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.Clinical and pathological analysis of 345 cases of vulvar lichen sclerosus and a preliminary study on the frequency of maintenance treatment.
Xiao Yi SUN ; Yin Ping XIAO ; Yi Xin SUN ; Qi ZHANG ; Qing CONG
Chinese Journal of Obstetrics and Gynecology 2024;59(1):56-63
Objective: To analyze and summarize the clinical and pathological characteristics, management, and efficacy of patients with vulvar lichen sclerosus (VLS) through a single center large sample study, and preliminarily to explore the frequency of maintenance treatment medication for VLS. Methods: The clinical data of VLS patients in Obstetrics and Gynecology Hospital of Fudan University from 2018 to 2021 were retrospectively collected. The clinicopathological characteristics (patients' age, course of disease, complicated disease history, family history, symptoms, signs and pathology), treatment and effects were retrospectively analyzed. The patients in the maintenance treatment stage were followed up regularly to explore the minimum frequency of individual medication to maintain the stability of the disease. Results: (1) General situation: a total of 345 patients with VLS were included in this study. The average age was (50.4±14.7) years (ranged from 8 to 84 years old), prevalence was highest in the 50-59 years group (30.1%, 104/345). Immune diseases occurred in 18.6% (33/177) of patients, 24.3% (43/177) of patients had allergic skin diseases, and 5.6% (10/177) of the patients' immediate family members had chronic vulvar pruritus or vulvar hypopigmentation. (2) Clinical features: the most common symptom was vulvar pruritus (96.1%, 196/204) among 204 patients with recorded symptoms. The most common sign was hypopigmentation of the vulva (96.3%, 206/214). The most common involved sites were labia minora (70.3%, 142/202), labia majora (67.8%, 137/202), and labial sulcus (59.4%, 120/202). The cumulative number of sites involved in 62 vulvar atrophy patients (2.7±1.1) was significantly higher than that in 152 non-atrophy patients (2.2±1.0; t=3.48, P=0.001). The course of vulvar atrophy was (9.3±8.5) years, which was significantly longer than that of non-atrophy patients [(6.6±5.6) years; t=2.04, P=0.046]. (3) Pathological features: among the 286 patients with electronic pathological sections, the most common pathological feature in the epidermis was epithelial nail process passivation (71.3%, 204/286). The common pathological features in the dermis were interstitial collagenization (84.6%, 242/286), and inflammatory cell infiltration (73.8%, 211/286). (4) Treatment: 177 patients received standardized treatment after diagnosis and were followed up regularly in our hospital. In the initial treatment stage, 26.0% (46/177) of the patients were treated with 0.05% clobetasol propionate cream, and 74.0% (131/177) of the patients were treated with 0.1% mometasone furoate ointment. The complete remission rates of the two methods were respectively 80.4% (37/46) and 74.0% (97/131), and there was no statistically significant difference (χ²=0.76, P=0.385). During maintenance treatment, 27.1% (48/177) of the patients took the medication twice a week, 35.0% (62/177) took the medication once a week, and 37.9% (67/177) took the medication once every 10 days. During follow-up after 6 months of maintenance treatment, there were no patients with recurrence of pruritus or progression of vulvar signs. Conclusions: The majority of VLS patients have itching, hypopigmentation, involvement of labia minora and labia majora, progressive atrophy, and inflammatory infiltration of dermis. Local treatments of mometasone furoate and clobetasol propionate have good initial therapeutic effects. The frequency exploration of individualized maintenance treatment could minimize the occurrence of adverse reactions when ensuring the stability of the patients' condition.
