1.Construction and analysis of machine learning models for preoperative prediction of glioma grading and isocitrate dehydrogenase mutation status
Yuting WANG ; Junle ZHU ; Shuang QIN ; Saifei SUN ; Xin ZHANG ; Qi LÜ
Chinese Journal of Clinical Medicine 2026;33(1):3-15
Objective To construct machine learning models based on preoperative inflammatory and radiological features for the prediction of glioma grading and isocitrate dehydrogenase (IDH) mutation status, and to analyze application values of these models and identify the optimal predictive models. Methods A retrospective analysis was conducted on the data of pathologically confirmed glioma patients admitted to Tongji Hospital Affiliated to Tongji University from March 2019 to March 2023. LASSO regression was used to screen feature variables, and predictive models were constructed based on logistic regression (LR), random forest (RF), support vector machine (SVM), gradient boosting decision tree (XGBoost) and K-nearest neighbor (KNN) algorithms. The model performance was comprehensively evaluated using metrics including discrimination ability, area under the precision-recall curve (AUC), accuracy, F1 score and Brier score. The DeLong test was adopted to compare the AUC values among different models; Friedman rank-sum test was used to determine the overall performance differences of the models, with the Nemenyi test applied for multiple comparison correction. Results In the task of glioma grading prediction, the LR model achieved the highest comprehensive score (0.726), and no significant difference was observed between the LR model and the other four models; age was positively correlated with glioma grading (P=0.003). In the task of IDH mutation status prediction, the XGBoost model obtained the highest comprehensive score (0.832), which was superior to the LR (0.762, P=0.035) and KNN models (0.754, P=0.025), while no statistical differences were found between the XGBoost model and the RF or SVM models. Conclusions The LR model for glioma grading prediction and XGBoost model for IDH mutation prediction constructed based on a task-oriented strategy achieve a favorable interpretability while ensuring optimized performance, thereby providing reliable decision support for the individualized diagnosis and treatment of glioma.
2.Role of IL-17A in acute inhalational pneumonia caused by highly virulent and multidrug-resistant Staphylococcus aureus
Qi KUANG ; Xiaoyu ZHU ; Lu LI ; Xueyan WANG ; Peijie YAN ; Lili ZHANG ; Meng LÜ ; Lingfei HU ; Dongsheng ZHOU ; Wenhui YANG
Acta Universitatis Medicinalis Anhui 2026;61(4):599-605
ObjectiveTo investigate the role of interleukin (IL)-17A in acute inhalational pneumonia induced by the highly drug-resistant and hypervirulent Staphylococcus aureus strain USA300-R in mice. MethodsAn acute inhalational pneumonia model was established in mice using an aerosolized pulmonary delivery technique. RNA sequencing (RNA-seq) and enzyme-linked immunosorbent assay (ELISA) were employed to examine the expression dynamics of Il17a mRNA and IL-17A protein, respectively, in the lungs of infected mice. Il17a knockout (Il17a-/-) mice were generated using CRISPR/Cas9 gene editing technology. The survival rate, body weight, bacterial load in lung tissue, and histopathological changes were compared between Il17a-/- and wild-type (WT) mice following inhalational infection with USA300-R. Results12 hours after USA300-R infection, compared to pre-infection, the expression level of Il17a mRNA in lung tissue and the level of IL-17A protein in bronchoalveolar lavage fluid (BALF) increased by approximately 50-fold (P<0.01) and 6-fold (P<0.001), respectively. Compared to WT mice, Il17a-/- mice exhibited approximately 10-fold higher bacterial loads in lung tissue at both 12 and 24 hours post-infection (P<0.001, P<0.05). However, they showed significantly attenuated lung histopathological injury, reduced alveolar wall thickening, markedly decreased neutrophil infiltration, and an approximately 50% improvement in survival rate (P<0.05). ConclusionIn acute Staphylococcus aureus USA300-R inhalational pneumonia, IL-17A contributes to bacterial clearance by recruiting neutrophils; however, excessive neutrophil infiltration exacerbates pulmonary inflammation and injury, reduces survival rates, and represents a potential therapeutic target.
