1.Prediction analysis of the number of pre-hospital emergency ambulance trips in Handan based on the LPro Ensemble Model
Feng TIAN ; Chengcheng BI ; Penghui LI ; Haifang ZHANG ; Tingting ZHAO ; Zhenjie YANG ; Xian WANG ; Jiaxuan GU ; Shitao ZHOU ; Zengjun JIN ; Zhen WANG ; Feifei ZHAO ; Xianhui SU ; Longqiang ZHANG ; Saicong LU
Chinese Journal of Emergency Medicine 2025;34(11):1530-1537
Objective:To investigate the application of time series models in forecasting pre-hospital emergency ambulance trips in Handan City and develop the LPro ensemble model for improved prediction accuracy to support emergency resource allocation.Methods:Pre-hospital emergency data from Handan Emergency Medical Command Center (2019-2023) were retrospectively analyzed. From 324 799 original records, 289 949 valid records were included after cleaning. The training set (2019-2022: 215 918 records) included 35 527 records in 2019, 52 015 in 2020, 61 836 in 2021, and 66 540 in 2022. The validation set (2023) contained 74 031 records. ARIMA, linear trend seasonal, exponential smoothing, and Prophet models were fitted to the training set. The LPro ensemble model was constructed using MAPE-based weighting (linear trend seasonal model: 0.38, Prophet: 0.62). Performance metrics included MAPE, RMSE, MAE, and R 2. Results:Data showed annual growth (compound annual growth rate 23.27%) and seasonal patterns (October peaks, February troughs). Ambulance dispatches increased annually with monthly cyclical patterns. For 2023 validation predictions: ARIMA (MAPE 8.76%, RMSE 619, MAE 491, R 2 0.4563), linear trend seasonal (MAPE 9.83%, RMSE 671, MAE 545, R 2 0.3608), Prophet (MAPE 8.43%, RMSE 562, MAE 503, R 2 0.5513), exponential smoothing (MAPE 8.08%, RMSE 643, MAE 410, R 2 0.4124). LPro model showed superior performance (MAPE 7.05%, RMSE 491, MAE 393, R 2 0.6570), with 16.37% lower MAPE, 12.63% lower RMSE, 21.87% lower MAE, and 19.17% higher R 2 versus Prophet. Conclusion:The LPro ensemble model substantially enhances prediction accuracy and reliability, offering scientific support for emergency resource optimization and dispatch scheduling in Handan City.
2.Advances of vascular and blood flow changes in macular area and their relationship with visual prognosis in patients with idiopathic macular hole
Jiaxuan ZHANG ; Qi WANG ; Ying XIAO
Chinese Journal of Experimental Ophthalmology 2025;43(2):186-192
In recent years, idiopathic macular hole (IMH) surgery has a very high success rate due to the development of small-gauge vitrectomy, while the recovery of visual acuity is not satisfactory.Current studies have found that continuity of retinal blood vessels in the macular area and changes in retinal and choroidal perfusion are closely related to the formation and healing of MH, and have a significant impact on the visual prognosis in IMH patients.This article reviews the research progress on variations of parameters for retinal and choroidal vessels in IMH patients, as well as their relationship with visual prognosis.For retinal parameters, the changes in the foveal avascular zone, superficial and deep capillary plexus density, paracentral intraretinal cystoid spaces, retinal vessels position are discussed.Relevant research related to choroidal blood flow perfusion changes and the effects of different surgical methods on macular perfusion in patients with IMH are summarized to provide basis for further understanding the etiology and prognosis of IMH.
3.Erratum to: Advantages of contrast-enhanced ultrasound in the localization and diagnostics of sentinel lymph nodes in breast cancer.
Qiuhui YANG ; Yeqin FU ; Jiaxuan WANG ; Hongjian YANG ; Xiping ZHANG
Journal of Zhejiang University. Science. B 2025;26(3):302-302
The original version of this article (Yang et al., 2023) unfortunately contained a mistake. In Acknowledgments, the funding information for the Zhejiang Provincial Natural Science Foundation of China (No. LBY21H160001) was wrong. The correct funding should be the Zhejiang Health Science and Technology Project (No. 2022KY682), China.
