1.Meteorological factor-driven prediction of high-use days of budesonide: construction and comparison of ensemble learning models
Qitao CHEN ; Yue ZHOU ; Xiaojun ZHANG ; Jingwen NI ; Guoqiang SUN ; Fenfei GAO ; Lizhen XIA ; Zihao LI
China Pharmacy 2025;36(21):2723-2726
OBJECTIVE To construct ensemble learning models for predicting high-use days of budesonide based on meteorological factors, thereby providing reference for hospital pharmacy management. METHODS Meteorological data for 2024 and outpatient budesonide usage data from the jurisdiction of Sanming Hospital of Integrated Traditional Chinese and Western Medicine were collected. High-use days were defined as the 75th percentile of outpatient budesonide usage, and a corresponding dataset was established. The prediction task was formulated as a classification problem, and three ensemble learning models were developed: Random Forest, Extreme Gradient Boosting (XGBoost), and Histogram-based Gradient Boosting Classifier. Model performance was evaluated using accuracy, precision, recall, F1-score, and log-loss. Model interpretability was analyzed using Shapley Additive Explanations (SHAP). RESULTS The Histogram-based Gradient Boosting Classifier achieved the best performance (accuracy=0.75, F1-score=0.48), followed by XGBoost (accuracy=0.74, F1-score=0.43) and Random Forest (accuracy=0.72, F1-score=0.22). SHAP results suggested that the prediction results of the last two models have the highest correction. CONCLUSIONS Ensemble learning models can effectively predict high-use days of budesonide, with the Histogram- based Gradient Boosting Classifier demonstrating the best predictive performance. Low temperature, high humidity, and low atmospheric pressure show significant positive impacts on the prediction of daily budesonide usage.
2.Application value of human epididymis protein 4 in the diagnosis and treatment of lung cancer
Yang YANG ; Kairu NI ; Chenhui GAO ; Hong HUANG ; Yizhen SHI
Chinese Journal of Nuclear Medicine and Molecular Imaging 2024;44(10):597-602
Objective:To analyze the advantages of human epididymis protein 4 (HE4) compared with traditional tumor markers in the diagnosis and treatment of lung cancer.Methods:From February 2021 to June 2022, 230 lung cancer patients (138 males, 92 females; age (61.1±12.3) years), 96 benign lung disease patients (62 males, 34 females; age (60.2±14.8) years; including 43 cases of lung benign placeholder and 53 cases of pulmonary infection), and 60 healthy volunteers (40 males, 20 females; age (62.8±11.4) years) from the Second Affiliated Hospital of Soochow University were prospectively collected. Serum HE4, carcinoembryonic antigen (CEA), neuron-specific enolase (NSE), cytokeratin 19 fragment (CYFRA21-1), pro-gastrin-releasing peptide (ProGRP) and carbohydrate antigen (CA)125 were detected by electrochemical analysis. The expression of HE4 in tumor tissues of 55 patients with lung cancer was detected by immunohistochemical method. χ2 test, Mann-Whitney U test, Kruskal-Wallis rank sum test and Bonferroni correction method were used to analyze data. The diagnostic efficiencies of HE4 and other tumor markers were evaluated by ROC curve analysis and the difference of AUCs was analyzed by Delong test. Results:The positive expression rate of HE4 in adenocarcinoma tissue was significantly higher than that in non-adenocarcinoma tissue (93.1%(27/29) vs 23.1% (6/26); χ2=28.01, P<0.001). The level of serum HE4 in the lung cancer group (70.70(51.93, 109.05) pmol/L) was significantly higher than that in the pulmonary benign placeholder group (59.80(48.20, 73.50) pmol/L) and the healthy control group (55.25(44.60, 74.25) pmol/L), and that in the pulmonary infection group (97.90(76.62, 155.00) pmol/L) was higher than that in the lung cancer group ( H=46.19, all P<0.008 (Bonferroni correction method)). The levels of serum HE4 were significantly different in age, sex, smoking, disease stage and pathological types in early stage ( z values: from -5.07 to 9.83, all P<0.05). The ROC curve analysis indicated that the optimal cut-off value of serum HE4 for diagnosing lung cancer was 79.22 pmol/L, with the sensitivity and specificity of 41.30%(95/230) and 83.33%(50/60). Compared with other traditional tumor markers, serum HE4 and CA125 showed the higher diagnostic value (AUC CA125 (0.695)>AUC HE4(0.656)>AUC CEA(0.614)>AUC CYFRA21-1(0.599)>AUC ProGRP (0.501)>AUC NSE (0.470)). The combination of HE4 with other traditional tumor markers significantly improved the diagnostic efficacy (AUC=0.750; z=2.75, P=0.006). Conclusions:HE4 is highly expressed in lung adenocarcinoma by immunohistochemistry. Serum HE4 exhibits a great application value in the differential diagnosis between benign and malignant pulmonary nodules, and plays an important role in assessment of patients′ conditions.