3.Advances in Salmonella -mediated targeted tumor therapy
Zhao-rui LÜ ; Dong-yi LI ; Yu-yang ZHU ; He-qi HUANG ; Hao-nan LI ; Zi-chun HUA
Acta Pharmaceutica Sinica 2024;59(1):17-24
italic>Salmonella has emerged as a promising tumor-targeting strategy in recent years due to its good tumor targeting ability and certain safety. In order to further optimize its therapeutic effect, scientists have tried to modify
4.Introduction to revision of Technical Specification for Occupational Health Surveillance
Chen YU ; Dehong LI ; Daoyuan SUN ; Zubing WANG ; Chaoqiang JIANG ; Xunmiao ZHANG ; Yongjian YAN ; Weiming YUAN ; Yiqun XUAN ; Xin QIAO ; Yujing XIA ; Qiuhong ZHU ; Qiang HOU ; Hong WANG ; Yiwen JIANG ; Xuetao ZHANG ; Fang QI ; Xiangpei LÜ ; Huanqiang WANG
China Occupational Medicine 2023;50(2):209-216
To revise GBZ 188 Technical Specification for Occupational Health Surveillance based on national laws, regulations, standards, specifications and legal documents of occupational disease, and combination with the actual situation in China. The main modifications are as follows: the occupational health surveillance for workers exposed to toluene (xylene may implement by reference), bromopropane, methyl iodide, ethylene oxide, chloroacetic acid, indium and its compounds, coal tar, coal tarasphalt, asphalt, β-naphthylamine, dust of metal and its compounds(tin, iron, antimony, barium and its compounds), hard metal dust, erionite dust, low temperature, laser, tick-borne encephalitis virus, Borrelia burgdorferi, and human immunodeficiency virus, for scraper or grind operators, and underground workers using squatting or kneeling position, crawling position, side-lying position, or shoulder position for a long period of time are included. The emergency health screening for workers exposed to arsenic, fluorine and its inorganic compounds, and acrylamide are included. The occupational medical examination (OME) for workers exposed to amino and nitro compounds of benzene, phosgene, monomethylamine, organic fluorine and dimethyl sulfate has been adjusted and made mandatory, with corresponding assessments required upon leaving the job. The special occupational health surveillance for workers exposed to mycobacterium tuberculosis and hepatitis virus is removed. The OME conclusion of reexamination is removed, and standardize recheck/additional inspection requirements. The optional items in OME performed before, during and after leaving post are removed, but the optional items in emergency medical examination are retained. Additional OME items are added. The Guideline for OME Summary Reports is added as informative appendix, and so on. The revised GBZ 188 Technical Specification for Occupational Health Surveillance is more scientific and practical.
5.Interpretation of The Three - year Tough Action Plan for Endemic Diseases Control (2018-2020) : schistosomiasis
Shi-Zhu LI ; Jing XU ; Shan LÜ ; Chun-Li CAO ; Qiang WANG ; Hong-Liang QI ; Jun YAN ; Xiao-Nong ZHOU
Chinese Journal of Schistosomiasis Control 2018;30(6):601-604
The Three-year Tough Action Plan for Endemic Diseases Control (2018–2020), which was formulated by 10 ministries of China, was issued on November 29, 2018. Schistosomiasis control is an important part of this plan, and the implementation of the plan provides an important basis for the health poverty alleviation and the fight against schistosomiasis in China. This paper describes the objective and principle of the plan and proposes "six actions" and supporting measures to implement the three-year tough action targeting schistosomiasis, with aims to guide the scientific implementation of the three-year tough action against schistosomiasis and facilitate the progress towards schistosomiasis elimination in China.
