1.Influenza prediction and holiday effects analysis based on Prophet-LSTM model
Wenlin CHENG ; Junjun MAO ; Yizhe WANG ; Jiabing WU
Journal of Public Health and Preventive Medicine 2026;37(1):8-12
Objective To investigate the impact of holiday effects and prevention/control measures on the development characteristics and incidence trends of influenza in Hefei City using a Prophet-LSTM hybrid model, and to validate the applicability of the Prophet-LSTM model in influenza prediction by comparing the performance of different forecasting models. Methods Influenza incidence data from Hefei City (2016–2024) were collected to construct a Prophet-LSTM feature analysis and prediction model to analyze the impact of holiday effects and intervention measures on influenza incidence trends. Comparative models (ARIMA, GRU, and TimeGPT) were established and evaluated on the same test set. Results The data analysis revealed significantly increased influenza incidence during holidays (e.g., New Year's Day, Spring Festival, and National Day), while prevention and control measures led to declining trends. The Prophet-LSTM model demonstrated high consistency between the predicted and actual values, outperforming the comparative models with superior MAE (0.209), MSE (0.195), and IA (0.914), indicating higher prediction accuracy and trend-fitting capability. Conclusion The Prophet-LSTM model effectively captures spatiotemporal characteristics of influenza incidence, exhibits enhanced predictive performance when incorporating holiday effects and intervention measures, and demonstrates significant advantages and application value in influenza forecasting.
2.Extracellular vesicles secreted by adriamycin-resistant breast cancer cells promote the proliferation and migration of HUVEC and tumor angiogenesis
Ke XI ; Xiaoyu DING ; Cheng WANG ; Junjun WANG ; Chunni ZHANG
Chinese Journal of Clinical Laboratory Science 2025;43(9):673-679
Objective To investigate the regulatory effects and molecular mechanisms of extracellular vesicles(EVs)secreted by adri-amycin(ADR)-resistant breast cancer cells on vascular endothelial cells related to tumor microenvironment.Methods The ADR-sen-sitive breast cancer cell line(MCF-7)and its ADR-resistant counterpart(MCF-7-ADR)were established in vitro.Then,the EVs were isolated from the supernatant of cell culture using a commercial kit.The fluorescence labeling and tracking technology using PKH67 was used to validate the internalization of EVs by human umbilical vein endothelial cell(HUVEC).The effects of EVs on the proliferation,migration,and angiogenesis of HUVEC were assessed by the colony formation,scratch wound healing,and tube formation assays,re-spectively.The expression level of CD31 protein was detected by Western blot,and the levels of vascular endothelial growth factor(VEGF)in cell supernatant were determined by ELISA.The microRNA(miRNA)sequencing technology was utilized to identify the differentially expressed miRNAs in EVs secreted by ADR-resistant cells.Results Compared with the ADR-sensitive strain,the EVs secreted by the ADR-resistant strain significantly enhanced the proliferation(colony number increased by 38.7%,P=0.011),migra-tion(scratch healing rate improved by 42.3%,P=0.004),and tube formation ability(tube formation rates increased by 1.8 times and 2.3 times at 4 h and 16 h,respectively,P=0.044 and 0.010)of HUVEC.Western blot analysis showed that the expression level of CD31 in the EVs secreted by the ADR-resistant strain increased by 1.85 times compared with the ADR-sensitive strain(P=0.039).The results of ELISA showed that the expression level of VEGF increased by 2.12 times(P=0.012).The miRNA sequencing identified a differentially expressed miRNA profile.Conclusion The ADR-resistant breast cancer cells significantly enhance the proliferation,migration,and angiogenesis of vascular endothelial cells by secreting EVs rich in specific miRNA,and its mechanism may be related to the up-regulation of CD31/VEGF protein levels mediated by EVs,suggesting that the drug-resistant cells reshaping the tumor vascular microenvironment through EVs may become a new therapeutic target of chemotherapy resistance in breast cancer.