3.Simultaneous content determination of twelve constituents in Naomaitai Capsules by HPLC
Jun-Qing GAO ; Xian-Song CHENG ; Shu-Qi YU ; Ni ZHANG
Chinese Traditional Patent Medicine 2024;46(7):2147-2152
AIM To establish an HPLC method for the simultaneous content determination of 3′-hydroxy-puerarin,hydroxysafflor yellow A,puerarin,puerarin apigenin,3′-methoxypuerarin,daidzein,stilbene glycoside,luteolin side,genistein side,luteolin B and rosmarinic acid in Naomaitai Capsules.METHODS The analysis was performed on a 30℃ thermostatic Kromasil C18 column(250 mm×4.6 mm,5 μm),with the mobile phase comprising of acetonitrile-water(containing 1.0 g/L phosphoric acid)flowing at 0.8 mL/min in a gradient elution manner,and the detection wavelength was set at 280 nm.Subsequently,principal component analysis and cluster analysis were made.RESULTS Twelve components showed good linear relationships within their own ranges(r>0.999 0),whose average recoveries were 97.00%-99.00% with the RSDs of 0.86%-1.82% .Ten batches of samples were clustered into four categories,the accumulative variance contribution rate of four principal components reached 86.262% .CONCLUSION This simple,stable,reliable and accurate method can be used for the quality control of Naomaitai Capsules.
4.Effects of triamcinolone acetonide-saline submucosal injection for prevention of esophageal stricture after endoscopic submucosal dissection for extensive superficial esophageal neoplasms
Lei CHEN ; Sujun GAO ; Lu WANG ; Xiufan NI ; Cong TONG ; Zhen ZHU
Chinese Journal of Digestive Endoscopy 2024;41(9):712-717
Objective:To evaluate the efficacy and safety of triamcinolone acetonide-saline submucosal injection for prevention of esophageal stricture after endoscopic submucosal dissection (ESD) for extensive superficial esophageal neoplasms.Methods:A total of 75 patients who underwent ESD for superficial esophageal neoplasms involving larger than 2/3 of the esophageal circumference at the Department of Gastroenterology, Northern Jiangsu People's Hospital from January 2018 to December 2020 were enrolled. Patients were randomly assigned to triamcinolone acetonide-saline submucosal injection group (group A, n=25), triamcinolone acetonide injections immediately after ESD group (group B, n=25) and the control group undergoing only ESD (group C, n=25). Serial gastroscopy was performed to assess wound healing and esophageal stricture. Endoscopic balloon dilatation (EBD) was performed when patients experienced esophageal stricture. The completion of ESD, time of operation, the amount of triamcinolone acetonide, the incidences of esophageal stricture and the time of EBD treatment of the three groups were compared. Results:All ESD procedures were successfully performed without complications such as intraoperative perforation, massive bleeding or postoperative delayed perforation. The operation time of group A, B and C were 72.87±12.99 min, 94.15±14.22 min and 74.08±11.86 min, respectively, with significant difference ( F=20.925, P<0.001). In pairwise comparison the above indicator in group A and group C was significantly shorter than that of group B (LSD- t=5.759, P<0.001; LSD- t=5.432, P<0.001), but there was no difference between group A and group C (LSD- t=0.327, P=0.745). There was no significant difference in the amount of triamcinolone acetonide between group A and group B (125±15 mg VS 133±19 mg, t=1.673, P=0.101). The rates of wound healing under endoscopy after 1 month of group A, B and C were 76% (19/25), 84% (21/25), and 76% (19/25), respectively, with no significant difference ( χ2=0.636, P=0.728). The esophageal stricture rates were 52% (13/25) in both group A and B, and 84% (21/25) in group C, with significant difference among the three groups ( χ2=7.295, P=0.026), and group A and B showed a significantly lower stricture rate than that of group C ( P=0.015; P=0.015). The median time of EBD treatment of group A, B and C were 4 (range 0 to 9), 5 (range 0 to 13) and 9 (range 0 to 16), respectively, with significant