4.Optimized lipid nanoparticles enable effective CRISPR/Cas9-mediated gene editing in dendritic cells for enhanced immunotherapy.
Kuirong MAO ; Huizhu TAN ; Xiuxiu CONG ; Ji LIU ; Yanbao XIN ; Jialiang WANG ; Meng GUAN ; Jiaxuan LI ; Ge ZHU ; Xiandi MENG ; Guojiao LIN ; Haorui WANG ; Jing HAN ; Ming WANG ; Yong-Guang YANG ; Tianmeng SUN
Acta Pharmaceutica Sinica B 2025;15(1):642-656
Immunotherapy has emerged as a revolutionary approach to treat immune-related diseases. Dendritic cells (DCs) play a pivotal role in orchestrating immune responses, making them an attractive target for immunotherapeutic interventions. Modulation of gene expression in DCs using genome editing techniques, such as the CRISPR-Cas system, is important for regulating DC functions. However, the precise delivery of CRISPR-based therapies to DCs has posed a significant challenge. While lipid nanoparticles (LNPs) have been extensively studied for gene editing in tumor cells, their potential application in DCs has remained relatively unexplored. This study investigates the important role of cholesterol in regulating the efficiency of BAMEA-O16B lipid-assisted nanoparticles (BLANs) as carriers of CRISPR/Cas9 for gene editing in DCs. Remarkably, BLANs with low cholesterol density exhibit exceptional mRNA uptake, improved endosomal escape, and efficient single-guide RNA release capabilities. Administration of BLANmCas9/gPD-L1 results in substantial PD-L1 gene knockout in conventional dendritic cells (cDCs), accompanied by heightened cDC1 activation, T cell stimulation, and significant suppression of tumor growth. The study underscores the pivotal role of cholesterol density within LNPs, revealing potent influence on gene editing efficacy within DCs. This strategy holds immense promise for the field of cancer immunotherapy, offering a novel avenue for treating immune-related diseases.
5.Relationship between serum prolactin and mild cognitive impairment in postmenopausal women with type 2 diabetes mellitus
Jiaxuan JIANG ; Zhou ZHANG ; Jin WANG ; Xiang XU ; Yingwen MIAO ; Qun DING ; Congcong YU ; Yinjiao HOU ; Shihua CHEN ; Yan BI
Chinese Journal of Diabetes 2025;33(9):673-677
Objective To investigate the relationship between prolactin and mild cognitive impairment(MCI)in postmenopausal women with type 2 diabetes mellitus(T2DM).Methods A total of 319 postmenopausal women with T2DM who were hospitalized in the Department of Endocrinology,Drum Tower Hospital,Affiliated Hospital of Medical School,Nanjing University were enrolled in this study from August 2016 to October 2023.All the patients were divided into two groups according whether they had MCI:T2DM group(n=161)and MCI group(n=158).Differences in clinical characteristics were compared between the two groups.Pearson correlation was used to analyze the correlation between sex hormones and cognitive domains,and Logistic regression analysis was used to evaluate the influencing factors for MCI development.Results Serum prolactin levels were significantly lower in the MCI group than in the T2DM group[(5.5±2.1)vs(7.2±2.9)μg/L,P<0.05].Serum prolactin level was positively correlated with mini-mental state examination score,Montreal cognitive assessment score,immediate memory score,visuopatial constructional score,attention score and hippocampal volume(P<0.05),and negatively correlated with processing speed test(time)and executive function test(time)(P<0.05).Logistic regression analysis demonstrated that serum prolactin level was an influencing factor for the risk of MCI in postmenopausal women with T2DM(OR 0.715,95%CI 0.605~0.845,P<0.01).Conclusions The decrease of serum prolactin level is associated with an increased risk of MCI in postmenopausal women with T2DM.