3.Application of fractal dimension CONVLSTM model in predicting the number of influenza cases in Hefei City
Sheng ZHANG ; Junjun MAO ; Weiling CHENG
Journal of Public Health and Preventive Medicine 2025;36(1):8-12
Objective To develop a multivariate modeling and prediction approach using the data of influenza incidence, meteorological factors and PM2.5 variables in Hefei City, and to provide new insights into multivariate modeling and prediction methods. Methods PM2.5 data were transformed into fractal dimension data and, along with meteorological data, were incorporated into a ConvLSTM model. The performance of this model was compared with traditional ARIMAX and multivariate LSTM models. Results The ARIMAX model's testing set Mean Absolute Error (MAE) was 95.75, Root Mean Square Error (RMSE) was 176.72, and Index of Agreement (IA) was 0.396642. The multivariate LSTM model's testing set MAE was 22.18, RMSE was 43.06, and IA was 0.974611. For the fractal dimension-based ConvLSTM model, the testing set MAE was 17.37, RMSE was 32.25, and IA was 0.988149. Conclusion The fractal dimension effectively captures the complexity and self-similarity of PM2.5 concentration, providing the model with richer feature information. The fractal dimension-based ConvLSTM model significantly outperforms the traditional ARIMAX model and the multivariate LSTM model in prediction accuracy and can be used for predicting the number of influenza cases.
4.Application of suction connecting tube combined with gastroscope visual blood clot removal device to upper gastrointestinal bleeding (with video)
Jun CHENG ; Junjun ZHANG ; Song ZHANG ; Yazhou WANG ; Weitian XU ; Xin GAO
Chinese Journal of Digestive Endoscopy 2025;42(8):645-648
In order to explore the application value of the suction connecting tube combined with gastroscope visual blood clot removal device in the blood clot removal surgery of patients with upper gastrointestinal bleeding, the clinical data of 18 patients with upper gastrointestinal bleeding treated with this device at the Department of Gastroenterology, General Hospital of Central Theater Command from January 2023 to June 2024 were retrospectively analyzed to observe its therapeutic effect. The results showed that the operation time of the device for 18 patients ranged 4-16 minutes (8.2±3.1 min). The total volume of blood clots and blood cleared ranged 120-500 mL (221.1±97.1 mL). Blood and blood clots were successfully removed in a single procedure in 17 patients, with a success rate of 94.4% (17/18). Hemostasis was unsuccessful in 1 patient with gastric cancer and bleeding under endoscopy, and subsequent surgical treatment was performed. No serious complication occurred. The suction connecting tube combined with gastroscope visual blood clot removal device can effectively remove blood and blood clots in the digestive tract, with high success rate, which is worth promotion and application.
5.Erratum: Author correction to "Up-regulation of glyclipid transfer protein by bicyclol causes spontaneous restriction of hepatitis C virus replication" Acta Pharm Sin B 9 (2019) 769-781.
Menghao HUANG ; Hu LI ; Rong XUE ; Jianrui LI ; Lihua WANG ; Junjun CHENG ; Zhouyi WU ; Wenjing LI ; Jinhua CHEN ; Xiaoqin LV ; Qiang LI ; Pei LAN ; Limin ZHAO ; Yongfeng YANG ; Zonggen PENG ; Jiandong JIANG
Acta Pharmaceutica Sinica B 2025;15(3):1721-1721
[This corrects the article DOI: 10.1016/j.apsb.2019.01.013.].