6.Precise dosage of commercial warfarin sodium tablets and hydrochlorothiazide tablets by 3D printing
Wei LIN ; Xue-ying PI ; Jie-qiong LÜ ; Jia-qi HUANG ; Li-ying FENG ; Shui-mei GUO ; Yan-zhong CHEN ; Zhu-fen LÜ ; Fan YANG
Acta Pharmaceutica Sinica 2018;53(11):1901-1907
The aim of this study is to apply 3D printing technology to hospital drug dosing operations, and explore its feasibility and scalability. Drugs often dosed in hospitals are selected as models. The commercially available drug was ground into powder, diluted with medicinal excipients and then mixed with 75% ethanol and binder to prepare a paste for 3D printing. The dose and physicochemical properties of divided tablets were controlled by setting print parameters and printing models in computer software. Different 3D printers were employed to evaluate the impact of the device on the dosing tablet. Two drugs were dosed in this study to explore the scalability of 3D printing technology between different drugs. The drug content of the three divided dose tablets (warfarin sodium 1 mg, 2 mg, hydrochlorothiazide 5 mg) was 1.02±0.03, 1.96±0.01, 5.19±0.06 mg. The content uniformity was 1.0, 5.3, 2.6, respectively. The drug dissolution rate was (99.3±1.2)%, (101.5±0.3)%, (98.1±0.8)% in 45, 45 and 30 min. The mechanical properties of the three sub-doses and the stability within 30 days were in line with the Chinese Pharmacopoeia (2015) requirements. At the same time, it was found that the printing parameters and prescriptions can affect the properties of the divided dose tablets. By controlling the dilution ratio of commercial drug and printing parameters, the drug release rate can be customized to achieve individualized treatment. Both different modes of 3D printers can produce qualified sub-doses, and 3D print dispensing technology was also versatile between the two drugs. 3D printing can prepare small-volume, high-precision, high-repetition dosing tablets, with all properties in compliance with pharmacopoeia regulations. Thus, this method can be used as a new and scalable sub-dosing method.
7.Design of performance appraisal program in information department of hospitals
Hongguang YANG ; Xiaojuan Lü ; Lin ZHANG ; Qi ZHU ; Xiaoyong WANG
Chinese Journal of Medical Library and Information Science 2015;(1):38-40
Information department in hospitals shoulders the tasks of construction,operation,maintenance and super-vision of hospital information system ( HIS) . The work load increases with the update of HIS. The key issues con-cerned by the chief of HIS include the over planning of resources,optimizing the allocation of techniques,enforcing the means of management, improving the level of service and the efficiency of support. The principles for the design of performance appraisal program and the specific appraisal indicators in Information Department of Chinese PLA Second Artillery Forces were thus described in this paper in an attempt to provide reference for the information management in other hospitals.
8.Recent progress of the aptamer-based antiviral drugs.
Yao ZHU ; Ying-Hui LÜ ; Hui-Yong YANG ; Jun-Sheng LIN ; Qi-Zhao WANG
Acta Pharmaceutica Sinica 2013;48(4):447-456
Aptamers are capable of binding a wide range of biomolecular targets with high affinity and specificity. It has been widely developed for diagnostic and therapeutic purposes. Because of unique three dimensional structures and cell-membrane penetration, aptamers inhibit virus infection not only through binding specific target, such as the viral envelope, genomic site, enzyme, or other viral components, but also can be connected to each other or with siRNA jointly achieve antiviral activity. Taking human immunodeficiency virus and hepatitis C virus as examples, this paper reviewed the effects and mechanisms of aptamers on disturbing viral infection and replication steps. It may provide an insight to the development of aptamer-based new antiviral drugs.
Antiviral Agents
;
pharmacology
;
Aptamers, Nucleotide
;
pharmacology
;
therapeutic use
;
Genome, Viral
;
drug effects
;
HIV
;
drug effects
;
HIV Reverse Transcriptase
;
metabolism
;
Hepacivirus
;
drug effects
;
genetics
;
Humans
;
Macular Degeneration
;
drug therapy
;
Neoplasms
;
drug therapy
;
Oligodeoxyribonucleotides
;
therapeutic use
;
RNA, Small Interfering
;
pharmacology
;
SELEX Aptamer Technique
;
Viral Envelope Proteins
;
metabolism
;
Virus Replication
;
drug effects
9.Adjuvant portal vein chemoembolization in partial hepatectomy for hepatocellular carcinoma
Xinliang Lü ; Kun ZHANG ; Jingde ZHU ; Chuxiao SHAO ; Jixing FANG ; Xinwang QI
Chinese Journal of Hepatobiliary Surgery 2012;18(1):15-18
ObjectiveTo study the efficacy of adjuvant percutaneous transhepatic portal vein chemoembolization (PVCE) in the prevention of tumor recurrence after partial hepatectomy for hepatocellular carcinoma.MethodsThe clinical data of 89 patients who received liver resection for hepatocellular carcinoma in our hospital from January 2007 to January 2010 were studied retrospectively.41patients received PVCE (the treatment group) while 48 patients received no PVCE (the control group).Postoperative recurrence and cumulative disease free survivals were compared using the Kaplan-Meier method.ResultsOn follow-up which ranged from 6-42 months,the 1- and 2-year disease free survivals were 76.5% and 48.0% in the treatment group,and 53.8% and 25.8% respectively in the control group (P<0.05).The mean disease free survivals were 19.91 (95% CI,16.09-23.73)and 13.8 months (95 % CI,10.95-16.65),respectively.The cumulative disease free survivals in the PVCE group were significantly higher than the control group (P=0.01).Cox multivariate analysis showed that adjuvant PVCE,tumor size,portal vein thrombosis,and postoperative transcatheter arterial chemoembolization (TACE) were independent factors of disease free survival.ConclusionAdjuvant PVCE was effective in preventing postoperative recurrence of hepatocellular carcinoma after partial hepatectomy.