Female
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Humans
;
Child
;
Adolescent
;
Young Adult
;
Adult
;
Middle Aged
;
Aged
;
Aged, 80 and over
;
Vulvar Lichen Sclerosus/pathology*
;
Clobetasol/adverse effects*
;
Retrospective Studies
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Mometasone Furoate/therapeutic use*
;
Pruritus/drug therapy*
;
Atrophy/drug therapy*
;
Hypopigmentation/drug therapy*
3.Effect of Ultrasound-guided Superficial Parasternal Intercostal Plane Block on The Quality of Recovery in Patients Undergoing Sternotomy Cardiac Surgery
Yi LIAO ; Qi LI ; Xiaoe WANG ; Mingying ZHAN ; Li XIAO ; Yu CHEN
Journal of Sun Yat-sen University(Medical Sciences) 2024;45(2):297-309
ObjectiveThis study aims to explore the effect of ultrasound-guided superficial parasternal intercostal plane block on the quality of recovery and postoperative analgesia in patients undergoing sternotomy cardiac surgery. MethodsA total of 64 patients undergoing sternotomy cardiac surgery were selected for this study. They were randomly divided into two groups: one group received a superficial parasternal intercostal plane block with ropivacaine (the ropivacaine group), while the other was given normal saline (the normal saline group). The primary outcome was the Quality of Recovery-15 (QoR-15) score on postoperative day 1 in both groups, accompanied by a comparative analysis of the pain score and opioid usage. ResultsCompared with the normal saline group, the ropivacaine group exhibited a significantly higher QoR-15 score on postoperative day 1[(89.60±13.24) vs (81.18±12.78), P=0.012]. The numerical rating scale at rest was significantly lower[(3.03±0.72) vs (4.26±0.93), P<0.001], and the numerical rating scale during coughing was also significantly reduced [(4.40±0.89) vs (5.44±1.05), P<0.001]. Concurrently, the cumulative morphine equivalent consumption during the initial 24 h postoperatively was significantly lower in patients who were administered the ropivacaine [14.15 (4.95~30.00) mg vs 40.50 (19.25~68.18) mg, P=0.002], and there was also a notable decrease in the rescue analgesia [0.00 (0.00~0.00) mg vs 0.00 (0.00~100.00) mg, P=0.007]. ConclusionUltrasound-guided superficial parasternal intercostal plane block can significantly enhance the overall quality of recovery in patients undergoing sternotomy cardiac surgery on postoperative day 1. The technique contributes to improved postoperative analgesic effects and a reduction in opioid usage, thereby facilitating early postoperative recovery.
4.Inflammatory and Immunomodulatory Effects of Tripterygium wilfordii Multiglycoside in Mouse Models of Psoriasis Keratinocytes.
Shuo ZHANG ; Hong-Jin LI ; Chun-Mei YANG ; Liu LIU ; Xiao-Ying SUN ; Jiao WANG ; Si-Ting CHEN ; Yi LU ; Man-Qi HU ; Ge YAN ; Ya-Qiong ZHOU ; Xiao MIAO ; Xin LI ; Bin LI
Chinese journal of integrative medicine 2024;30(3):222-229
OBJECTIVE:
To determine the role of Tripterygium wilfordii multiglycoside (TGW) in the treatment of psoriatic dermatitis from a cellular immunological perspective.
METHODS:
Mouse models of psoriatic dermatitis were established by imiquimod (IMQ). Twelve male BALB/c mice were assigned to IMQ or IMQ+TGW groups according to a random number table. Histopathological changes in vivo were assessed by hematoxylin and eosin staining. Ratios of immune cells and cytokines in mice, as well as PAM212 cell proliferation in vitro were assessed by flow cytometry. Pro-inflammatory cytokine expression was determined using reverse transcription quantitative polymerase chain reaction.
RESULTS:
TGW significantly ameliorated the severity of IMQ-induced psoriasis-like mouse skin lesions and restrained the activation of CD45+ cells, neutrophils and T lymphocytes (all P<0.01). Moreover, TGW significantly attenuated keratinocytes (KCs) proliferation and downregulated the mRNA levels of inflammatory cytokines including interleukin (IL)-17A, IL-23, tumor necrosis factor α, and chemokine (C-X-C motif) ligand 1 (P<0.01 or P<0.05). Furthermore, it reduced the number of γ δ T17 cells in skin lesion of mice and draining lymph nodes (P<0.01).
CONCLUSIONS
TGW improved psoriasis-like inflammation by inhibiting KCs proliferation, as well as the associated immune cells and cytokine expression. It inhibited IL-17 secretion from γ δ T cells, which improved the immune-inflammatory microenvironment of psoriasis.
