1.Application of optimized combination prediction model in the prediction of hand, foot and mouth disease
Weijie TIAN ; Qian GAO ; Kun YANG ; Zhirong ZHAO ; Jian CHEN
Journal of Public Health and Preventive Medicine 2026;37(1):58-62
Objective To explore scientific and accurate prediction methods for the incidence of hand, foot, and mouth disease in the post-pandemic era, and to address modeling challenges caused by abnormal fluctuations in case numbers from 2020 to 2023. Methods The seasonal index was used to pre-process the data. The traditional seasonal autoregressive integrated moving average (SARIMA) model, singular spectrum analysis (SSA)-ARIMA model, ARIMA-Long short-term memory (LSTM) model, and SSA-ARIMA-LSTM model were used to fit the incidence from 2013 to 2023, and the incidence of hand, foot and mouth disease in 2024 was predicted. The real data collected in 2024 were used as the test set to compare the prediction performance of the models. Results The fitting performance of the constructed models was as follows: the ARIMA model had MAE=107.50 and RMSE=144.53, the SSA-ARIMA model showed MAE=2.84 and RMSE=4.33, the ARIMA-LSTM model achieved MAE=99.46 and RMSE=131.59, and the SSA-ARIMA-LSTM model had MAE=96.35 and RMSE=132.13. In terms of prediction performance, the ARIMA model resulted in MAE=151.64 and RMSE=146.70, the SSA-ARIMA model demonstrated MAE=41.22 and RMSE=57.01, the ARIMA-LSTM model yielded MAE=220.75 and RMSE=257.89, and the SSA-ARIMA-LSTM model recorded MAE=58.83 and RMSE=72.06. Conclusion The SSA-ARIMA model has the best fitting degree and the highest prediction accuracy, and is suitable for predicting the incidence trend of hand, foot and mouth disease.
2.Risk prediction models of recurrence after percutaneous endoscopic lumbar discectomy:a systematic review and meta-analysis
Weijie YU ; Dongdong CAO ; Tianci GUO ; Puyu NIU ; Jialin YANG ; Simin WANG ; Aifeng LIU
Chinese Journal of Tissue Engineering Research 2026;30(3):749-759
OBJECTIVE:Postoperative recurrence is a common complication of percutaneous endoscopic lumbar discectomy for lumbar disc herniation,which can significantly increase the risk of reoperation.A well-performing risk prediction model can help identify high-risk groups early and prevent postoperative recurrence.This study systematically evaluated the risk prediction model for postoperative recurrence after percutaneous endoscopic lumbar discectomy to provide a reference for surgical decision-making.METHODS:The PubMed,Embase,Web of Science,CNKI,WanFang Data,VIP,and CBM were electronically searched to collect studies on the recurrence risk prediction models after percutaneous endoscopic lumbar discectomy from inception to July 1,2024.Two reviewers independently screened the literature and extracted data.The models' risk of bias,applicability,and report quality were assessed using prediction model risk of bias assessment tool(PROBAST)and Transparent Reporting of a Multivariable Prediction Model for Individual Prognosis or Diagnosis(TRIPOD)tools,respectively.Meta-analysis of postoperative recurrence rate of percutaneous endoscopic lumbar discectomy and related predictors was performed using Revman 5.4 software.RESULTS:(1)A total of 15 studies were included,all of which were retrospective studies,including 24 models for predicting the risk of recurrence after percutaneous endoscopic lumbar discectomy.(2)The PROBAST evaluation results indicated that all 15 studies exhibited a high risk of bias.Regarding applicability,two studies demonstrated a low risk,while 13 presented a high risk.(3)Regarding the TRIPOD reporting quality,the overall quality across the 15 studies was low.The primary reasons for this low compliance included the failure to report blinding,a lack of explanation for the sample size calculation method,lack of detailed description of missing data processing methods,and lack of information such as introduction to the model used.(4)Furthermore,the area under the receiver operating characteristic curve for the model ranged from 0.684 to 0.972,with the number of potential predictor variables varying from 15 to 28.(5)The results of meta-analysis showed that the postoperative recurrence rate of lumbar disc herniation patients treated with percutaneous endoscopic lumbar discectomy was 12%(95%CI=9.0%-15.0%),Modic changes(OR=6.72,95%CI=3.90-11.59),body mass index(OR=1.28,95%CI=1.10-1.49),work intensity(OR=3.22,95%CI=1.85-5.59),age(OR=2.28,95%CI=1.50-3.48),and smoking history(OR=2.65,95%CI=1.75-4.00)were independent influencing factors for postoperative recurrence of percutaneous endoscopic lumbar discectomy(all P<0.05).CONCLUSION:The overall predictive performance of the recurrence risk prediction models after percutaneous endoscopic lumbar discectomy is satisfactory;however,the model exhibits a high overall risk of bias and applicability,coupled with low reporting quality.Additionally,there is a lack of prospective research and external validation.Future,risk prediction models should consider factors such as Modic changes,body mass index,work intensity,age,and smoking history as potential predictors.
