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.Determination of ertapenem in human plasma by UPLC-MS/MS
Yi-Ran TAO ; Bo-Yu LIU ; Lei HU ; Si-Lu LIU ; Hai-Yan ZHAO ; Xue-Cai XUE ; Lin HUANG
The Chinese Journal of Clinical Pharmacology 2024;40(5):728-731
Objective A simple,sensitive and rapid ultra high performance liquid chromatography tandem mass spectrometry(UPLC-MS/MS)method was developed and validated for the determination of ertapenem in human plasma.Methods Using ertapenem-D4 as internal standard,the protein in plasma was precipitated with acetonitrile;chromatographic column:ACQUITY HSS T3(2.1 mm × 50.0 mm,1.8 μm);the mobile phase was 0.1%formic acid aqueous solution(containing 2 mmol·L-1 ammonium formate)-acetonitrile(0.1%formic acid),using a gradient elution;flow rate:0.4 mL·min-1,injection volume:1 μL,column temperature:45 ℃,the analysis time was 4.5 min,the scanning mode is positive ion selective reaction monitoring mode(SRM)with an electric spray ion source(ESI).The specificity,standard curve and lower limit of quantification,precision and recovery,matrix effect,dilution effect and stability were investigated.Results Ertapenem had a good linearity within 0.5-80.0μg·mL-1,and the standard curve was y=4.25 × 10-1x-2.64× 10-2(r2=0.999 0),the lower limit of quantification was 0.5 μg·mL-1,the relative standard deviation within and between batches is 1.39%-4.15%.The extraction recovery rate was 58.36%-64.57%,and the relative standard deviation of dilution effect was 3.30%,and the matrix effect was 99.71%-103.23%.The relative standard deviation of room temperature,repeated freeze-thaw,4 ℃,and long-term stability are all less than 10%.Conclusion The method is sensitive,rapid and specific,which is suitable for clinical monitoring of Ertapenem.
3.Immunotherapy for Colorectal Cancer
Hao-Ran XU ; Xiao-Yi ZHAO ; He NIE ; Hui WANG ; Qing-Lin ZHANG ; Qiang ZHAN
Progress in Biochemistry and Biophysics 2024;51(10):2570-2586
Improving the prognosis of patients with colorectal cancer (CRC) holds important clinical and social significance. Immunotherapy is an emerging therapy approach for cancers, which mainly include immune checkpoint inhibitors (ICI), immune vaccine and adoptive cell therapy. ICI have achieved good clinical translation in treatment of metastatic CRC with deficient DNA mismatch repair/high microsatellite instability (dMMR/MSI-H) status. The application of some ICI, such as PD-1 inhibitors pembrolizumab and nivolumab, in this type patients have been approved by the FDA. In addition,numerous positive results are acquired in clinical trials of neoadjuvant therapy for resectable dMMR/MSI-H CRC. These results greatly bolstered the exploration enthusiasm of CRC immunotherapy. However, the proficient DNA mismatch repair/microsatellite stability (pMMR/MSS) CRC, which accounting for the vast majority in related patients, hardly benefit from ICI therapy. Various combination strategies, mainly including ICI combined with traditional chemotherapy, radiotherapy, or targeted therapy, have been attempted to alter the “cold tumors” microenvironment characteristics of pMMR/MSS CRC in clinical trials, whereas no breakthrough results were reached. Theoretically, tumor vaccines are ideal choice to break down the barrier of insufficient immune infiltration in solid tumors. However, the outcomes of related clinical trials in CRC patents are not satisfactory, and partially due to the weak specificity of the applied tumor-associated antigens. Clinical studies of adoptive cell therapy in CRC are also actively underway. The favorable efficacy of tumor-infiltrating lymphocyte, cytokine-induced killer (CIK) and dendritic cell-CIK in CRC have been confirmed, while the CAR-T and TCR-T therapies need more exploration based on screening more suitable antigens and optimizing engineering design. In this review, we made a summary based on the mainline of clinical studies related to diverse immunotherapies, so as to clarify the progress of CRC immunotherapy and provide bases for exploration of better treatment options.
