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.Expression of PTPRN in lung adenocarcinoma and its mechanism of promoting tumor metastasis
Lei WU ; Fenglin DU ; Mingna ZHAO ; Yizhe REN ; Xianzhou ZHANG ; Jiatao LOU
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(7):846-857
Objective·To investigate the expression of protein tyrosine phosphatase receptor type N(PTPRN)in lung adenocarcinoma and its potential molecular mechanisms in promoting lung adenocarcinoma metastasis.Methods·A highly bone-metastatic A549-BM cell line was established through multiple rounds of intracardiac injection.RNA sequencing(RNA-seq),combined with Gene Ontology(GO)and Kyoto Encyclopedia of Genes and Genomes(KEGG)enrichment analyses,was performed to identify PTPRN as a key metastasis-related gene.Subsequently,The Cancer Genome Atlas(TCGA)database was utilized to evaluate PTPRN expression in patients with lung adenocarcinoma and its correlation with clinical prognosis.Co-expression analysis based on TCGA data was conducted to identify and analyze key genes co-expressed with PTPRN.Small interfering RNA(siRNA)targeting PTPRN(siPTPRN)was transfected into A549-BM cells,and Transwell assays were performed to assess its effects on cell migration and invasion.Western blotting was used to detect the expression of epithelial-mesenchymal transition(EMT)-related proteins and the activation of the PI3K-AKT signaling pathway.siPTPRN-transfected A549-BM cells were injected into a mouse model via intracardiac injection,and in vivo metastasis was assessed.Additionally,multiple database analyses were integrated to predict BCL6 as an upstream transcription factor of PTPRN,and siBCL6 transfection experiments were performed to validate the regulatory effect of BCL6 on PTPRN expression.Results·RNA-seq and GO/KEGG enrichment analyses demonstrated that PTPRN was significantly upregulated in highly metastatic A549-BM cells and enriched in metastasis-associated pathways,including the PI3K-AKT signaling pathway and extracellular matrix(ECM)-receptor interactions.Analysis of the TCGA database further confirmed that PTPRN was highly expressed in lung adenocarcinoma patients and significantly associated with poor prognosis.Co-expression analysis based on TCGA data,combined with GO/KEGG enrichment analyses,revealed that PTPRN-associated genes were mainly enriched in biological processes such as neural signaling,endocrine regulation,cell communication,and ECM-receptor interactions.In vitro experiments demonstrated that siPTPRN transfection significantly inhibited the migration and invasion of A549-BM cells,accompanied by downregulation of EMT-related proteins and reduced activation of the PI3K-AKT signaling pathway.In vivo experiments further showed that PTPRN knockdown markedly suppressed the metastatic potential of A549-BM cells,confirming its pro-metastatic role.Additionally,siBCL6 transfection experiments demonstrated that BCL6 knockdown upregulated PTPRN expression.Conclusion·PTPRN is highly expressed in lung adenocarcinoma tissues and promotes tumor cell migration and metastasis by enhancing EMT and activating the PI3K-AKT signaling pathway.High PTPRN expression is significantly correlated with poor prognosis in lung adenocarcinoma patients,while PTPRN enhances lung adenocarcinoma cell invasiveness and metastatic potential.BCL6 may act as an upstream transcriptional regulator of PTPRN,influencing its expression levels.