3.Risk prediction models of recurrence after percutaneous endoscopic lumbar discectomy:a systematic review and meta-analysis
Weijie YU ; Dongdong CAO ; Tianci GUO ; Puyu NIU ; Jialin YANG ; Simin WANG ; Aifeng LIU
Chinese Journal of Tissue Engineering Research 2026;30(3):749-759
OBJECTIVE:Postoperative recurrence is a common complication of percutaneous endoscopic lumbar discectomy for lumbar disc herniation,which can significantly increase the risk of reoperation.A well-performing risk prediction model can help identify high-risk groups early and prevent postoperative recurrence.This study systematically evaluated the risk prediction model for postoperative recurrence after percutaneous endoscopic lumbar discectomy to provide a reference for surgical decision-making.METHODS:The PubMed,Embase,Web of Science,CNKI,WanFang Data,VIP,and CBM were electronically searched to collect studies on the recurrence risk prediction models after percutaneous endoscopic lumbar discectomy from inception to July 1,2024.Two reviewers independently screened the literature and extracted data.The models' risk of bias,applicability,and report quality were assessed using prediction model risk of bias assessment tool(PROBAST)and Transparent Reporting of a Multivariable Prediction Model for Individual Prognosis or Diagnosis(TRIPOD)tools,respectively.Meta-analysis of postoperative recurrence rate of percutaneous endoscopic lumbar discectomy and related predictors was performed using Revman 5.4 software.RESULTS:(1)A total of 15 studies were included,all of which were retrospective studies,including 24 models for predicting the risk of recurrence after percutaneous endoscopic lumbar discectomy.(2)The PROBAST evaluation results indicated that all 15 studies exhibited a high risk of bias.Regarding applicability,two studies demonstrated a low risk,while 13 presented a high risk.(3)Regarding the TRIPOD reporting quality,the overall quality across the 15 studies was low.The primary reasons for this low compliance included the failure to report blinding,a lack of explanation for the sample size calculation method,lack of detailed description of missing data processing methods,and lack of information such as introduction to the model used.(4)Furthermore,the area under the receiver operating characteristic curve for the model ranged from 0.684 to 0.972,with the number of potential predictor variables varying from 15 to 28.(5)The results of meta-analysis showed that the postoperative recurrence rate of lumbar disc herniation patients treated with percutaneous endoscopic lumbar discectomy was 12%(95%CI=9.0%-15.0%),Modic changes(OR=6.72,95%CI=3.90-11.59),body mass index(OR=1.28,95%CI=1.10-1.49),work intensity(OR=3.22,95%CI=1.85-5.59),age(OR=2.28,95%CI=1.50-3.48),and smoking history(OR=2.65,95%CI=1.75-4.00)were independent influencing factors for postoperative recurrence of percutaneous endoscopic lumbar discectomy(all P<0.05).CONCLUSION:The overall predictive performance of the recurrence risk prediction models after percutaneous endoscopic lumbar discectomy is satisfactory;however,the model exhibits a high overall risk of bias and applicability,coupled with low reporting quality.Additionally,there is a lack of prospective research and external validation.Future,risk prediction models should consider factors such as Modic changes,body mass index,work intensity,age,and smoking history as potential predictors.
4.Glutamate Receptor Antagonists Attenuate Stereotyped Behaviors via Modulating BDNF Levels in Obsessive-complusive Disorder Model Mice
Weijie WANG ; Yuchong LUO ; Dongmiao HUANG ; Chen YANG ; Jihui YUE ; Xianglan WANG ; Shenglin WEN
Journal of Sun Yat-sen University(Medical Sciences) 2025;46(3):475-485
ObjectiveTo explore whether fluoroethylnormemantine (FENM), an NMDA receptor antagonist, could improve compulsive-like behaviors and to investigate its underlying mechanisms in the RU24969-induced obsessive-compulsive disorder (OCD) mouse model. MethodsThirty-two mice were randomly assigned to four groups: Saline (n=8), RU24969 (n=8), RU+FENM (n=8), and FENM (n=8). Mice received FENM or an equivalent volume of saline for pre-treatment, followed by RU24969 or saline for model induction 30 minutes later. Behavioral tests were performed 1 hour after modeling, and serum samples were collected to measure the level of brain-derived neurotrophic factor (BDNF). Evans Blue dye was intravenously injected to assess dye content in brain tissue, thereby evaluating potential blood-brain barrier damage. ResultsFENM treatment significantly improved repetitive stereotyped circling behavior (F=39.850, P<0.001) and alleviated persistent motor activity (F=50.200, P<0.001) in RU24969 model mice. Additionally, FENM treatment significantly increased serum BDNF level in RU24969-induced OCD mice (F=18.930, P<0.001). ConclusionsFENM , an NMDA receptor antagonist, may alleviate compulsive behaviors in OCD mice by modulating BDNF levels , thereby exerting anti-compulsive effects. Neither the RU24969 model nor FENM treatment significantly affectes blood-brain barrier integrity.