6.Extracellular vesicles secreted by adriamycin-resistant breast cancer cells promote the proliferation and migration of HUVEC and tumor angiogenesis
Ke XI ; Xiaoyu DING ; Cheng WANG ; Junjun WANG ; Chunni ZHANG
Chinese Journal of Clinical Laboratory Science 2025;43(9):673-679
Objective To investigate the regulatory effects and molecular mechanisms of extracellular vesicles(EVs)secreted by adri-amycin(ADR)-resistant breast cancer cells on vascular endothelial cells related to tumor microenvironment.Methods The ADR-sen-sitive breast cancer cell line(MCF-7)and its ADR-resistant counterpart(MCF-7-ADR)were established in vitro.Then,the EVs were isolated from the supernatant of cell culture using a commercial kit.The fluorescence labeling and tracking technology using PKH67 was used to validate the internalization of EVs by human umbilical vein endothelial cell(HUVEC).The effects of EVs on the proliferation,migration,and angiogenesis of HUVEC were assessed by the colony formation,scratch wound healing,and tube formation assays,re-spectively.The expression level of CD31 protein was detected by Western blot,and the levels of vascular endothelial growth factor(VEGF)in cell supernatant were determined by ELISA.The microRNA(miRNA)sequencing technology was utilized to identify the differentially expressed miRNAs in EVs secreted by ADR-resistant cells.Results Compared with the ADR-sensitive strain,the EVs secreted by the ADR-resistant strain significantly enhanced the proliferation(colony number increased by 38.7%,P=0.011),migra-tion(scratch healing rate improved by 42.3%,P=0.004),and tube formation ability(tube formation rates increased by 1.8 times and 2.3 times at 4 h and 16 h,respectively,P=0.044 and 0.010)of HUVEC.Western blot analysis showed that the expression level of CD31 in the EVs secreted by the ADR-resistant strain increased by 1.85 times compared with the ADR-sensitive strain(P=0.039).The results of ELISA showed that the expression level of VEGF increased by 2.12 times(P=0.012).The miRNA sequencing identified a differentially expressed miRNA profile.Conclusion The ADR-resistant breast cancer cells significantly enhance the proliferation,migration,and angiogenesis of vascular endothelial cells by secreting EVs rich in specific miRNA,and its mechanism may be related to the up-regulation of CD31/VEGF protein levels mediated by EVs,suggesting that the drug-resistant cells reshaping the tumor vascular microenvironment through EVs may become a new therapeutic target of chemotherapy resistance in breast cancer.
7.Application of suction connecting tube combined with gastroscope visual blood clot removal device to upper gastrointestinal bleeding (with video)
Jun CHENG ; Junjun ZHANG ; Song ZHANG ; Yazhou WANG ; Weitian XU ; Xin GAO
Chinese Journal of Digestive Endoscopy 2025;42(8):645-648
In order to explore the application value of the suction connecting tube combined with gastroscope visual blood clot removal device in the blood clot removal surgery of patients with upper gastrointestinal bleeding, the clinical data of 18 patients with upper gastrointestinal bleeding treated with this device at the Department of Gastroenterology, General Hospital of Central Theater Command from January 2023 to June 2024 were retrospectively analyzed to observe its therapeutic effect. The results showed that the operation time of the device for 18 patients ranged 4-16 minutes (8.2±3.1 min). The total volume of blood clots and blood cleared ranged 120-500 mL (221.1±97.1 mL). Blood and blood clots were successfully removed in a single procedure in 17 patients, with a success rate of 94.4% (17/18). Hemostasis was unsuccessful in 1 patient with gastric cancer and bleeding under endoscopy, and subsequent surgical treatment was performed. No serious complication occurred. The suction connecting tube combined with gastroscope visual blood clot removal device can effectively remove blood and blood clots in the digestive tract, with high success rate, which is worth promotion and application.
8.The clinical value of RNA methylation modification as novel tumor molecular diagnostic biomarkers
Chinese Journal of Laboratory Medicine 2024;47(4):359-370
Malignant tumors have become the main threaten of human health, however, highly sensitive and specific diagnostic biomarkers and effective therapeutic targets are still lacking for most cancers currently. RNA methylation modification has been a cutting-edge hotspot in RNA research area in recent years. The dynamic changes of RNA methylation patterns and levels in tumor tissues, cells as well as patients′ peripheral blood are closely associated with tumor occurrence, development, and prognosis, and have the potential to serve as precise diagnostic markers and effective therapeutic targets for tumors. Even though several challenges such as RNA methylation detection methods, functional mechanism, and the development of therapeutic drugs based on RNA methylation modification are needed to solve, from lab to clinical practice, RNA methylation still display excellent diagnostic and prognosis performance, which can provide new strategies and evidence for precise diagnosis, treatment targets, and drug development of tumors.
