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. Effects of HMGB1 on phenotypes, phagocytosis and ERK/JNK/P38 MAPK signaling pathway in dendritic cells
Ying-Ying CHEN ; Zhi-Xiang MOU ; Xiao-Long HU ; Yi-Yan ZHANG ; Jiao-Qing WENG ; Tian-Jun GUAN ; Ying-Ying CHEN ; Lan CHEN ; Tian-Jun GUAN ; Lan CHEN ; Pei-Yu LYU
Chinese Pharmacological Bulletin 2024;40(2):248-255
Aim To explore the impacts of high mobility group box 1 (HMGB1) on the phenotypes, endocy-tosis and extracellular signal-regulated kinase (ERK)/ Jun N-terminal protein kinase (JNK)/P38 mitogen-ac-tivated protein kinase (MAPK) signaling pathway in indoxyl sulfate (IS) -induced dendritic cells (DCs). Methods After treatment with 30, 300 and 600 (xmol · L
3.Based on the interaction between supramolecules of traditional Chinese medicine and enterobacteria to explore the material basis of combination of Rhei Radix et Rhizoma - Coptidis Rhizoma
Xiao-yu LIN ; Ji-hui LU ; Yao-zhi ZHANG ; Wen-min PI ; Zhi-jia WANG ; Lin-ying WU ; Xue-mei HUANG ; Peng-long WANG
Acta Pharmaceutica Sinica 2024;59(2):464-475
Based on the interaction between supramolecule of traditional Chinese medicine and enterobacteria, the material basis of
4.Discussion on the Pathogenesis of Osteonecrosis of the Femoral Head Under the System of Non-uniform Settlement During Bone Resorption and Multidimensional Composite Bowstring Working in Coordination with the Theory of Liver-Kidney and Muscle-Bone Based on the Concept of Liver and Kidney Sharing the Common Source
Gui-Xin ZHANG ; Feng YANG ; Le ZHANG ; Jie LIU ; Zhi-Jian CHEN ; Lei PENG ; En-Long FU ; Shu-Hua LIU ; Chang-De WANG ; Chun-Zhu GONG
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(1):239-246
From the perspective of the physiological basis of liver and kidney sharing the common source in traditional Chinese medicine(TCM),and by integrating the theory of kidney dominating bone,liver dominating tendon,and meridian sinew of TCM as well as the bone resorption and collapse theory,and non-uniform settlement theory and lower-limb musculoskeletal bowstring structure theory of modern orthopedics,the pathogenesis of osteonecrosis of the femoral head(ONFH)under the system of non-uniform settlement during bone resorption and multidimensional composite bowstring working in coordination with the theory of liver-kidney and muscle-bone was explored.The key to the TCM pathogenesis of ONFH lies in the deficiency of the liver and kidney,and then the imbalance of kidney yin-yang leads to the disruption of the dynamic balance of bone formation and bone resorption mediated by osteoblasts-osteoclasts,which manifests as the elevated level of bone metabolism and the enhancement of focal bone resorption in the femoral head,and then leads to the necrosis and collapse of the femoral head.It is considered that the kidney dominates bone,liver dominates tendon,and the tendon and bone together constitute the muscle-bone-joint dynamic and static system of the hip joint.The appearance of collapse destroys the originally balanced muscle-bone-joint system.Moreover,the failure of liver blood in the nourishment of muscles and tendons further exacerbates the imbalance of the soft tissues around the hip joint,accelerates the collapse of the muscle-bone-joint dynamic and static system,speeds up the process of femoral head collapse,and ultimately results in irreversible outcomes.Based on the above pathogenesis,the systematic integrative treatment of ONFH should be based on the TCM holistic concept,focuses on the focal improvement of internal and external blood circulation of the femoral head by various approaches,so as to rebuild the coordination of joint function.Moreover,attention should be paid to the physical constitution of the patients,and therapy of tonifying the kidney and regulating the liver can be used to restore the balance between osteogenesis and osteoblastogenesis,and to reconstruct the muscle-bone-joint system,so as to effectively delay or even prevent the occurrence of ONFH.
