1.Comparison of small-sample multi-class machine learning models for plasma concentration prediction of valproic acid
Xi CHEN ; Shen’ao YUAN ; Hailing YUAN ; Jie ZHAO ; Peng CHEN ; Chunyan TIAN ; Yi SU ; Yunsong ZHANG ; Yu ZHANG
China Pharmacy 2025;36(11):1399-1404
OBJECTIVE To construct three-class (insufficient, normal, excessive) and two-class (insufficient, normal) models for predicting plasma concentration of valproic acid (VPA), and compare the performance of these two models, with the aim of providing a reference for formulating clinical medication strategies. METHODS The clinical data of 480 patients who received VPA treatment and underwent blood concentration test at the Xi’an International Medical Center Hospital were collected from November 2022 to September 2024 (a total of 695 sets of data). In this study, predictive models were constructed for target variables of three-class and two-class models. Feature ranking and selection were carried out using XGBoost scores. Twelve different machine learning algorithms were used for training and validation, and the performance of the models was evaluated using three indexes: accuracy, F1 score, and the area under the working characteristic curve of the subject (AUC). RESULTS XGBoost feature importance scores revealed that in the three-class model, the importance ranking of kidney disease and electrolyte disorders was higher. However, in the two-class model, the importance ranking of these features significantly decreased, suggesting a close association with the excessive blood concentration of VPA. In the three-class model, Random Forest method performed best, with F1 score of 0.704 0 and AUC of 0.519 3 on the test set; while in the two-class model, CatBoost method performed optimally, with F1 score of 0.785 7 and AUC of 0.819 5 on the test set. CONCLUSIONS The constructed three-class model has the ability to predict excessive VPA blood concentration, but its prediction and model generalization abilities are poor; the constructed two-class model can only perform classification prediction for insufficient and normal blood concentration cases, but its model performance is stronger.
2.A 30-year review and outlook on esophageal acid and pressure measurement
Yong JIANG ; Wentao FANG ; Zhigang LI ; Wenhu CHEN ; Wenhu PAN ; Yanfang ZHENG ; Hong ZHANG ; Yuchen SU ; Jie ZHANG
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(06):766-770
The Department of Thoracic Surgery of Shanghai Chest Hospital has performed esophageal function testing for over 30 years, being the only department of its kind in China with this capability. The pressure testing and 24-hour pH/impedance monitoring of the esophagus is of great help to assist in the diagnosis and treatment of benign and malignant esophageal diseases related to it. Thanks to the esophageal function test, in addition to the routine various endoscopic anti-reflux procedures, our hospital has taken the lead in China in recent years to carry out a series of clinical and research work for benign esophageal diseases, such as the development of magnetic ring, double nedoscopic combination and new anti-reflux endoscopic techniques. In recent years, we have carried out high-resolution esophageal manometry and 24-hour pH/impedance monitoring for patients with interstitial pneumonia and pulmonary fibrosis suspected to be caused by gastroesophageal acid reflux. We can better assess the correlation between gastroesophageal reflux and pulmonary fibrosis, and to provide the different clinical treatments and even surgical interventions. The Bravo capsule is used more often in the United States, and it has obvious advantages over traditional approach for acid measurement. We strongly call for the collaboration between industry and academic institutions in this field, and the development of our own related products with independent intellectual property rights.