3.Expression of PTPRN in lung adenocarcinoma and its mechanism of promoting tumor metastasis
Lei WU ; Fenglin DU ; Mingna ZHAO ; Yizhe REN ; Xianzhou ZHANG ; Jiatao LOU
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(7):846-857
Objective·To investigate the expression of protein tyrosine phosphatase receptor type N(PTPRN)in lung adenocarcinoma and its potential molecular mechanisms in promoting lung adenocarcinoma metastasis.Methods·A highly bone-metastatic A549-BM cell line was established through multiple rounds of intracardiac injection.RNA sequencing(RNA-seq),combined with Gene Ontology(GO)and Kyoto Encyclopedia of Genes and Genomes(KEGG)enrichment analyses,was performed to identify PTPRN as a key metastasis-related gene.Subsequently,The Cancer Genome Atlas(TCGA)database was utilized to evaluate PTPRN expression in patients with lung adenocarcinoma and its correlation with clinical prognosis.Co-expression analysis based on TCGA data was conducted to identify and analyze key genes co-expressed with PTPRN.Small interfering RNA(siRNA)targeting PTPRN(siPTPRN)was transfected into A549-BM cells,and Transwell assays were performed to assess its effects on cell migration and invasion.Western blotting was used to detect the expression of epithelial-mesenchymal transition(EMT)-related proteins and the activation of the PI3K-AKT signaling pathway.siPTPRN-transfected A549-BM cells were injected into a mouse model via intracardiac injection,and in vivo metastasis was assessed.Additionally,multiple database analyses were integrated to predict BCL6 as an upstream transcription factor of PTPRN,and siBCL6 transfection experiments were performed to validate the regulatory effect of BCL6 on PTPRN expression.Results·RNA-seq and GO/KEGG enrichment analyses demonstrated that PTPRN was significantly upregulated in highly metastatic A549-BM cells and enriched in metastasis-associated pathways,including the PI3K-AKT signaling pathway and extracellular matrix(ECM)-receptor interactions.Analysis of the TCGA database further confirmed that PTPRN was highly expressed in lung adenocarcinoma patients and significantly associated with poor prognosis.Co-expression analysis based on TCGA data,combined with GO/KEGG enrichment analyses,revealed that PTPRN-associated genes were mainly enriched in biological processes such as neural signaling,endocrine regulation,cell communication,and ECM-receptor interactions.In vitro experiments demonstrated that siPTPRN transfection significantly inhibited the migration and invasion of A549-BM cells,accompanied by downregulation of EMT-related proteins and reduced activation of the PI3K-AKT signaling pathway.In vivo experiments further showed that PTPRN knockdown markedly suppressed the metastatic potential of A549-BM cells,confirming its pro-metastatic role.Additionally,siBCL6 transfection experiments demonstrated that BCL6 knockdown upregulated PTPRN expression.Conclusion·PTPRN is highly expressed in lung adenocarcinoma tissues and promotes tumor cell migration and metastasis by enhancing EMT and activating the PI3K-AKT signaling pathway.High PTPRN expression is significantly correlated with poor prognosis in lung adenocarcinoma patients,while PTPRN enhances lung adenocarcinoma cell invasiveness and metastatic potential.BCL6 may act as an upstream transcriptional regulator of PTPRN,influencing its expression levels.
4.Mechanistic study of OGT-promoted non-small cell lung cancer proliferation via the ERK signaling pathway
Xianzhou ZHANG ; Fenglin DU ; Lei WU ; Yizhe REN ; Mingna ZHAO ; Jiatao LOU
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(10):1288-1297
Objective·To investigate the expression level of O-GlcNAc transferase(OGT)in non-small cell lung cancer(NSCLC)and its impact on lung cancer proliferation,as well as to explore the underlying mechanisms.Methods·The expression of OGT in NSCLC tumors and adjacent normal tissues was detected by immunohistochemistry(IHC).The dataset(GSE31210)from the GEO database was analyzed to assess the correlation between OGT expression and NSCLC patient prognosis.siRNA transfection was performed to knock down OGT expression in H460 and H1299 cells,followed by total RNA extraction and transcriptome sequencing.Pathway enrichment analysis was conducted on differentially downregulated genes in the knockdown group compared with the control group,and Western blotting was used to validate the enrichment results.The effects of OGT knockdown on cell proliferation and colony formation in H460 and H1299 cells were evaluated using the cell counting kit-8(CCK-8)assay and colony formation assay,respectively.The impact of overexpressing downstream genes was also examined.Stable OGT-knockdown cell lines were generated using shRNA and subcutaneously inoculated into nude mice to monitor tumor growth.Results·IHC revealed that OGT expression was significantly upregulated in NSCLC tumor tissues compared to adjacent normal tissues.Patients with high OGT expression exhibited shorter survival times and poorer prognoses than those with low expression.Transcriptome sequencing demonstrated that genes downregulated after OGT knockdown were primarily enriched in the mitogen-activated protein kinase(MAPK)signaling pathway.Western blotting showed that total extracellular regulated protein kinase 1/2(ERK1/2)levels remained unchanged in H460 and H1299 cells after OGT knockdown,while phosphorylated ERK1/2(p-ERK1/2)and its downstream proto-oncogene JUNB protein were markedly reduced.Suppression of OGT expression attenuated the proliferation rate and colony formation capacity of H460 and H1299 cells,whereas JUNB overexpression rescued the proliferation defects induced by OGT knockdown.Notably,H460 cells with stable OGT knockdown formed significantly smaller tumors in nude mice.Conclusion·OGT is highly expressed in NSCLC and correlates with poor prognosis.Knockdown of OGT inhibits NSCLC cell proliferation and clonogenicity in vitro,and tumor growth in vivo.Mechanistically,OGT appears to promote NSCLC progression by activating the ERK/JUNB signaling axis.