5.Outcome analysis of functional mitral regurgitation after transcatheter aortic valve replacement in patients with severe bicuspid aortic stenosis
Da-Wei LIN ; Zi-Long WENG ; Feng ZHANG ; Wen-Zhi PAN ; Da-Xin ZHOU
Fudan University Journal of Medical Sciences 2024;51(1):34-40
Objective To explore the relationship between the types of bicuspid aortic valves(BAV)and the outcome of functional mitral regurgitation(FMR)and the affecting factors of FMR.Methods From Jun 2018 to Sep 2022,patients with severe BAV aortic valve stenosis(AS)complicated with FMR underwent post transcatheter aortic valve replacement(TAVR)in Zhongshan Hospital,Fudan University were retrospectively analyzed.The baseline information and imaging data of different BAV patients were collected.Logistic regression was used to analyze the factors affecting the outcome of FMR(improvement and non-improvement).Result A total of 100 patients with TAVR were included,including 49 patients with type 0 of BAV and 51 patients with type 1 of BAV.Compared with patients of type 1,patients of type 0 had younger age[(72.78±6.09)y vs.(77.00±8.35)y,P=0.050],lower male ratio(47%vs.73%,P= 0.009)higher BMI[(23.19±2.62)kg/m2 vs.(21.99±3.13)kg/m2,P=0.041],and lower incidence of aortic regurgitation(69%vs.92%,P=0.040).Compared with the non-improvement group,the improvement group had a lower incidence of coronary heart disease(5%vs.18%,P=0.042),higher incidence of pulmonary hypertension(20%vs.2%,P=0.007),larger left ventricular diastolic diameter[(51.98±6.74)mm vs.(48.04±7.72)mm,P=0.009]and higher maximum flow velocity[(4.86±0.95)cm/s vs.(4.47±0.75)cm/s,P= 0.023]of the aortic valve.The results of Logistic regression analysis showed that preoperative pulmonary hypertension,left ventricular end-diastolic diameter and maximum valvular flow velocity of BAV patients were the potential affecting factors of FMR improvement after TAVR.Conclusion No significant difference was found in FMR improvement between BAV patients of type 0 and type 1 after TAVR.For BAV patients with AS,preoperative pulmonary hypertension,larger left ventricular end-diastolic diameter,and faster aortic valve flow velocity were associated with higher FMR improvement rate.
6.Application of the OmniLogTM microbial identification system in the detection of the host spectrum for wild-type plague phage in Qinghai Plateau
Cun-Xiang LI ; Zhi-Zhen QI ; Qing-Wen ZHANG ; Hai-Hong ZHAO ; Long MA ; Pei-Song YOU ; Jian-Guo YANG ; Hai-Sheng WU ; Jian-Ping FENG
Chinese Journal of Zoonoses 2024;40(1):21-25
The growth of three plague phages from Qinghai Plateau in two Yersinia pestis strains(plague vaccine strains EV76 and 614F)and four non-Yersinia pestis strains(Yersinia pseudotuberculosis PTB3,PTB5,Escherichia coli V517,and Yersinia enterocolitica 52302-2)were detected through a micromethod based on the OmniLogTM microbial identification system and by the drop method,to provide a scientific basis for future ecological studies and classification based on the host range.For plague vaccine strains EV76 and 614F,successful phage infection and subsequent phage growth were observed in the host bacte-rium.Diminished bacterial growth and respiration and a concomitant decrease in color were observed with the OmniLogTM mi-crobial identification system at 33 ℃ for 48 h.Yersinia pseudotuberculosis PTB5 was sensitive to Yersinia pestis phage 476,but Yersinia pseudotuberculosis PST5 was insensitive to phage 087 and 072204.Three strains of non-Yersinia pestis(Yersinia pseudotuberculosis PTB3,Escherichia coli V517,and Yersinia enterocolitica 52302-2)were insensitive to Yersinia pestis pha-ges 087,072204,and 476 showed similar growth curves.The growth of phages 476 and 087,as determined with the drop method,in two Yersinia pestis strains(plague vaccine strains EV76 and 614F)and four non-Yersinia pestis strains(Yersinia pseudotuberculosis PTB3,Escherichia coli V517,and Yersin-ia enterocolitica 52302-2)showed the same results at 37 ℃,on the basis of comparisons with the OmniLogTM microbial i-dentification system;in contrast,phages 072204 did not show plaques on solid medium at 37 ℃ with plague vaccine strains EV76 and 614F.Determination based on the OmniLogTM detection system can be used as an alternative to the traditional determination of the host range,thus providing favorable application val-ue for determining the interaction between the phage and host bacteria.
