BPD in twin preterm infants were analyzed.Further analysis was conducted on group B to investigate the postnatal risk factors for BPD within twins.Results A total of 904 pairs of twins with a gestational age of<34 weeks were included in this study.The multivariate logistic regression analysis showed that compared with group C,birth weight discordance of>25%between the twins was an independent risk factor for BPD in one of the twins(OR=3.370,95%CI:1.500-7.568,P<0.05),and high gestational age at birth was a protective factor against BPD(P<0.05).The conditional logistic regression analysis of group B showed that small-for-gestational-age(SGA)birth was an independent risk factor for BPD in individual twins(OR=5.017,95%CI:1.040-24.190,P<0.05).Conclusions The development of BPD in twin preterm infants is associated with gestational age,birth weight discordance between the twins,and SGA birth.

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