5.Mechanistic study of OGT-promoted non-small cell lung cancer proliferation via the ERK signaling pathway
Xianzhou ZHANG ; Fenglin DU ; Lei WU ; Yizhe REN ; Mingna ZHAO ; Jiatao LOU
Journal of Shanghai Jiaotong University(Medical Science) 2025;45(10):1288-1297
Objective·To investigate the expression level of O-GlcNAc transferase(OGT)in non-small cell lung cancer(NSCLC)and its impact on lung cancer proliferation,as well as to explore the underlying mechanisms.Methods·The expression of OGT in NSCLC tumors and adjacent normal tissues was detected by immunohistochemistry(IHC).The dataset(GSE31210)from the GEO database was analyzed to assess the correlation between OGT expression and NSCLC patient prognosis.siRNA transfection was performed to knock down OGT expression in H460 and H1299 cells,followed by total RNA extraction and transcriptome sequencing.Pathway enrichment analysis was conducted on differentially downregulated genes in the knockdown group compared with the control group,and Western blotting was used to validate the enrichment results.The effects of OGT knockdown on cell proliferation and colony formation in H460 and H1299 cells were evaluated using the cell counting kit-8(CCK-8)assay and colony formation assay,respectively.The impact of overexpressing downstream genes was also examined.Stable OGT-knockdown cell lines were generated using shRNA and subcutaneously inoculated into nude mice to monitor tumor growth.Results·IHC revealed that OGT expression was significantly upregulated in NSCLC tumor tissues compared to adjacent normal tissues.Patients with high OGT expression exhibited shorter survival times and poorer prognoses than those with low expression.Transcriptome sequencing demonstrated that genes downregulated after OGT knockdown were primarily enriched in the mitogen-activated protein kinase(MAPK)signaling pathway.Western blotting showed that total extracellular regulated protein kinase 1/2(ERK1/2)levels remained unchanged in H460 and H1299 cells after OGT knockdown,while phosphorylated ERK1/2(p-ERK1/2)and its downstream proto-oncogene JUNB protein were markedly reduced.Suppression of OGT expression attenuated the proliferation rate and colony formation capacity of H460 and H1299 cells,whereas JUNB overexpression rescued the proliferation defects induced by OGT knockdown.Notably,H460 cells with stable OGT knockdown formed significantly smaller tumors in nude mice.Conclusion·OGT is highly expressed in NSCLC and correlates with poor prognosis.Knockdown of OGT inhibits NSCLC cell proliferation and clonogenicity in vitro,and tumor growth in vivo.Mechanistically,OGT appears to promote NSCLC progression by activating the ERK/JUNB signaling axis.
6.A novel intracoronary hypothermia device reduces myocardial reperfusion injury in pigs
Zhiqiang PEI ; Jin QIU ; Yongchao ZHAO ; Shuai SONG ; Rui WANG ; Wei LUO ; Xingxing CAI ; Bin LIU ; Han CHEN ; Jiasheng YIN ; Xinyu WENG ; Yizhe WU ; Chenguang LI ; Li SHEN ; Junbo GE
Chinese Medical Journal 2024;137(20):2461-2472
Background::Hypothermia therapy has been suggested to attenuate myocardial necrosis; however, the clinical implementation as a valid therapeutic strategy has failed, and new approaches are needed to translate into clinical applications. This study aimed to assess the feasibility, safety, and efficacy of a novel selective intracoronary hypothermia (SICH) device in mitigating myocardial reperfusion injury.Methods::This study comprised two phases. The first phase of the SICH was performed in a normal porcine model for 30 minutes ( n = 5) to evaluate its feasibility. The second phase was conducted in a porcine myocardial infarction (MI) model of myocardial ischemia/reperfusion which was performed by balloon occlusion of the left anterior descending coronary artery for 60 minutes and maintained for 42 days. Pigs in the hypothermia group ( n = 8) received hypothermia intervention onset reperfusion for 30 minutes and controls ( n = 8) received no intervention. All animals were followed for 42 days. Cardiac magnetic resonance analysis (five and 42 days post-MI) and a series of biomarkers/histological studies were performed. Results::The average time to lower temperatures to a steady state was 4.8 ± 0.8 s. SICH had no impact on blood pressure or heart rate and was safely performed without complications by using a 3.9 F catheter. Interleukin-6 (IL-6), tumor necrosis factor-α, C-reactive protein (CRP), and brain natriuretic peptide (BNP) were lower at 60 min post perfusion in pigs that underwent SICH as compared with the control group. On day 5 post MI/R, edema, intramyocardial hemorrhage, and microvascular obstruction were reduced in the hypothermia group. On day 42 post MI/R, the infarct size, IL-6, CRP, BNP, and matrix metalloproteinase-9 were reduced, and the ejection fraction was improved in pigs that underwent SICH.Conclusions::The SICH device safely and effectively reduced the infarct size and improved heart function in a pig model of MI/R. These beneficial effects indicate the clinical potential of SICH for treatment of myocardial reperfusion injury.