7.The role of DNA methylation detection in the early diagnosis and prognosis of lung cancer
Xinwen ZHANG ; Shixuan PENG ; Qing YANG ; Jiating ZHOU ; Xuan ZHANG ; Zilan XIE ; Mengle LONG ; Qingyang WEN ; Yi HE ; Zhi LI ; Yongjun WU
Chinese Journal of Laboratory Medicine 2024;47(4):371-378
Lung cancer is the leading type of cancer death, and most patients with lung cancer are diagnosed at an advanced stage and have a very poor prognosis. Although low-dose computed tomography (LDCT) has entered the clinic as a screening tool for lung cancer, its false-positive rate is more than 90%. As one of the epigenetic modifications of research hotspots, DNA methylation plays a key role in a variety of diseases, including cancer.Hypermethylation of tumor suppressor genes and hypomethylation of proto-oncogenes are important events in tumorigenesis and development. Therefore, DNA methylation analysis can provide some useful information for the early screening, diagnosis, treatment and prognosis of lung cancer. Although invasive methods such as tissue biopsy remain the gold standard for tumor diagnosis and monitoring, they also have limitations such as inconvenience in sampling. In recent years, there has been a rapid development of liquid biopsy, which can detect primary or metastatic malignancies and reflect the heterogeneity of tumors. In addition, the blood sample can be collected in a minimally invasive or non-invasive format and is well tolerated in older and frail patients. This article explores some of the emerging technologies for DNA methylation analysis and provides an overview of the application of DNA methylation in the diagnosis and treatment of lung cancer.
8.Uniaxial endoscopic intervertebral fusion combined with pedicle screw fixation in treatment of lumbar degenerative diseases
Long TANG ; Jiazhuang ZHENG ; Fandong WANG ; Yuanbin LIU ; Zhaojun SONG ; Zhi ZHANG ; Miao WANG ; Yong ZHOU ; Huiyi LIU ; Yu CHEN
Chinese Journal of Tissue Engineering Research 2024;28(24):3873-3878
BACKGROUND:With the rapid development of minimally invasive spinal surgery and enhanced recovery after surgery,endoscopic intervertebral fusion techniques have gradually emerged and been widely used in clinical practice in recent years. OBJECTIVE:To analyze the early clinical efficacy of uniaxial spinal endoscopic intervertebral fusion combined with posterior percutaneous pedicle screw fixation in the treatment of lumbar degenerative diseases. METHODS:135 patients with lumbar degenerative diseases treated by uniaxial spinal endoscopic intervertebral fusion combined with posterior percutaneous pedicle screw fixation in the Suining Central Hospital from October 2020 to December 2021 were enrolled in this study.There were 59 males and 76 females,aged 47-79 years.The lower limb and lumbar pain was evaluated by visual analog scale and lumbar function was assessed by Oswestry disability index before the operation,1 week,1,and 6 months after the operation,and at the end of follow-up.The overall pain recovery of patients was evaluated by the scoring criteria for low back pain surgery of Spine Group of Chinese Orthopedic Association and the lumbar physiological curvature and intervertebral fusion were evaluated on lumbar lateral X-ray preoperatively and at the end of follow-up. RESULTS AND CONCLUSION:(1)The 135 patients were followed up for(17.8±3.0)months after surgery.There was 1 case of endplate injury,1 case of cerebrospinal fluid leakage,1 case of nerve root injury,1 case of intervertebral cage subsidence and displacement,1 case of chronic infection,and 1 case of pedicle screw rupture.The complication rate was 5.2%.(2)The lumbar visual analog scale score and Oswestry disability index significantly decreased in the waist and lower limbs at various time points postoperatively compared with those preoperatively in 135 patients(P<0.05).The scoring criteria for low back pain surgery of the Spine Group of the Chinese Orthopedic Association were significantly better at the last follow-up than that preoperatively in 135 patients(P<0.05).(3)At the last follow-up,there was no significant difference in physiological curvature of lumbar vertebra as compared with that preoperatively in 135 patients(P>0.05),with a fusion rate of 95.8%.(4)It is concluded that uniaxial spinal endoscopic intervertebral fusion combined with posterior percutaneous pedicle screw fixation in the treatment of lumbar degenerative diseases has shown satisfactory early clinical results and is a highly safe minimally invasive spinal surgery mode.