3.Mume Fructus Restores Intestinal Mucosal Epithelial Barrier Through MEK/ERK Signaling Pathway in Mouse Model of Inflammatory Bowel Disease
Huachen LIU ; Chonghao ZHANG ; Yalan LI ; Jie LIU ; Jialong SU ; Na LI ; Shaoshuai LIU ; Qing WANG ; Guiying PENG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(20):76-85
ObjectiveTo clarify the repair effect of Mume Fructus on the intestinal mucosal epithelial barrier in the mouse model of inflammatory bowel disease (IBD) and explore the repair mechanism. MethodsThirty-six male C57BL/6 mice were randomly assigned into six groups: normal, model, low-, medium-, and high-dose (200, 400, and 800 mg·kg-1) Mume Fructus, and sulfasalazine (300 mg·kg-1). Except the normal group, the rest groups had free access to 2% dextran sulfate sodium (DSS) solution for seven days to establish the IBD model, followed by a seven-day drug intervention. The body weight change and disease activity index (DAI) were recorded. After the last administration, spleen and colon tissue samples were collected to analyze the differences in colon length and spleen index. Hematoxylin-eosin staining was used to observe the morphology of the colon tissue. The level of diamine oxidase (DAO) in the serum was measured by the DAO assay kit. Immunohistochemistry was employed to determine the expression of tight junction proteins such as Claudin-1, Occludin, and zonula occludens-1 (ZO-1) in the colon tissue. Real-time PCR was performed to measure the mRNA levels of tumor necrosis factor-α (TNF-α) and interleukin-1β (IL-1β) in the colon tissue. Finally, Western blot was employed to determine the protein levels of mitogen-activated protein kinase kinase (MEK), extracellular signal-regulated kinase (ERK), phosphorylated (p)-MEK, and phosphorylated ERK in the colon tissue. ResultsCompared with the normal group, the model group exhibited decreases in body weight and colon length (P<0.01), increases in DAI, spleen index, and serum DAO level (P<0.01), damaged colonic epithelium and goblet cells, and obvious infiltration of inflammatory cells. In addition, the model group exhibited higher positive expression of Claudin-1, Occludin, and ZO-1 (P<0.01), higher mRNA levels of TNF-α and IL-1β (P<0.01), and higher protein levels of p-MEK and p-ERK (P<0.05, P<0.01) than the normal group. However, sulfasalazine and three doses of Mume Fructus markedly decreased the body weight and DAI (P<0.05), recovered the colon length and spleen index, alleviated colon tissue damage, lowered the level of DAO in the serum (P<0.01), and down-regulated the mRNA levels of TNF-α and IL-1β (P<0.01) and the protein levels of p-MEK and p-ERK (P<0.05). Sulfasalazine and low- and medium-dose Mume Fructus increased the positive expression of Occludin, Claudin-1, and ZO-1 (P<0.05, P<0.01). Furthermore, high-dose Mume Fructus elevated the protein expression of Occludin (P<0.05). ConclusionMume Fructus can restore the expression of intestinal epithelial tight junction proteins by inhibiting the phosphorylation of proteins in the MEK/ERK signaling pathway and down-regulating the levels of TNF-α and IL-1β, thus repairing the intestinal mucosal barrier in the mouse model of IBD.
4.Regulatory Effect of Modified Wumeiwan on Th17/Treg Balance and Intestinal Microbiota in Ulcerative Colitis with Dampness-heat Obstruction Syndrome in Human Flora-associated Model
Chonghao ZHANG ; Peiguang MA ; Huachen LIU ; Jialong SU ; Jie LIU ; Yalan LI ; Guichuan XU ; Na LI ; Guiying PENG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(20):86-93
ObjectiveTo investigate the modulating effect of modified Wumeiwan (MWMW) on the ulcerative colitis (UC)-associated intestinal helper T cell 17 (Th17)/regulatory T cell (Treg) balance and intestinal flora by using a human flora-associated model of UC patients with dampness-heat obstruction syndrome, thus providing a new idea for the UC-related research and therapeutic strategies. MethodsThe 24 male C57BL/6J mice were randomized into normal control, model, and MWMW groups (n=8). Model and MWMW groups were first treated with an antibiotic cocktail (vancomycin, 0.1 g·kg-1; neomycin sulfate, 0.2 g·kg-1; ampicillin, 0.2 g·kg-1; metronidazole, 0.2 g·kg-1) for 21 days. At the end of antibiotic treatment, the gavage of fecal microbiota suspension from UC patients with dampness-heat obstruction syndrome was started at a dose of 0.2 mL·d-1 for 19 consecutive days, by which a human flora-associated model of UC was obtained. The MWMW group was administrated daily with MWMW liquid (12.5 g·kg-1), while the normal control and model groups were administrated by gavage with an equal amount of sterile water for 7 consecutive days. The symptoms of dampness-heat obstruction were observed. The colon length and