10.The impact of ischemic postconditioning on the tumor necrosis factor-α/IL-6/signal transducers and activators of transcription-3 signal pathway of liver regeneration.
Hui YANG ; Yu-lin ZHU ; Qi-ning LIU ; Rong-sheng ZHOU ; Ge ZHAO ; Yi LÜ
Chinese Journal of Surgery 2012;50(10):909-913
OBJECTIVETo investigate the impact of the ischemic postconditioning on the tumor necrosis factor (TNF)-α/IL-6/signal transducers and activators of transcription (STAT)-3 signal pathway of liver regeneration.
METHODSNinety healthy clean grade male Sprague-Dawley rats weighting 230 to 280 g were selected and assigned into three groups randomly: group I subtotal hepatectomy (SH), group II ischemia reperfusion (IR), group III ischemic postconditioning (IPO). The left and middle liver was resected, and the remnant liver was treated as followed: the blood flow was not blocked in SH group, but blocked 30 minutes in IR group, then reperfused; IPO groups received three cycles of 30 s-30 s intermittent interruptions of blood flow at onset of reperfusion. At 1, 6, 12, 24, 48 h after reperfusion, the serum TNF-α, IL-6 was detected and the mRNA of cyclinD1, Cdk4, STAT-3 was assayed by real-time PCR as well as the protein expression of cyclinD1 and Cdk4 by Western blot.
RESULTSCompared with SH group, the expression of IL-6 declined at each set time point in IR group (t = 5.076 to 8.334, P = 0.000), but the content of TNF-α increased in early stage (1 to 12 h) (t = 2.972 to 7.215, P = 0.000 - 0.014). The expression of STAT-3, cyclinD1 and Cdk4 mRNA and protein of cyclinD1 and Cdk4 at 24 and 48 h after reperfusion were lower in IR group than in SH group (t = 2.857 to 6.684, P = 0.000 to 0.017). However, there was a significant decrease in TNF-α from 1 to 12 h after reperfusion (t = 2.995 to 4.112, P = 0.002 to 0.017), but a significant increase in IL-6 in IPO group than in IR group (t = 2.458 to 3.543, P = 0.005 to 0.034). The expression of STAT-3, cyclinD1, Cdk4 mRNA and protein of cyclinD1 and Cdk4 at 24 and 48 h after reperfusion were all increased in IPO group in comparison with in IR group (t = 2.383 to 6.803, P = 0.000 to 0.038).
CONCLUSIONSThe ischemic postconditioning could promote the remnant liver regeneration after subtotal hepatectomy with ischemia reperfusion injury. Its mechanism relates with the activation of the TNF-α/IL-6/STAT-3 signal pathway of and the cyclinD1-Cdk4 complex which enhances the proliferation of hepatocyte.
Animals ; Cyclin D1 ; metabolism ; Cyclin-Dependent Kinase 4 ; metabolism ; Hepatectomy ; Interleukin-6 ; metabolism ; Ischemic Postconditioning ; Liver ; metabolism ; Liver Regeneration ; Male ; Rats ; Rats, Sprague-Dawley ; STAT3 Transcription Factor ; metabolism ; Signal Transduction ; Tumor Necrosis Factor-alpha ; metabolism

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