9.Propulsion deficits in hemiplegic gait of stroke patients
Liang ZHI ; Yulong WANG ; Qingfang ZHANG ; Yaqing HONG ; Meihua KE ; Quanquan LIU ; Jianjun LONG
Chinese Journal of Tissue Engineering Research 2024;28(35):5709-5715
BACKGROUND:The abnormal gait of stroke patients seriously affects their propulsive force during walking,which subsequently reduces their walking speed,walking distance,and stability,increases their risk of falls,and seriously affects their quality of life. OBJECTIVE:To review the relevant research on propulsive force deficits in stroke patients with hemiplegia,to summarize the understanding of existing researchers on propulsive force deficits,to analyze the relationship between propulsive force and gait,and finally to explain and compare the latest rehabilitation technologies used to improve propulsive force deficits,providing reference for clinical treatment. METHODS:Relevant literature was retrieved from WanFang,CNKI,PubMed,and Web of Science Core Collection through computer search.The Chinese and English search terms were"propulsive force OR propulsive,stroke OR cerebral infarction OR hemiplegia,walk* OR gait."The search time limit was from 2003 to 2023,and 71 articles were finally included for review and analysis. RESULTS AND CONCLUSION:Training targeting the hip and ankle joints may be more effective for patients'walking function,especially training with the application of flexible exoskeleton robots,but more sufficient evidence is still needed to use propulsion as a prognostic indicator of walking function in stroke patients.Biomechanical variables related to propulsive force include:the hip joint extension angle at terminal stance,ankle joint dorsiflexion torque,and knee joint extension.Damage to the corticospinal tract,cerebellar-cortical pathways,and the reticulospinal tract in hemiplegic patients are associated with reduced propulsive force and gait asymmetry.Propulsive force is crucial for the stability of healthy gait,and a decrease in propulsive force is unfavorable for gait stability.Gait symmetry is correlated with propulsive force,stride length symmetry,trunk displacement,and lower limb swing ability,with propulsive force being a key factor.Propulsive force can serve as a quantitative indicator for assessing the gait of hemiplegic patients,and evaluation of gait using propulsive force is beneficial for the long-term development of walking ability.Main rehabilitation techniques for improving propulsive force include:lower limb exoskeleton robot walking training,treadmill training combined with functional electrical stimulation,adaptive speed treadmill training,biofeedback technology,and whole-body vibration training.Among them,whole-body vibration training and biofeedback technology are more effective.The specific contributions and mechanisms of the hip,knee,and ankle joints in improving propulsive force are still controversial,but it is expected that the contributions of the hip and ankle joints are greater.Focusing on the improvement of propulsive force as a rehabilitation goal may yield more sustainable advancements in walking function.However,several current challenges persist in this field:understanding the neurobiological basis of propulsive force deficits in stroke patients,assessing the long-term efficacy of current rehabilitation techniques for enhancing propulsive force,and determining the most suitable patient populations for the application of major rehabilitation techniques aiming at improving propulsive force.These areas require further exploration by subsequent researchers.
10.Preparation of traditional Chinese medicine metal complexes supramolecular hydrogel and its multiple biological activity evaluation
Lin-ying WU ; Wen-min PI ; Xiao-yu LIN ; Yao-zhi ZHANG ; Ji-hui LU ; Xue-mei HUANG ; Peng-long WANG
Acta Pharmaceutica Sinica 2024;59(5):1306-1312
The effect of different concentrations of glycyrrhizic acid (GA) and Zn2+ on the self-assembly of metal complexes was investigated by forming metal complexes, and the properties and assembly mechanisms of the formed carrier-free supramolecular hydrogel were characterised. Scanning electron microscopy (SEM) and zeta potential were used to characterise the microscopic morphology and stability of the GA-Zn complex hydrogel, which had spherical-like particles of about 1 μm with good stability; the rheometer was used to detect its materialistic properties, which showed excellent stability, self-healing property and reversibility; through

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