spleen index were measured and calculated, and the proportions of Th17 and Treg cells were detected by flow assay. The intestinal flora was analyzed by 16S rRNA high-throughput sequencing. ResultsCompared with the normal control group, the model group showed shortened colon (P<0.05) and increased spleen index (P<0.01). Compared with the model group, the MWMW group showed prolonged colon (P<0.01) and decreased spleen index (P<0.05). After the intervention of MWMW, the Th17 proportion and Th17/Treg ratio in the colon decreased (P<0.01), and the proportion of Treg cells increased (P<0.05). The number of species and alpha and beta diversity of intestinal flora in mice were regulated by MWMW (P<0.05). In terms of intestinal flora composition, MWMW increased the relative abundance of several phyla (Firmicutes, Proteobacteria, Fusobacteriota, Actinobacteriota, and Gemmatimonadota), the genus Bacteroides, and two species (Bacteroides thetaiotaomicron and B. fragilis) in model mice. Moreover, Spearman's correlation analysis showed that the relative abundance of B. thetaiotaomicron and B. fragilis were negatively correlated with the Th17 level (P<0.05). In addition, the above changes in intestinal flora caused the changes in microbial genes involved in 14 pathways, such as glycolysis, amino acid degradation, inorganic nutrient metabolism, biosynthesis of pyrimidine deoxyribonucleotides, antibiotic resistance, and degradation of polysaccharides. ConclusionsThe human flora-associated model successfully simulated the changes (marked by a decrease in the abundance of Bacteroides) of intestinal flora in UC patients with dampness-heat obstruction syndrome. MWMW can enrich the abundance of beneficial bacteria such as B. thetaiotaomicron and B. fragilis and promote the synergistic intestinal immune modulation with the metabolic functions centered on glycolysis, amino acid metabolism, and nucleotide synthesis through bacterial polysaccharide utilization sites to reduce the Th17/Treg ratio, thereby exerting a protective effect on UC.
5.Follow up analysis of tuberculosis incidence risk and risk factors among middle school students in Chongqing
ZHANG Wen, SU Qian, LIAO Wenping, ZHANG Liyi, XIN Yu, L Juan, LUO Jie, SHI Lin, FAN Jun, SHI Yaling
Chinese Journal of School Health 2025;46(9):1351-1354
Objective:
To understand the incidence risk and risk factors of tuberculosis (TB) among middle school students in Chongqing, so as to provide a basis for formulating TB prevention and control strategies.
Methods:
From September to December 2022, 32 181 middle school students were selected as the study cohort from 15 administrative districts in Chongqing by using the stratified cluster random sampling method. All cohort members were screened with the tuberculin skin test (TST), and relevant information was collected from January 1, 2023 to December 31, 2024. On the basis of active screening, the follow up data of the participants were compared with the National Tuberculosis Management Information System to obtain the incidence status of the study subjects. The Log rank test was used to compare the TB incidence rates among students with different characteristics, and a Cox proportional hazards model was established to analyze the incidence risk and risk factors of TB.
Results:
The TST screening rate of the cohort members was 93.0%. During the 2 year follow up period, a total of 36 TB cases occurred, with a cumulative incidence rate of 111.87/100 000 and an incidence density of 55.95/100 000. Among them, the cumulative incidence rate of students from public schools (170.44/ 100 000 ) was higher than that of students from private schools (41.16/100 000), the cumulative incidence rate of students in schools located in high epidemic areas (153.95/100 000) was higher than that in medium epidemic areas (69.00/100 000), and the difference was statistically significant ( χ 2=11.49, 4.73, both P <0.05). The Log-rank test for different TST results showed that the difference in TB comulative incidence rate between students with strongly positive TST results (216.55/ 100 000 ) and those with negative TST results (81.40/100 000) was statistically significant ( χ 2=5.85, P <0.05). Univariate analysis using the Cox proportional hazards model revealed that the risk of TB was lower in students from private schools ( HR=0.25, 95% CI = 0.10-0.59) and students in medium epidemic areas ( HR=0.46, 95%CI =0.23-0.94); whereas the risk of TB was increased in students with strongly positive TST results ( HR=1.39, 95%CI =1.05-1.84) (all P <0.05). Multivariate Cox regression analysis showed that the risk of TB in students from private schools was lower than that of students from public schools ( HR=0.23, 95%CI=0.08-0.62, P <0.05).