difference ( H=17.58, P<0.001). In pairwise comparison the above indicator in group A and B was significantly less than that of group C ( H=23.96, P<0.001; H=19.00, P=0.002), but there was no significant difference between group A and group B ( H=4.96, P=0.407). Esophageal stricture was observed in all patients with circumferential mucosa resected in the three groups. But the times of EBD treatment were 6.90±1.10 in group A, 10.13±2.42 in group B and 15.29±0.76 in group C with significant difference ( F=57.754, P<0.001). In pairwise comparison the above indicator in group A was less than that in group B (LSD- t=4.294, P<0.001) and this indicator in group B was less than that in group C (LSD- t=6.294, P<0.001). Median EBD times in patients with non-circumferential mucosal defects in the three groups were 0 (range 0 to 9), 0 (range 0 to 6) and 8 (range 0 to10), respectively, with significant difference ( H=19.72, P<0.001). In pairwise comparison, the EBD time in group A and B was less than that in group C ( H=17.93, P<0.001; H=16.62, P<0.001), but there was no statistical difference between group A and B ( H=1.31, P=0.779). Conclusion:Triamcinolone acetonide-saline submucosal injection ESD can safely and effectively prevent esophageal stricture after ESD for large-area superficial esophageal neoplasms, reduce the operation time and time of EBD treatment in patients with circumferential mucosa defect compared with local injections of triamcinolone acetonide after ESD.
5.A randomized controlled study of oral-nasal oxygen supply mouth guard in painless gastroscopy for snoring patients
Yanli NI ; Cheng ZHANG ; Weiying ZHANG ; Xiuzhen GAO ; Yongmei YOU ; Lijun HAN ; Lili MA ; Li SHEN ; Yinghua ZHU ; Xi TAN ; Yulong YANG ; Meidong XU
Chinese Journal of Digestive Endoscopy 2024;41(9):718-722
Objective:To evaluate the effectiveness of oral-nasal oxygen supply mouth guard in painless gastroscopy for snoring patients.Methods:The snoring patients who underwent painless gastroscopy at two Endoscopy Centers of Shanghai East Hospital, Tongji University in July 2022 were randomly divided into the observation group (using oral-nasal oxygen supply mouth guard) and the control group (using ordinary nasal oxygen tube and mouth guard). Parameters such as the wearing time and the removal time of the mouth guard, lowest pulse oxygen saturation (SpO 2), incidence of hypoxemia, and the satisfaction of medical staff were compared between the two groups. Results:The wearing time of mouth guard was 11.63±0.84 seconds and the removal time was 5.33±0.76 seconds in the observation group ( n=40), which were lower than those in the control group ( n=47) (14.91±1.21 seconds, t=-14.463, P<0.001; 10.38±0.80 seconds, t=-30.095, P<0.001). The wearing satisfaction score was 9.80±0.61, the lowest SpO 2 was (96.70±3.42)%, the removal satisfaction score was 9.75±0.67, and the anesthesiologists' satisfaction score was 9.20±1.42 in the observation group, which were higher than those in the control group [7.70±0.93, t=12.209, P<0.001; (94.06±3.72)%, t=3.417, P=0.001; 7.96±0.98, t=9.803, P<0.001; 8.13±1.35, t=3.615, P=0.001] with significant difference. There was no significant difference in the incidence of hypoxemia [10.00% (4/40) VS 14.89% (7/47), χ2=0.130, P=0.718] and endoscopic physician satisfaction score (9.30±0.97 VS 9.02±1.31, t=1.112, P=0.269) between the two groups. Conclusion:The oral-nasal oxygen supply mouth guard is easy to wear and remove, effectively reducing SpO 2 fluctuations during painless gastroscopy for snoring patients. It can enhance medical staff satisfaction with high clinical value.
6.Clinical study of polyetheretherketone resin-bonded bridge for restoring anterior missing teeth in patients with periodontitis
LIN Chenguanlu ; NI Jie ; GAO Yixue
Journal of Prevention and Treatment for Stomatological Diseases 2024;32(4):266-272
Objective:
To study the clinical effect of a polyetheretherketone (PEEK) bonding bridge on the loss of 3 internal incisors in patients with periodontitis.