5.Impact of non-optimal temperature on 120 emergency call volume for acute alcohol intoxication: A time-series study in Wuxi City
Chao YANG ; Wanjun ZHANG ; Xiuzhu LI ; Xuhui ZHANG ; Xinliang DING ; Weijie ZHOU ; Chuncheng LU ; Pengfei ZHU
Journal of Environmental and Occupational Medicine 2025;42(10):1155-1161
Background Non-optimal temperatures pose significant threats to public health. Analyzing the association between temperature exposure and the number of emergency cases of acute alcohol intoxication can provide evidence for optimizing emergency resource allocation and response strategies. Objective To analyze the overall impact and lag effects of non-optimal temperatures on the number of 120 emergency calls for acute alcohol intoxication in Wuxi, and to assess the attributable risk, in order to provide empirical evidence for formulating climate-adaptive public health strategies. Methods Call records of acute alcohol intoxication from Wuxi's 120 emergency service, concurrent air pollutant data, and meteorological data (including daily mean temperature) were collected from January 1, 2014 to December 31, 2020. Distributed lag nonlinear modeling was used for time-series analysis, with cross-basis functions to capture the nonlinear relationship and lag effects between temperature and emergency volume. Confounding factors such as long-term trends, humidity, pollutants [ultimately including ozone (O3) and fine particulate matter (PM2.5)], day of the week, and holidays were controlled. The maximum lag period was set to 14 days. Single-day lag and cumulative lag effects of extreme temperatures were analyzed, followed by sensitivity analysis. Effects were quantified using relative risk (RR) and 95% confidence intervals (95%CI), and attributable fractions and numbers for different temperature ranges were calculated. Results A total of
6.A novel anti-ischemic stroke candidate drug AAPB with dual effects of neuroprotection and cerebral blood flow improvement.
Jianbing WU ; Duorui JI ; Weijie JIAO ; Jian JIA ; Jiayi ZHU ; Taijun HANG ; Xijing CHEN ; Yang DING ; Yuwen XU ; Xinglong CHANG ; Liang LI ; Qiu LIU ; Yumei CAO ; Yan ZHONG ; Xia SUN ; Qingming GUO ; Tuanjie WANG ; Zhenzhong WANG ; Ya LING ; Wei XIAO ; Zhangjian HUANG ; Yihua ZHANG
Acta Pharmaceutica Sinica B 2025;15(2):1070-1083
Ischemic stroke (IS) is a globally life-threatening disease. Presently, few therapeutic medicines are available for treating IS, and rt-PA is the only drug approved by the US Food and Drug Administration (FDA) in the US. In fact, many agents showing excellent neuroprotection but no blood flow-improving activity in animals have not achieved ideal clinical efficacy, while thrombolytic drugs only improving blood flow without neuroprotection have limited their wider application. To address these challenges and meet the huge unmet clinical need, we have designed and identified a novel compound AAPB with dual effects of neuroprotection and cerebral blood flow improvement. AAPB significantly reduced cerebral infarction and neural function deficit in tMCAO rats, pMCAO rats, and IS rhesus monkeys, as well as displayed exceptional safety profiles and excellent pharmacokinetic properties in rats and dogs. AAPB has now entered phase I of clinical trials fighting IS in China.
7.Guidelines for vaccination of kidney transplant candidates and recipients in China
Jian Zhang ; Jun Lin ; Weijie Zhang ; Xiaoming Ding ; Xiaopeng Hu ; Wujun Xue
Organ Transplantation 2025;16(2):177-190
In order to further standardize the vaccination of kidney transplant candidates and recipients in China, the Branch of Organ Transplantation of Chinese Medical Association has organized experts in kidney transplantation and infectious diseases. Based on the "Vaccination of Solid Organ Transplant Candidates and Recipients: Guidelines from the American Society of Transplantation Infectious Diseases Community of Practice", and in combination with the clinical reality of infectious diseases and vaccination after organ transplantation in China, as well as referring to relevant recommendations from home and abroad in recent years, these guidelines are formulated from aspects such as epidemiology, types of vaccines, vaccination principles, target population, and specific vaccine administration. The "Guidelines for Vaccination of Kidney Transplant Candidates and Recipients in China" aims to provide theoretical reference for medical workers in the field of kidney transplantation in China, regarding the vaccination of kidney transplant candidates and recipients. It is expected to better guide the vaccination of kidney transplant candidates and recipients, reduce the risk of postoperative infection, and improve survival outcomes.