Male
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Animals
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Mice
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Tripterygium
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Psoriasis/drug therapy*
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Keratinocytes
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Skin Diseases/metabolism*
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Cytokines/metabolism*
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Imiquimod/metabolism*
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Dermatitis/pathology*
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Disease Models, Animal
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Mice, Inbred BALB C
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Skin/metabolism*
5.Establishment of SHERLOCK-HBA Detection Method and Its Application in Blood Identification
Qian-Wei YAO ; Hong-Xia HE ; Sheng HU ; Yi-Xia ZHAO ; Yu LUO ; An-Quan JI ; Qi-Fan SUN
Progress in Biochemistry and Biophysics 2024;51(8):1971-1982
ObjectiveRapid and accurate identification of body fluid traces at crime scenes is crucial for case investigation. Leveraging the speed and sensitivity of nucleic acid detection technology based on SHERLOCK, our research focuses on developing a peripheral blood SHERLOCK-HBA detection system to detect mRNA in forensic practice. MethodsShort crRNA fragments targeting the blood-specific mRNA gene HBA were designed and screened, alongside RPA primers. Optimal RPA primers were selected based on specificity and amplification efficiency, leading to the establishment of the RPA system. The most efficient crRNA was chosen based on relative fluorescence units (RFU) generated by the Cas protein reaction, and the Cas protein reaction system was constructed to establish the SHERLOCK-HBA detection method. The RPA and Cas protein reaction systems in the SHERLOCK detection system were then individually optimized. A total of 79 samples of five body fluids were tested to evaluate the method’s ability to identify blood, with further verification through species-specific tests, sensitivity tests, mixed spots detection, aged samples, UV-irradiated samples, and actual casework samples. ResultsThe SHERLOCK reaction system for the peripheral blood-specific marker HBA was successfully established and optimized, enabling detection within 30 min. The method demonstrated a detection limit of 0.001 ng total RNA, better than FOB strip method and comparable to RT-PCR capillary electrophoresis. The system could detect target body fluids in mixed samples and identify blood in samples stored at room temperature for three years and exposed to UV radiation for 32 h. Detection of 11 casework samples showed performance comparable to RT-PCR capillary electrophoresis. ConclusionThis study presents a CRISPR/Cas-based SHERLOCK-HBA detection system capable of accurately, sensitively, and rapidly identifying blood samples. Introducing CRISPR/Cas technology to forensic body fluid identification represents a significant advancement in applying cutting-edge molecular biology techniques to forensic science.The method’s simplicity, shorter detection time, and independence from specialized equipment make it promising for rapid blood sample identification in forensic cases.
6.Exploration of Therapeutic Effect of Wujiwan on Inflammatory Bowel Disease in Rats Based on PPARγ Signaling Pathway and T-cell Immunoregulation
Shiyun GUO ; Yuxuan GUO ; Yi SUN ; Xiaoxin ZHU ; Yujie LI ; Ying CHEN ; Qing YANG ; Yajie WANG ; Qi LI ; Xiaogang WENG ; Zhihao DENG
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(23):237-245
ObjectiveThis study explores the efficacy and pharmacological mechanism of Wujiwan in rats with inflammatory bowel disease (IBD) from the perspectives of the peroxisome proliferator-activated receptor γ (PPARγ) signaling pathway and T-cell immunity, providing reference for the treatment of IBD with traditional Chinese medicine. MethodThe study involved administering 2,4,6-trinitrobenzenesulfonic acid (TNBS) enemas to 35 rats to induce acute IBD. After 24 hours, the animals were divided into the following groups: normal group, model group, Wujiwan treatment group, and positive drug control group. Each group received gastric gavage for 8 consecutive days before the rats were dissected to compare the disease activity index (DAI) of the rat colon tissue, the colon mucosal damage index (CMDI), and the spleen index. Enzyme-linked immunosorbent assay (ELISA) was used to measure the levels of interleukin-1β (IL-1β), interleukin-10 (IL-10), and tumor necrosis factor-α (TNF-α) in the serum. Quantitative real-time polymerase chain reaction (Real-time PCR) was used to determine the mRNA expression levels of T-bet (T-box expressed in T cells) and Gata3 (Gata-binding protein-3) in the colon tissue. Western blot analysis was conducted to detect the protein expression levels of PPARγ, T-bet, and nuclear factor-κB p65 (NF-κB p65) in the rat colon. ResultThe rat model of IBD was successfully established. Compared with the model group, the Wujiwan treatment group showed reduced DAI, CMDI, and spleen index, decreased content of TNF-α in the serum(P<0.01), significantly increased content of IL-10(P<0.01), and elevated mRNA content of T-bet and Gata3(P<0.05) in the colon tissue. The expression of PPARγ protein was augmented(P<0.05), and the expression of T-bet and NF-κB p65 protein was decreased(P<0.05,P<0.01). ConclusionWujiwan activates or upregulates PPARγ expression in IBD rats to inhibit the generation of pro-inflammatory factors, participates in the inflammatory immune process, and alleviates inflammatory reactions. Its mechanism may involve regulating the NF-κB pathway through PPARγ, enhancing Th2 cell transcription expression, and reducing Th1 cell transcription.