Conclusions
The annual average incidence rate of TB among middle school students in Chongqing is at a relatively high level. It is necessary to strengthen the management and intervention for student groups, including those in public schools, those in schools located in high epidemic areas, and those with strongly positive TST results, so as to reduce the incidence rate of TB.
6.Visualization of nasal powder distribution using biomimetic human nasal cavity model.
Jiawen SU ; Yan LIU ; Hongyu SUN ; Abid NAEEM ; Huipeng XU ; Yue QU ; Caifen WANG ; Zeru LI ; Jianhua LU ; Lulu WANG ; Xiaofeng WANG ; Jie WU ; Lixin SUN ; Jiwen ZHANG ; Zhigang WANG ; Rui YANG ; Li WU
Acta Pharmaceutica Sinica B 2024;14(1):392-404
Nasal drug delivery efficiency is highly dependent on the position in which the drug is deposited in the nasal cavity. However, no reliable method is currently available to assess its impact on delivery performance. In this study, a biomimetic nasal model based on three-dimensional (3D) reconstruction and three-dimensional printing (3DP) technology was developed for visualizing the deposition of drug powders in the nasal cavity. The results showed significant differences in cavity area and volume and powder distribution in the anterior part of the biomimetic nasal model of Chinese males and females. The nasal cavity model was modified with dimethicone and validated to be suitable for the deposition test. The experimental device produced the most satisfactory results with five spray times. Furthermore, particle sizes and spray angles were found to significantly affect the experimental device's performance and alter drug distribution, respectively. Additionally, mometasone furoate (MF) nasal spray (NS) distribution patterns were investigated in a goat nasal cavity model and three male goat noses, confirming the in vitro and in vivo correlation. In conclusion, the developed human nasal structure biomimetic device has the potential to be a valuable tool for assessing nasal drug delivery system deposition and distribution.
7. Role of SIRTl/Nrf2/HO-l pathway in attenuation of learning and memory impairment by sevoflurane postcondition in a mouse model of hemorrhagic shock and resuscitation
Zhi-Lun NIU ; Li ZHANG ; Su HU ; Yu-Jie WU ; Xiao-Jing WAN ; Xian-Wen HU
Chinese Pharmacological Bulletin 2024;40(3):551-556
Aim To explore the role of SIRT1/Nrf2 / HO-1 in alleviating the cognitive function impairment by sevoflurane treatment in a mouse model of postoperative cerebral reperfusion. Methods C57BL/6J mice were randomly divided into five groups: sham operation group, hemorrhagic shock reperfusion group, sevoflurane postconditioning group, sevoflurane postcondition-ing + SIRT1 inhibitor group and sevoflurane postconditioning + Nrf2 inhibitor group. Mice were subjected to Morris water maze test after cerebral ischemia reperfusion. The ATP, superoxide dismutase (SOD), ROS and MDA contents in tissue of mice were detected. SIRT1, Nrf2 and HO-1 proteins in tissue were detected by Western blot. Results After hemorrhagic shock, the learning and memory ability of mice was reduced.ATP and SOD concentration in hippocampus was reduced , MDA and ROS concentration increased, and the SIRT, Nrf2 and HO-1 concentration was reduced. Sevoflurane improved the cognitive dysfunction and oxi-dative damage in postoperative mice, and the neuro-protective effect of sevoflurane on hemorrhagic shock and resuscitation mice was weakened followed with SIRT1 and Nrf2 inhibitors. Conclusion Sevoflurane probably alleviates the oxidative reaction damage and cognitive impairment caused by cerebral reperfusion in mice through SIRT1/Nrf2/H0-1 pathway.