8.Trend of periodontal disease burden among Chinese women of reproductive age from 1990 to 2021
WEN Ping ; ZHANG Feng ; XU Weijie ; YANG Xiuqiao ; LIN Hong ; LI Xiaotian
Journal of Prevention and Treatment for Stomatological Diseases 2025;33(3):221-229
Objective:
To analyze the status and trends of the disease burden of periodontal disease among women of reproductive age (15-49 years) in China from 1990 to 2021, and to provide a reference for the development of periodontal disease prevention and control strategies for women of reproductive age.
Methods:
Using the global burden of disease (GBD) data from 1990 to 2021, this study investigated the periodontal disease burden among women of reproductive age, including prevalence, incidence, disability-adjusted life years (DALYs), DALY rates, and their corresponding standardized indicators. Joinpoint 5.2.0.0 software was used for time trend analysis of DALYs, age-specific DALY rates, and annual average percentage change (AAPC) values. A log-linear regression model was used to test trends for DALYs and DALY rates.
Results:
Compared with 1990, the prevalence and incidence of periodontal disease among Chinese women in 2021 increased by 45.67% (per 100,000 people) and 29.29% (per 100,000 people), respectively. The distribution of periodontal disease among women (15-49 years) showed a continuous and rapid upward trend, with the growth rate increasing rapidly with age. The number of cases increased the fastest in the 45-49 age group, and the prevalence increased the fastest in the 35-44 age group. The incidence of periodontal disease continued to rise with age, with the fastest increase in the 35-44 age group among women of reproductive age. The Joinpoint regression model results showed that periodontal disease led to an expanding trend in the disease burden among women of reproductive age in China, with an AAPC of DALYs = 1.20% and an AAPC of DALY rate = 1.25% (P<0.001).
Conclusion
The periodontal disease burden among Chinese women aged 15-49 years showed a gradually increasing trend from 1990 to 2021.
9.The fluctuations of thyroid function in a childbearing-age-woman with Graves′ disease: One case report
Peiheng ZHANG ; Yu WANG ; Weijie SUN ; Yang ZHANG ; Huixia YANG ; Ying GAO
Chinese Journal of Endocrinology and Metabolism 2025;41(3):237-241
In patients with Graves′ disease, repeated transition between hyperthyroidism and hypothyroidism is uncommon. This report describes a female Graves′ disease patient with persistently high levels of thyroid-stimulating hormone receptor antibodies, who experienced multiple transitions between hyperthyroidism and hypothyroidism over a 7-year follow-up period, including during pregnancy. The fluctuations may be linked to the interplay between thyroid-stimulating hormone receptor stimulating antibody(TSAb) and thyroid-stimulating hormone receptor blocking antibody(TBAb). Treatment with either antithyroid medications or levothyroxine sodium, based on the patient′s thyroid status, helped maintain normal thyroid function. Stable thyroid function may contribute to maintaining a consistent thyroid immune status and reducing thyroid function fluctuation.
10.A case report of neonatal hypothyroidism induced by high maternal thyroid stimulating hormone receptor antibody level during pregnancy
Tao BAI ; Weijie SUN ; Peiheng ZHANG ; Yang ZHANG ; Huixia YANG ; Ying GAO
Chinese Journal of Endocrinology and Metabolism 2025;41(6):493-496
Maternal high titers of thyroid stimulating hormone receptor antibody(TRAb) during pregnancy can cause fetal and neonatal thyroid dysfunction, among which hypothyroidism is relatively rare. In this case, the woman was diagnosed with Hashimoto′s hypothyroidism prior to pregnancy and was treated with levothyroxine(LT 4) to maintain normal thyroid function throughout gestation. Despite normal maternal thyroid function, TRAb levels remained persistently elevated during pregnancy. The fetus showed a normal fetal thyroid circumference and heart rate, but no secondary ossification center was observed at 37 + 6 weeks of gestation. On the 9th day after birth, the neonate was diagnosed with congenital hypothyroidism and started on LT 4 replacement therapy. By 7 months of age, thyroid function had normalized, and LT 4 was discontinued. This case highlights the importance of close monitoring of fetal growth and neonatal thyroid function in pregnant women with high TRAb titers, to ensure timely detection and management of fetal and neonatal thyroid dysfunction.


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