Methods:
This study was reviewed and approved by the ethics committee, and informed consent was obtained from the patients. Thirty-eight patients with periodontitis and 3 missing central or lateral teeth were selected to undergo restoration with a PEEK bonding bridge and then returned to the hospital 3, 6, 12, and 24 months after the restoration was completed. The survival rate of the restorations was assessed by the modified USPHS/Ryge criteria. The plaque index, gingival index, periodontal probing depth and attachment loss of the abutments were recorded, and the changes in periodontal tissues after restoration were observed and compared.
Results:
Over 24 months of clinical follow-up observation of 38 patients, only 1 patient underwent secondary bonding after partial debonding (evaluated as grade B), while bonding was successful in the other 37 cases (evaluated as grade A). The plaque index, gingival index and periodontal probing depth were significantly lower after restoration than before (P<0.05). There was no significant change in attachment loss between before and after restoration (P>0.05).
Conclusion
For periodontitis patients missing 3 internal incisors, short-term PEEK bonding bridge repair has good clinical efficacy.
7.Effect of Mahuang Xixin Fuzitang on Migration of Dendritic Cells in Mice by Regulating Rho/ROCK Signaling Pathway
Shuyue FAN ; Luwei WU ; Tongtong SUN ; Yuying NI ; Jing GAO ; Ying CUI ; Min LIU
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(18):35-42
ObjectiveTo investigate the inhibitory effect of Mahuang Xixin Fuzitang on the migration of dendritic cells (DCs) in mice and its underlying mechanism. MethodMouse bone marrow-derived DCs were isolated and cultured. The morphological changes of the cells at different stages were observed under a microscope, and the CD11c+ proportion was detected by flow cytometry to identify DC purity. Cells were treated with Mahuang Xixin Fuzitang (1, 2, 5, 10, 20, 40, 50, 100 g·L-1) for 24 hours, and the effect of Mahuang Xixin Fuzitang on cell proliferation was assessed using the cell counting kit-8 (CCK-8) assay to determine the appropriate concentrations for treatment. After modeling by lipopolysaccharide (LPS) induction, DCs were divided into a blank group, a model group, and Mahuang Xixin Fuzitang groups (2, 4, 8 g·L-1). The expression of surface molecules CD80, CD86, and major histocompatibility complex-Ⅱ (MHC-Ⅱ) were detected by flow cytometry. Transwell chamber assay was used to observe cell migration. The levels of chemokine C-C-primitive receptor 7 (CCR7) and chemokine C-X-C-primitive receptor 4 (CXCR4) on the cell surface were detected by enzyme-linked immunosorbent assay (ELISA). The expression of filamentous actin (F-actin) in the cell microfilament cytoskeleton was detected by immunofluorescence (IF) staining. Real-time quantitative polymerase chain reaction (Real-time PCR) was employed to determine the mRNA expression levels of Ras homolog family member A (RhoA) and Rho-associated coiled-coil containing protein kinase 1 (ROCK1). Western blot analysis was performed to detect the protein expression of RhoA and ROCK1. ResultCompared with the blank group, the model group exhibited significantly higher expression levels of CD80, CD86, and MHC-Ⅱ (P<0.01), a significantly increased number of cells migrating to the lower chamber (P<0.01), and significantly elevated levels of CCR7 and CXCR4 (P<0.05, P<0.01). Additionally, F-actin expression was significantly increased (P<0.01), and both RhoA and ROCK1 mRNA and protein expression levels were significantly higher (P<0.05, P<0.01). Compared with the model group, treatment with Mahuang Xixin Fuzitang (2, 4, 8 g·L-1) for 24 hours resulted in significantly lower expression levels of CD80, CD86, and MHC-Ⅱ (P<0.01), a significantly reduced number of cells migrating to the lower chamber (P<0.05), and significantly decreased levels of CCR7 and CXCR4 (P<0.05, P<0.01). Furthermore, F-actin expression was significantly reduced (P<0.01), and both RhoA and ROCK1 mRNA and protein expression levels were significantly decreased (P<0.05, P<0.01). ConclusionMahuang Xixin Fuzitang can inhibit the migration of DCs in mice, and its mechanism of action may be related to reducing the activity of the Rho/ROCK signaling pathway, thereby affecting changes in the cell cytoskeleton.