6.Preoperative plasma adiponectin predicts electroconvulsive therapy response in patients with depression
Shaoxing WANG ; Zhiguo LI ; Jiaxuan HUANG ; Xinyi LIU ; Xinxin ZHENG ; Yanqing ZHANG
Chinese Journal of Nervous and Mental Diseases 2025;51(10):601-607
Objective To investigate the potential role of plasma adiponectin concentration in predicting the response of patients with depression to electroconvulsive therapy(ECT).Methods This study enrolled depressive patients scheduled for ECT at the First Hospital of Shanxi Medical University between January 2022 and March 2024.Patients were categorized as either ECT responders(>50%reduction)or non-responders(≤50%reduction)based on post-ECT reduction rate of the 24-item Hamilton depression scale(HAMD)scores from baseline.Plasma adiponectin levels were measured in all patients before their first ECT treatment.To identify predictors of ECT response in patients with depression,the predictive value of plasma adiponectin was evaluated using receiver operating characteristic(ROC)curve analysis.Results A total of 80 patients with depression were enrolled including 44 in the ECT-responsive group and 36 in the non-responsive group.The plasma adiponectin level was significantly higher in the responsive group than in the non-responsive group[5.67(3.64,10.55)μg/mL vs.4.01(2.59,5.04)μg/mL,P=0.002].Pearson correlation analysis revealed a significant positive correlation between plasma adiponectin levels and the HAMD reduction rate(r=0.300,P=0.007).Multivariate logistic regression analysis showed that plasma adiponectin was independently associated with the response to ECT in patients with depression(OR=1.218,95%CI:1.009-1.470,P=0.040).Furthermore,ROC curve analysis demonstrated that the area under the curve(AUC)for adiponectin in predicting ECT response was 0.748(95%CI:0.583-0.813).Conclusion Pretreatment plasma adiponectin may serve as a potential biomarker for predicting response to ECT in patients with depression.
7.A study on optimization of the CAR-γδ T cell manufacturing process
Jiaxuan ZHAO ; Yixuan WANG ; Gaohui TIAN ; Jiangzhou SHI ; Tongcun ZHANG
China Oncology 2025;35(11):1019-1031
Background and purpose:In recent years,chimeric antigen receptor T(CAR-T)cell therapy has achieved breakthrough progress in cancer treatment.γδ T cells,with their non-major histocompatibility complex(MHC)-restricted antigen recognition,broad antitumor activity,and low risk of graft-versus-host disease(GVHD),have garnered significant interest in CAR-γδ T cell therapy.However,critical challenges including suboptimal in vitro expansion and low viral transduction efficiency severely hinder the research and clinical application of CAR-γδ T cells.This study aimed to establish an efficient platform for preparing CAR-γδ T cells by optimizing the in vitro expansion conditions of γδ T cells and refining lentiviral transduction strategies.Methods:We first optimized the expansion protocol for γδ T cells by screening various cytokine combinations and the concentrations of individual cytokines within combination,and evaluating cell purity,viability,fold expansion,and expressions of cytotoxicity and exhaustion markers to identify the optimal culture conditions.Subsequently,the transduction conditions for CAR-γδ T cells were improved by determining the optimal activation duration of γδ T cells prior to gene transfer,as well as the optimal multiplicity of infection(MOI)for lentiviral transduction.Finally,CAR-γδ T cells were successfully generated using the optimized protocol,and their cytotoxic activity against target cells was validated via calcein-release assay and flow cytometry,with a preliminary assessment of the potential risk of GVHD induction.Results:Experimental data demonstrated that,compared with the interleukin(IL)-2-only culture,the IL-2+IL-7+IL-15 combination significantly enhanced the expansion capacity of γδ T cells(876.50±238.35-fold vs 1 627.50±472.15-fold),cell purity(73.67%±1.53%vs 90.69%±2.00%),and cell viability(63.01%±7.05%vs 89.00%±3.61%).It also increased the expression of the cytotoxicity marker CD16(4.20%±1.73%vs 14.66%±0.58%)and reduced the expression of the exhaustion marker programmed death-1(PD-1)(35.67%±6.26%vs 21.10%±6.49%).A cytokine concentration gradient orthogonal assay further identified 10 ng/mL IL-7 and 10 ng/mL IL-15 as the optimal concentrations within the IL-2+IL-7+IL-15 combination.Gene transduction performed 96-120 h after activation using a multiplicity of infection(MOI)of 5-10 resulted in the highest transduction efficiency for CAR-γδ T cells(96 h:12.87%±4.35%;120 h:11.37%±2.35%).CAR-γδ T cells generated using the optimized system exhibited specific cytotoxic effects against tumor cells expressing the target antigen,and no evidence of GVHD induction was observed.Conclusion:CAR-γδ T cells produced using the IL-2+IL-7(10 ng/mL)+IL-15(10 ng/mL)regimen combined with a 96-120 h activation period prior to transduction using a multiplicity of infection(MOI)of 5-10 significantly outperformed conventional methods in terms of expansion efficiency,cell purity,and transduction efficiency.The synergistic antitumor effects mediated by both natural immune receptors and CAR-specific recognition,along with the initial absence of GVHD risk,provide critical technical support for the clinical translation of CAR-γδ T cell therapy,establishing a solid theoretical and practical foundation.