9.Effect of melatonin-modified PEEK implant on osteointegration in osteoporotic rats
Guisheng LUO ; Teng GU ; Junjun LI ; Penglai WANG ; Cheng ZHANG ; Changyong YUAN
STOMATOLOGY 2024;44(10):734-741
Objective To explore the effect of melatonin(MT)-modified PEEK implant assisted by polydopamine(PDA)coating on osteointegration in osteoporotic rats.Methods MT was adhered to PEEK implants with PDA coating as carrier.The physicochemical properties of the materials were analyzed by SEM image,water contact angle,FTIR and protein adsorption experiment.OVX-rBMSCs were inoculated on the surface of PEEK sheet and cultured.The cytoskeleton was stained and cell adhesion morphology was observed.Cell proliferation activity was evaluated by CCK-8 assay;key enzyme activities for osteogenic differentiation were analyzed by ALP stai-ning,and expression levels of osteoblast-related genes COL-1,Runx2,OPN,OCN,BMP-2 and ALP were detected by quantitative real-time PCR.In addition,implants were implanted into the femur of osteoporotic rats and bone volume on the implant surface was de-tected and quantified by Micro-CT.Results MT was successfully loaded on PEEK;the cell adhesion was better,and the proliferation activity and osteogenic differentiation ability were significantly higher than those of control group(P<0.01).In the rat osteoporosis mod-el,there was more new bone formation around the modified PEEK implant(P<0.01).Conclusion MT-modified PEEK implants have excellent biocompatibility and improve osteointegration in an osteoporotic environment.
10.Clinical value of serum 3′-terminal 2′- O-methylated miR-486-5p assessment for the diagnosis of coronary heart disease
Lele ZHANG ; Jia WU ; Cheng WANG ; Mimi MU ; Yu ZHANG ; Junjun WANG
Chinese Journal of Laboratory Medicine 2024;47(7):798-805
Objective:To detect the 3′-terminal 2′- O-methylation (2′Ome) modified microRNA-486-5p (miR-486-5p) levels in the serum of patients with coronary heart disease (CHD), and evaluate its clinical application value as a biomarker to assist the diagnosis of CHD. Methods:Seventy patients with CHD diagnosed at the Eastern Theater General Hospital from January 2021 to December 2022 and 60 age-and sex-matched healthy people undergoing health examination during the same period were selected for this retrospective case-control study. The Gensini score was calculated based on coronary angiography results, and patients in the coronary artery disease group was categorized into mild-to-moderate stenosis (40 cases) and severe stenosis subgroups (30 cases); Serum biochemical indexes, miR-486-5p and 2′Ome-miR-486-5p expression levels were compared between the CHD group and the healthy control group; correlation of biochemical indices, Gensini score and serum miR-486-5p and 2′Ome-miR-486-5p levels was assessed by using Spearman correlation analysis; and multifactorial logistic regression was used to analyze the impact of serum miR-486-5p and 2′Ome-miR-486-5p levels on CHD and the degree of coronary artery stenosis; evaluation of the diagnostic value of 2′Ome-miR-486-5p levels on the degree of coronary artery disease and coronary artery stenosis was achieved by using ROC curve.Results:Serum miR-486-5p and 2′Ome-miR-486-5p levels were significantly higher in CHD group than in the healthy control group [0.31 (0.17, 0.84) vs 0.21 (0.11, 0.49), Z=2.055, P<0.05; 2.30 (1.32, 5.40) vs 0.86 (0.55, 1.72), Z=5.840, P<0.05]; Serum 2′Ome-miR-486-5p expression levels were higher in both mild-moderate and severe stenosis subgroups than in healthy controls ( P<0.05), and serum 2′Ome-miR-486-5p levels were higher in the severe stenosis subgroup than in the mild-moderate stenosis subgroup [3.54(1.78, 5.44) vs 1.63(1.25, 4.07), Z=-2.053, P<0.05]. Both serum miR-486-5p and 2′Ome-miR-486-5p levels were positively correlated with the Gensini score ( r=0.277 and 0.479, respectively, P<0.05); multifactorial logistic regression analysis showed that serum 2′Ome-miR-486-5p level was an independent influence factor of the degree of coronary stenosis after adjustig for the effects of confounding factors such as age and sex ( OR=1.025, 95% CI 1.002-1.049, P<0.05). ROC curve analysis showed that the area under the ROC curve of serum 2′Ome-miR-486-5p levels for the diagnosis of CHD patients, mild to moderate and severe stenosis were 0.798, 0.752 and 0.859, with sensitivities of 91.4%, 92.5%, and 73.3%, and specificities of 56.7%, 51.7% and 81.7%, respectively, at the optimal cut-off (0.912, 0.863, 2.209). Conclusion:Serum 2′Ome-miR-486-5p level is increased in CHD patients and is an independent predictor of the severity of coronary artery stenosis, which can be used as a biomarker for the diagnosis of patients with CHD.


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