4.Locking compression plating for treatment of periprosthetic distal femur fractures in the aged
Yake LIU ; Zhenyu ZHOU ; Ran TAO ; Yi CAO ; Jianwei ZHU ; Youhua WANG ; Yue LU ; Hua XU ; Jiacheng XU ; Hongdong MA ; Jining SHEN ; Fengxiang ZHAO ; Kefan WU ; Fan LIU
Chinese Journal of Orthopaedic Trauma 2024;26(9):790-796
Objective:To explore the clinical outcomes of locking compression plating (LCP) in the treatment of periprosthetic fracture (PPF) of the distal femur in the aged patients.Methods:A retrospective study was performed to analyze the 31 aged patients who had been treated at Department of Orthopedic Surgery, The Affiliated Hospital to Nantong University for PPF of the distal femur with LCP between June 2012 and May 2023. There were 27 females and 4 males with an age of (80.2±6.1) years. According to the Unified Classification System (UCS), 18 PPFs were classified as type Ⅴ.3B1 and 6 PPFs as type Ⅴ.3B2 after total knee arthroplasty and 7 PPFs as type Ⅳ.3C after total hip arthroplasty. The patients were fixated with a lateral single plate in 25 cases, and with lateral and medial dual plates in 6 cases. The surgical time, intraoperative blood loss, hospitalization time, postoperative weight-bearing time, fracture healing time, and knee joint function and complications during follow-up were recorded.Results:For the 25 patients undergoing fixation with a lateral single plate, the surgical time was (58.7±7.9) minutes, the intraoperative blood loss (78.0±15.1) mL, the hospitalization time (6.9±1.6) days, the postoperative weight-bearing time (5.9±1.4) days, and the follow-up time 37 (15, 51) months. For the 6 patients undergoing fixation with lateral and medial dual plates, the surgical time was (186.6±9.8) minutes, the intraoperative blood loss (1,256.7±231.2) mL, the hospitalization time (17.8±3.3) days, the postoperative weight-bearing time (3.6±0.6) days, and the follow-up time 17 (16, 21) months. The fracture healing time was (14.9±2.0) and (18.7±2.6) weeks, respectively, for patients fixed with single and double steel plates. By the scoring criteria of the American Hospital for Special Surgery (HSS), the knee joint function was evaluated at the last follow-up as excellent in 10 cases and as good in 15 cases for the 25 patients undergoing fixation with a lateral single plate, and as good for all the 6 patients undergoing fixation with lateral and medial dual plates. No patient experienced such complications as incision infection, bone nonunion, or internal fixation failure during the follow-up period.Conclusions:LCP fixation can achieve satisfactory outcomes in the treatment of PPF of the distal femur in the aged patients. As fixation with a single lateral femoral plate is suitable for most of the aged patients with PPF of the distal femur, it can be used as the first choice. Fixation with dual plates can provide stronger stability, but its indications should be strictly controlled.
5.Research Progress in the Differentiation and Treatment of Precancerous Lesions of Gastric Cancer with Traditional Chinese Medicine in Recent 10 Years
Si-Zhong XU ; Jia-Qi LIU ; Yun-Ran LI ; Yi ZHAO
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(8):2219-2224
This paper reviewed the research progress in the differentiation and treatment of precancerous lesions of gastric cancer(PLGC)with traditional Chinese medicine(TCM)in the recent 10 years.PLGC refers to the intestinal metaplasia and dysplasia of gastric mucosa developed from chronic atrophic gastritis.As an intermediate stage between chronic atrophic gastritis and gastric cancer,PLGC progresses slowly.TCM has certain advantages in the treatment of PLGC.PLGC can be mainly differentiated as five TCM syndrome types:spleen-stomach weakness syndrome,damp-heat in the spleen and stomach syndrome,qi stagnation in the liver and stomach syndrome,stasis obstruction in the stomach collateral syndrome,and stomach-yin deficiency syndrome.The popularization of gastroscopy technology has promoted the development of microscopic syndrome differentiation of gastric diseases.The combination of microscopic syndrome differentiation and macroscopic syndrome differentiation provides more theoretical supports for the TCM syndrome differentiation and treatment of PLGC.The basic pathogenesis of PLGC is due to the weakness of spleen and stomach and the disordered qi movement in the spleen and stomach,complicated by the accumulation of pathological factors such as damp-heat,stasis-toxin,phlegm-damp,and then the stomach-yin will be consumed over time.An amount of clinical studies on the treatment of PLGC with Chinese medicine have been carried out in recent years.The Chinese medicine treatment of PLGC is mainly through benefiting qi and invigorating spleen,assisted by the methods of soothing liver and activating blood,resolving dampness and eliminating stasis,resolving stasis and removing toxins,and nourishing yin and benefiting stomach,so as to prevent the PLGC progressing to gastric cancer.There are few studies on acupuncture treatment of precancerous lesions of gastric cancer.Therefore,it is necessary to carry out more strict and standardized multi-center large-sample RCTs,and to further study the therapeutic mechanism of acupuncture and moxibustion for PLGC,in order to provide more high-level evidence for the treatment of PLGC with TCM therapy.