7.Treatment strategy and mechanical exploration of early lumbar spondylolysis
Hongliang GAO ; Hua LIU ; Tao ZHANG ; Xusheng LI ; Zirong HUANG ; Yizhe WANG ; Long CHEN ; Kai ZHANG ; Haitao YU ; Haoyue WU ; Songkai LI
Chinese Journal of Orthopaedic Trauma 2023;25(10):915-920
Lumbar spondylolysis is one of the common diseases of low back pain caused by spinal surgery. Its treatment options vary depending on different conditions, from early conservative ones to late surgical ones. There are still disputes over various conservative treatments, choice of surgical methods and the biomechanics of different internal fixation techniques to repair spondylolysis. Therefore, this review summarizes the clinical outcomes of previous clinical treatments of lumbar spondylolysis and the biomechanical characteristics of various techniques to find the mechanical and evidence-based clinical data that may facilitate the treatment of lumbar spondylolysis.
8.Investigations of two poisoning incidents caused by Omphalotus guepiniformis from Nanping, Fujian Province, China
Zhiping ZHANG ; Xinyou HUANG ; Chunlei WU ; Yongkai ZHANG ; Zhenjiang LIU ; Mingjian YANG ; Chengli HOU ; Yizhe ZHANG ; Junjia LU ; Kaiping ZHANG ; Haijiao LI
Chinese Journal of Emergency Medicine 2020;29(3):355-359
Objective:To describe a systematic approach on identification of poisonous mushroom by investigating two cases of Omphalotus guepiniformis poisoning in Jianyang district, Nanping, Fujian province. Methods:Two incidents of food poisoning on 10 migrant workers were investigated. The remaining suspected mushroom samples were collected and the same fresh mushroom specimens were also collected in the following field investigations from the same dead tree and fallen trunk. These mushroom specimens were identified based on morphological and phylogenetic analyses.Results:On November 24 and 26, 2018, 8 and 2 migrant workers from Jianyang District, Nanping ate wild mushrooms and developed acute nausea, vomiting, abdominal pain and other symptoms within 10 to 90 min after consumption. They were diagnosed as mushroom poisoning, with gastroenteritis as the main manifestation. Further analysis showed that the more poisonous mushroom were consumed, the shorter latency and longer duration of nausea and vomiting were resulted. After admission, gastric lavage, catharsis, acid preparation, gastric protection, fluid replenishment and other symptomatic support treatments were given in time, all patients were discharged in 1-3 d. Based on morphological and phylogenetic analyses, the samples were identified as O. guepiniformis. Conclusions:The two incidents were caused by accidental consumption of O. guepiniformis. Awareness education about poisonous mushroom should be provided to migrant workers to prevent more such poisoning incidents in the future.