8.Establish of the risk predictive model for varicella outbreaks in primary and middle schools
ZHENG Yongtao, YE Chunmei, NI Zuowei, ZHANG Jiani, LAI Fenhua, GAO Yanmin, YANG Dongbo, WANG Yanmei
Chinese Journal of School Health 2024;45(6):873-877
Objective:
To investigate the epidemiological characteristics of varicella outbreaks in primary and middle schools, and to establish a risk predictive model, so as to provide scientific guidance for the prevention of varicella outbreaks in schools.
Methods:
Based on a nested case-control study, primary and middle schools in 4 districts of Shanghai (Yangpu District and Jingan District) and Hangzhou (Xiaoshan District and Linping District) from January to December 2023 were selected to observe the status of varicella outbreaks. Associated factors of varicella outbreaks were investigated and used for establishing the predictive model, which was evaluated by the Hosmer-Lemeshow(H-L) goodness of fit test, receiver operating characteristic (ROC) curve, Calibration curve, decision curve analysis (DCA).
Results:
A total of 98 varicella outbreaks were included, with 195 schools without varicella outbreaks during the same period as controls. Eight factors, including the availability of warm water in restroom, availability of hand soap in restroom, average class size, duration of student attendance at school per day, presence of a fulltime school doctor, hesitancy of the school principal towards varicella vaccination, and rates of first and second doses of varicella vaccination, were identified as potential factors for school varicella outbreaks, with statistically significant differences (χ2/Z=10.01, 20.49, 17.43, 9.74, 32.17, 6.60, 2.20, 3.39, P<0.05). The 8 variables above were employed to construct a risk predictive model, and Hosmer-Lemeshow goodness of fit test yielded a χ2 value of 5.863 (P>0.05); the area under the ROC curve (AUC) was 0.846 (95%CI=0.799-0.893); Calibration curve analysis indicated good consistency between predicted and actual values of the model. DCA demonstrated favorable predictive performance of the model over a wide range.
Conclusions
The predictive model for school varicella outbreaks demonstrates satisfactory accuracy and efficacy. It suggested to make good use of this prediction model and take relevant measures to reduce the risk of varicella transmission in schools.
9.Research progress in therapy drug monitoring of levetiracetam
Chang GAO ; Bin NI ; Fanghui CHEN ; Chunyu GUO ; Guilin WEI
China Pharmacy 2024;35(2):251-256
Levetiracetam (LEV) is the second generation of broad-spectrum anti-epileptic drug. LEV has the advantages of rapid absorption, short half-life, precise efficacy, good tolerance and few drug interactions. In order to improve the clinical efficacy of LEV, and reduce the occurrence of adverse reactions, children, pregnant women, the elderly, and patients with renal insufficiency should receive therapeutic drug monitoring (TDM). Clinically, the samples are usually plasma or serum, and the TDM methods are mostly immunoassay or chromatography. There is currently no consensus on the effective concentration range of LEV, and the correlation between plasma concentration and adverse reactions is also unclear. The main factors affecting LEV plasma concentration include age, pregnancy, and patient compliance. How to interpret TDM results and adjust dosage based on the results will be the focus of future work.
10.Dose reconstruction of electronic portal imaging device based on calibration and calculation
Jianfeng SUI ; Jiawei SUN ; Kai XIE ; Liugang GAO ; Tao LIN ; Xinye NI
Chinese Journal of Medical Physics 2024;41(1):54-59
A dose reconstruction algorithm for electrionic portal imaging device(EPID)based on calibration and calculation is developed.The raw data of EPID in continuous acquisition mode are corrected for dark field and gain,and the gray level features of bright field are used to determine the field boundary.Subsequently,MU calibration,off-axis calibration and field size calibration are performed on the EPID data,and dose reconstruction is carried out based on the calibrated superimposed flux and the Monte Carlo model of the linac head.Nine cases of IMRT plans are selected for verification and measurement using EPID and MapCheck separately,and the passing rates between the two tools are compared under different gamma criteria(3%/3 mm and 2%/2 mm).For a planned case,the average passing rates of multiple cases verified by MapCheck under the two criteria were 99.02%±1.28%and 90.84%±4.49%,and the average passing rates of the EPID reconstruction models were 98.86%±1.19%and 91.39%±4.80%.Compared with MapCheck,the EPID reconstruction algorithm based on calibration and calculation has no significant difference in the passing rate of IMRT plan verification(P>0.05),which meets the clinical requirements of dose verification.


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