6.Research on the equity of Chinese medicine human resource allocation and its driving paths in China:An analysis based on fsQCA method
Yong-Yi GUAN ; Jing ZHAO ; Yun-Han SU ; Ya-Ru LI ; Xin-Ran WANG ; Xin-Yu LIU
Chinese Journal of Health Policy 2024;17(10):46-51
Objective:To analyze the equity of Traditional Chinese medicine(TCM)human resource allocation across 31 provinces in China and explore its influencing pathways,aiming to provide scientific reference for optimizing the allocation of TCM human resources.Methods:The Health Resource Density Index(HRDI)was employed to measure the equity of TCM human resource allocation in China,and the fuzzy-set qualitative comparative analysis(fsQCA)was utilized to explore the configurational pathways influencing this equity.Results:Based on the data from 2021,the HRDI of TCM human resources in China exhibited significant regional disparities,manifesting as a distribution pattern of"high in the east and low in the west."Three pathways promoting high equity were identified:the internal-external balance-driven pathway(H1),the economy-demand co-driven pathway(H2),and the government-led driving pathway(H3).Meanwhile,three pathways leading to low equity were also recognized:the economy-demand constraint pathway(L1)and the internal-external constraint pathways(L2、L3).Conclusion:There are notable regional disparities in the equity of TCM human resource allocation in China,with multiple factors jointly influencing this equity,among which population density serves as a core factor.In subsequent efforts to enhance equity,it is advisable to consider optimizing the synergies among multiple factors and implementing precise policies for different regions to promote efficient allocation and balanced development of TCM human resources.
7.Discussion on promoting patent conversion through standardized management in district tertiary hospitals
Ran YI ; Tianyu CAO ; Cuixin ZHAN ; Jing QU ; Yanan ZHAO ; Yingfeng WU
Chinese Journal of Medical Science Research Management 2024;37(3):210-215
Objective:This study aimed to analyze the specific measures and practical effects of standardizing the management of patent conversion work in a certain district tertiary hospital, aiming to provide valuable references and guidance for improving patent conversion management for other hospitals of the same level.Methods:This study selected a series of standardized management measures taken by the hospital from July 2022 to December 2023 as the research object, including but not limited to the approval process before patent application, the combing and optimization of the approval process of patent conversion application, and the formulation and implementation of the tax reduction system and other policies.Results:The smooth implementation of various standardized management patent transformation measures in the hospital effectively improved the efficiency of patent quality control and patent conversion. Specifically, it was reflected in the shortening of the ″application conversion contract signing″ period, as well as a significant increase in the total number of patent implementation conversions and the total amount of conversion contracts signed.Conclusions:By standardizing the management of hospital patent conversion, not only can the efficiency and success rate of patent conversion be effectively improved, but also can effectively promote the development of hospital innovation and conversion work.
8.Small-molecule drug design strategies for regulating protein phosphorylation modification
Wen-yan YANG ; Jia-yi WANG ; Feng-jiao LIN ; Ke-ran WANG ; Yu-zhuo WU ; Zhao-cheng WANG ; Qi-dong YOU ; Lei WANG ; Qiu-yue ZHANG
Acta Pharmaceutica Sinica 2024;59(11):2912-2925
Protein phosphorylation modification is an important mechanism of physiological regulation that is closely related to protein biological functions. In particular, protein kinases are responsible for catalyzing the phosphorylation process of proteins, and phosphatases are responsible for catalyzing the dephosphorylation process of phosphorylation-modified proteins, which together mediate the achievement of dynamic and reversible phosphorylation modifications of proteins. Abnormal phosphorylation levels of proteins contribute to the development of many diseases, such as cancer, neurodegenerative diseases, and chronic diseases. Therefore, rational design of small molecules to regulate protein phosphorylation is an important approach for disease treatment. Based on the mechanism of protein phosphorylation regulation, small molecule drug design strategies can be classified into three types, protein kinase modulators, phosphatase modulators, and bifunctional molecules with proximity-mediated mechanism. This review emphasizes the above three small molecule design strategies for targeting protein phosphorylation regulation, including molecular design ideas, research progress and current challenges, and provides an outlook on small molecule modulators targeting protein phosphorylation modification.
9.Chemical constituents from stems and leaves of Cratoxylum cochinchinense and their inhibitory effects on proliferation of synoviocytes in vitro.