9.Effect of chaihu-shugan-san on the behaviors and Notch1 signal pathway in depression model rats
Kehuan SUN ; Zhitao FENG ; Yizhe TANG ; Haixia WANG ; Meiqun CAO ; Zhengzhi WU
Chinese Journal of Behavioral Medicine and Brain Science 2018;27(6):492-498
Objective To investigate the effect of chaihu-shugan-san ( CSS) on the behaviors and Notch1 signal pathway in depression model rats. Methods Thirty-two SD rats with similar behavioral scores were divided into control group (CON),model group (CUMS),positive control group (FLU) and interven-tion group (CSS).The depression model was established by stimulating with chronic unpredictable mild stress (CUMS),and the behaviors evaluation was assessed by sugar water consumption and forced depression.Im-munofluorescence was used to detect the proliferation of hippocampus neurons in rats,at the same time,real- time PCR and Western blot were used to detect the mRNA and protein expression levels of each factor (Notch1,Hes1,Hes5 and Jagged1) of Notch1 signal pathway respectively. Results Compared with CON group,the percentage of sugar water preference and swimming length of rats decreased significantly in CUMS group (P<0.05 and P<0.01).Compared with CUMS group,the percentage of sugar water preference and swimming length of rats increased significantly in CSS group(P<0.05).Compared with CON group,there was a significant increase in the inactivity length of rats between CUMS group,FLU group and CSS group,and the difference was statistically significant (P<0.01).Compared with CUMS group,the swimming length of rats in CSS group was significantly reduced,and the difference was statistically significant (P<0.01).Compared with CON group((750.00±27.51)/mm2),the number of BrdU positive cells in the substratum or granulocyte lay-er of the hippocampus dentate gyrus of rats in CUMS group ((338.75±29.61)/mm2),FLU group ((545.00 ±17.73)/mm2) and CSS group ((529.38±13.74)/mm2) was significantly reduced(P<0.01).Compared with CUMS group ((338.75±29.61)/mm2),there was a significant increase in the number of BrdU positive cells in the substratum or granulocyte layer of the hippocampus dentate gyrus of rats in CSS group ((529.38 ±13.74)/mm2),and the difference was statistically significant (P<0.01).Compared with CON group,the mRNA and protein expression levels of Notch1,Hes1,Hes5,and Jagged1 in the hippocampus of rats in CUMS group were significantly reduced(P<0.05 or P<0.01).Compared with CUMS group,the mRNA and protein ex-pression levels of Notch1,Hes1,Hes5 and Jagged1 in the hippocampus of rats in FLU group and CSS group were significantly increased,and the differences were statistically significant (P<0.05 or P<0.01). Conclu-sion Notch1 signal pathway may be related to the obstacle during the hippocampus nerve regenerating in the model rat under chronic unpredictable mild stress.CSS may play an anti-depressant role by regulating Notchl to improve hippocampus nerve regeneration.
10.Influence of sulforaphane preconditioning in myocardial cold ischemia-reperfusion injury through PI3K/Akt signaling pathway in rats
Xue YI ; Pengyu WU ; Shuliang YANG ; Yan HAN ; Xuehui YANG ; Shubo ZHANG ; Tao XU ; Yizhe GAO ; Muhuo GAO ; Zhanqing LI
Journal of Jilin University(Medicine Edition) 2017;43(5):918-922,后插5
Objective:To explore the effect of sulforaphane (SFN) preconditioning on the cold myocardial ischemia-reperfusion injury (IRI) in the rats through PI3K/Akt signaling pathway.Methods:Sixty-four health male Sprague-Dawley (SD) rats were randomly divided into cold IRI group,SFN group,LY (LY294002) + cold IRI group,and LY+SFN group (n=16).The allogeneic heterotopic heart transplantation model was established by donor heart into recipient abdomen.The myocardium tissue was taken 24 h after reperfusion for the detection of histological changes using HE staining.The expression levels of Akt,p-Akt,Bax and Bcl-2 proteins were detected by immunohistochemistry and Western boltting methods.Results:The morphological results showed that the myocardium tissue damage was serious in cold IRI group and LY+cold IRI group,it was light in SFN group;the myocardium tissue damage of the rats in SFN+ LY group was ranged between cold IRI group and SFN group.Compared with IRI group,the expression levels of p-Akt protein and Bcl-2 protein in SFN group were increased (P<0.05),and the expression level of Bax protein was decreased (P<0.05).After treatment of blockage LY294002,compared with LY-+-cold IRI group,the expression level of p-Akt protein in LY-+-SFN group was not statistically significant (P>0.05),the expression level of Bcl2 protein was increased (P<0.05),the expression levels of Bax protein was decreased),and the ratio of Bcl-2/Bax was also increased (P<0.05).Conclusion:SFN may attenuate cold IRI of heart transplantation through PI3K/Akt signaling pathway in the rats.


Result Analysis
Print
Save
E-mail