8.Advances of vascular and blood flow changes in macular area and their relationship with visual prognosis in patients with idiopathic macular hole
Jiaxuan ZHANG ; Qi WANG ; Ying XIAO
Chinese Journal of Experimental Ophthalmology 2025;43(2):186-192
In recent years, idiopathic macular hole (IMH) surgery has a very high success rate due to the development of small-gauge vitrectomy, while the recovery of visual acuity is not satisfactory.Current studies have found that continuity of retinal blood vessels in the macular area and changes in retinal and choroidal perfusion are closely related to the formation and healing of MH, and have a significant impact on the visual prognosis in IMH patients.This article reviews the research progress on variations of parameters for retinal and choroidal vessels in IMH patients, as well as their relationship with visual prognosis.For retinal parameters, the changes in the foveal avascular zone, superficial and deep capillary plexus density, paracentral intraretinal cystoid spaces, retinal vessels position are discussed.Relevant research related to choroidal blood flow perfusion changes and the effects of different surgical methods on macular perfusion in patients with IMH are summarized to provide basis for further understanding the etiology and prognosis of IMH.
9.Observation on the therapeutic effect of transcutaneous electrical nerve stimulation combined with mobilization with movement in the treatment of knee osteoarthritis
Lin CUI ; Haiqing LI ; Yutong CHEN ; Jiaxuan ZHU ; Luyi WANG
Tianjin Medical Journal 2025;53(12):1285-1289
Objective To investigate the effects of transcutaneous electrical nerve stimulation(TENS)combined with mobilization with movement(MWM)on clinical efficacy,musculoskeletal ultrasound findings and bone metabolism indicators in patients with knee osteoarthritis(KOA).Methods Ninety KOA patients were collected and randomly divided into the control group(conventional rehabilitation+TENS,n=45)and the observation group(conventional rehabilitation+TENS+MWM,n=45)using a random number table.Clinical efficacy,knee joint function,musculoskeletal ultrasound indices and bone metabolism indices were compared between the two groups.Results The clinical efficacy of the observation group was superior to that of the control group(P<0.05).At 2 and 6 months post-treatment,Western Ontario and McMaster Universities Osteoarthritis Index(WOMAC)were significantly lower in the observation group than those of the control group,and Lysholm Knee Scoring Scale scores were higher in the observation group than those of the control group(P<0.05).Additionally,articular cartilage thickness,bone gla protein(BGP)and bone-specific alkaline phosphatase(BALP)were higher in the observation group than those of the control group,and synovial thickness,suprapatellar effusion and tartrate-resistant acid phosphatase 5b(TRACP-5b)were lower in the observation group than those of the control group(P<0.05).Conclusion TENS combined with MWM in the treatment of KOA patients can not only improve knee joint function but also optimize musculoskeletal ultrasound indices and regulate bone metabolism indices.

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