Yong ZHANG ; Ni-Fei SHI ; Zhen XIE ; Yi-Meng ZHAO ; Cai-Huan LIANG ; Ya-Yuan DENG ; Ran WANG ; Yan-Ping LIU ; Yan-Hui FU
China Journal of Chinese Materia Medica 2023;48(18):5014-5023
The chemical constituents from the stems and leaves of Cratoxylum cochinchinense were isolated and purified using silica gel, ODS gel, and Sephadex LH-20 gel column chromatography, as well as preparative HPLC. The chemical structures of all isolated compounds were identified on the basis of their physicochemical properties, spectroscopic analyses, and the comparison of their physicochemical and spectroscopic data with the reported data in literature. As a result, 21 compounds were isolated from the 90% ethanol extract of the stems and leaves of C. cochinchinense, which were identified as cratocochine(1), 1-hydroxy-3,7-dimethoxyxanthone(2), 1-hydroxy-5,6,7-trimethoxyxanthone(3), ferrxanthone(4), 3,6-dihydroxy-1,5-dimethoxyxanthone(5), 3,6-dihydroxy-1,7-dimethoxyxanthone(6), 1,2,5-trihydroxy-6,8-dimethoxyxanthone(7), securixanthone G(8), gentisein(9), 3,7-dihydroxy-1-methoxyxanthone(10), pancixanthone B(11), garcimangosxanthone A(12), pruniflorone L(13), 9-hydroxy alabaxanthone(14), cochinchinone A(15), luteolin(16), 3,5'-dimethoxy-4',7-epoxy-8,3'-neolignane-5,9,9'-triol(17), N-benzyl-9-oxo-10E,12E-octadecadienamide(18), 15-hydroxy-7,13E-labdadiene(19), stigmasta-4,22-dien-3-one(20), and stigmast-5-en-3β-ol(21). Among these isolates, compound 1 was a new xanthone, compounds 2-5, 7, 8, 12, and 16-21 were isolated from the Cratoxylum plant for the first time, and compounds 11 and 13 were obtained from C. cochinchinense for the first time. Furthermore, all isolated compounds 1-21 were appraised for their anti-rheumatoid arthritis activities by MTS method through measuring their anti-proliferative effect on synoviocytes in vitro. As a result, xanthones 1-15 displayed notable anti-rheumatoid arthritis activities, which showed inhibitory effects on the proliferation of MH7A synoviocytes with the IC_(50) values ranging from(8.98±0.12) to(228.68±0.32) μmol·L~(-1).
Synoviocytes
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Clusiaceae/chemistry*
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Xanthones/analysis*
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Plant Leaves/chemistry*
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Cell Proliferation
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Arthritis
10.LC-MS fingerprint and multi-indicator components analysis of classical formula Gualou Xiebai Banxia Decoction.
Xiao-Lin CHEN ; Xue-Chun WANG ; Guo-Yu BAI ; Yi-Ran ZHAO ; Hao-Yuan ZENG ; Cheng-Feng GAO ; Na LI ; Ying XIAO ; Xi-Qing BIAN
China Journal of Chinese Materia Medica 2023;48(16):4381-4393
This study developed an optimal pre-processing technique for the reference substance of the classic formula Gualou Xiebai Banxia Decoction(GXBD) and established a comprehensive quality control method for GXBD reference substance to provide a reference for its overall quality evaluation. The authors prepared 15 batches of GXBD samples and innovatively used the extracted ion chromatogram under the base peak chromatogram mode to establish a liquid chromatography-mass spectrometry(LC-MS) fingerprint, identify characteristic peaks, and perform quantitative analysis of indicator components. The yield of the 15 batches of GXBD samples ranged from 50.28% to 76.20%. In the positive ion mode, 12 common characteristic peaks were detected in the LC-MS fingerprint, and the structures of five common peaks were identified by comparison with reference standards. The similarity between the fingerprint profiles of different batches of samples and the reference fingerprint profile ranged from 0.920 to 0.984. Finally, liquid chromatography-triple quadrupole mass spectrometry(LC-QQQ/MS) in multiple reaction monitoring(MRM) mode was used to determine the content of eight indicator components in GXBD, including loliolide, chrysoeriol, rutin, cucurbitacin D, macrostemonoside Ⅰ, 25S-timosaponin B Ⅱ, 25R-timosaponin B Ⅱ, and peptide proline-tryptophan-valine-proline-glycine(PWVPG). The method established in this study can reduce matrix interference in the compound, and it has good accuracy, stability, and practical value. It effectively reflects the quality attributes of GXBD samples and can be used for the comprehensive quality control of GXBD.
Chromatography, Liquid
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Tandem Mass Spectrometry/methods*
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Drugs, Chinese Herbal/chemistry*
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Proline
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Chromatography, High Pressure Liquid/methods*

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