7.A Review of Theoretical Research on Interpretation of Scientific Connotation of Compatibility of Traditional Chinese Medicine Compounds
Shiyun GUO ; Zhihao DENG ; Yan LI ; Yuxuan GUO ; Xiaoxin ZHU ; Yujie LI ; Ying CHEN ; Qing YANG ; Yi SUN ; Yajie WANG ; Qi LI ; Weiyan CAI ; Xiaogang WENG
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(23):338-344
Traditional Chinese medicine (TCM) has a long history of application in China and has consistently played a vital role in treating diseases and saving lives. TCM prescriptions (compounds) constitute the primary form of clinical TCM treatment and significantly differ from western medicine (chemicals) due to the diverse composition and chemical constituents of TCM (compounds). Nevertheless, the potential multi-component, multi-target, and multi-pathway action characteristics of TCM prescriptions also demonstrate their possible (complementary) therapeutic advantages when compared with single-component chemical drugs. Therefore, driven by the development of modern science and technology and the demands of the modernization and internationalization of TCM, modern theories regarding the complexity of TCM prescription effects have been continuously proposed: Different from the abstract language of traditional prescription theory, the modern TCM prescription theory is more inclined to illustrate the connotation of prescription compatibility concretely and vividly from an experimental and scientific perspective. In this paper, new theories on the complexity of TCM prescriptions proposed in recent years are summarized to provide research references and ideas for the greater role of TCM prescriptions and a better scientific understanding.
8.Expression profile and function of miRNAs in macrophages infected with Mycobacterium
Ping-ping JIA ; Yi ZHANG ; Shi-ze PENG ; Qian-qian ZHAO ; Xiao-xiao WU ; Fang-qi SHEN ; Kai SUN ; Shan CEN
Acta Pharmaceutica Sinica 2024;59(6):1674-1679
The interaction between
9.Clinical Observation on Chaihu Shugansan Combined with Xuanfu Daizhetang in Treating Barrett's Esophagus with Liver-stomach Disharmony
Xiao WANG ; Xiaosu WANG ; Bingduo ZHOU ; Guangsu XIONG ; Qi YU ; Ji SUN ; Yun ZHOU ; Yi JING ; Shengliang ZHU ; Li LI
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(24):10-17
ObjectiveTo observe the clinical efficacy and safety of Chaihu Shugansan combined with Xuanfu Daizhetang (CHSG-XFDZ) in the management of Barrett's esophagus (BE) with liver-stomach disharmony. MethodA randomized, parallel, controlled, double-blind clinical trial was conducted. BE patients who met the inclusion criteria were randomized into an observation group and a control group, with 34 patients in each group. The observation group was treated with CHSG-XFDZ combined with omeprazole capsules, and the control group was treated with CHSG-XFDZ mimetic combined with omeprazole capsules. Both groups were treated for 12 weeks. The traditional Chinese medicine (TCM) symptom scores, response rate, BE lesion area, BE pathological changes, and bile acid profile were taken as the indicators to jointly evaluate the clinical efficacy and safety of the two groups. ResultA total of 62 patients who completed the trial were included for statistical analysis, including 32 in the observation group and 30 in the control group. There were no statistically significant differences in baseline demographics or disease characteristics between two groups, which suggested that the two groups were comparable. The total response rate in the observation group was 93.7% (30/32), which was higher than that (60.0%, 18/30) in the control group (χ2=24.766, P<0.05). After treatment, the response rate regarding the pathological changes in the observation group was 62.5% (20/32), which was higher than that (23.3%, 7/30) in the control group (χ2=10.270, P<0.05). The response rate regarding the BE lesion area change in the observation group was 21.9% (7/32), which had no statistically significant difference from that (6.7%, 2/30) in the control group, which indicated that the advantages of the two regimens were not obvious in terms of reducing the area of BE lesions. Compared with the control group after treatment, the observation group regulated the bile acid profile, which pointed out the direction for further exploring the mechanism of CHSG-XFDZ in treating BE. Neither group showcased adverse reactions with clinical significance during the treatment period. ConclusionCHSG-XFDZ outperformed the control group in terms of alleviating TCM symptoms, ameliorating pathological changes, and improving the bile acid profile in the BE patients with liver-stomach disharmony. It demonstrates certain potential in reducing the lesion area. This formula is safe and effective in treating BE patients with liver-stomach disharmony and deserves further clinical research and widespread application.
10.Mechanism of Morinda officinalis iridoid glycosides alleviates bone deterioration in type II collagen-induced arthritic rats through down-regulating GSK-3β to inhibit JAK2/STAT3 and NF-κ B signaling pathway
Yi SHEN ; Yi-qi SUN ; He-ming LI ; Xin-yuan YE ; Jin-man DU ; Rong-hua BAO ; Quan-long ZHANG ; Lu-ping QIN ; Qiao-yan ZHANG
Acta Pharmaceutica Sinica 2024;59(10):2763-2772
This study aimed to investigate the therapeutic effects of

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