8.Targeting CDT1 inhibit tumor growth and its mechanism in lung adenocarcinoma
Yuan MI ; Yuxiang LIANG ; Cong WANG ; Desi LI ; Chuntao SONG ; Jie SU ; Qingcai ZHANG ; Lei WANG
Acta Universitatis Medicinalis Anhui 2024;59(2):260-266
Objective To explore the clinical significance and mechanisms of chromatin licensing and DNA repli-cation factor 1(CDT1)in lung adenocarcinoma).Methods The gene expression samples of lung adenocarcinoma tissue and normal lung tissue were downloaded from the TCGA database,and perform differential analysis,GO a-nalysis,independent prognosis analysis,and correlation analysis with immunotherapy using R language.CDT1 ex-pression in lung adenocarcinoma and normal tissues was detected by PCR in clinical samples.The changes of cell proliferation and cycle in si-CDT1 knockdown group and si-NC control group were detected by flow cytometry.The invasive ability of each group was detected by Transwell.The expressions of CDT1,TPX2 and p53 in each group were detected by Western blot.Results The TCGA data analysis revealed CDT1 as a differentially expressed gene.GO analysis indicated that CDT1 was closely associated with the cell cycle.The high expression of CDT1 in lung adenocarcinoma tissues was validated in clinical samples.CDT1 could serve as an independent factor for predicting the prognosis of lung adenocarcinoma and had predictive value for immunotherapy in lung adenocarcinoma.Knock-down of CDT1 resulted in a significant decrease in cell proliferation ability compared to the control group,and cells were noticeably arrested in the G1 phase.Transwell assay results demonstrated a significant reduction in invasive capacity in the CDT1 knockdown group.Knockdown of CDT1 led to a significant decrease in TPX2 expression and a significant increase in p53 expression,while overexpression of CDT1 yielded the opposite effect.Conclusion Re-sults demonstrate the elevated expression of CDT1 in lung adenocarcinoma,its association with prognostic signifi-cance,and its impact on lung adenocarcinoma's occurrence and development by influencing TPX2 and p53.
9.Prospective clinical study of concurrent chemoradiotherapy combined with nituzumab for targeted treatment of locally advanced nasopharyngeal carci noma in Guangxi,Yunnan and Guizhou regions
Zhuobin ZHANG ; Fuyi ZHANG ; Qiulan JIANG ; Xiaoyu LI ; Jie LIN ; Xia YE ; Liuye PAN ; Qunying SU
Chinese Archives of Otolaryngology-Head and Neck Surgery 2024;31(2):69-73
OBJECTIVE To explore the clinical effect of concurrent chemoradiotherapy combined with nituzumab in the treatment of locally advanced nasopharyngeal carcinoma in Guangxi,Yunnan and Guizhou.METHODS A total of 80 patients with locally advanced nasopharyngeal carcinoma who were pathologically confirmed and admitted to Affiliated Hospital of Youjiang Ethnomedicine from July 2021 to July 2022 from ethnic minority areas near the border of Guangxi,Yunnan and Guizhou were selected as the subjects of this study.They were randomly divided into control group(standard concurrent chemoradiotherapy)and observation group(combined treatment with nituzumab on the basis of control group),with 40 cases in each group.The levels of tumor markers,oxidative stress indicators,adverse reactions,complications,and recent clinical efficacy of the two groups were compared.RESULTS After treatment,the levels of superoxide dismutase(SOD),cytokeratin 19 fragment antigen21-1(CYFRA21-1),squamous cell carcinoma associated antigen(SCCAg)and serum ferritin(SF)were significantly decreased in both groups,while nitric oxide(NO)and malondialdehyde(MDA)were significantly increased.The levels of SCCAg,SF,CYFRA21-1,NO and MDA in observation group were lower than those in control group,and the level of SOD was higher than those in control group(P<0.05).Compared with the control group,the objective response rate(ORR)in the observation group was increased(P<0.05).There was no significant difference in the incidence of adverse reactions between the two groups(P>0.05).There was no significant difference in the incidence of complications between the two groups(P>0.05).CONCLUSION Concurrent chemoradiotherapy combined with nituzumab can effectively improve the short-term survival rate and clinical efficacy of patients with locally advanced nasopharyngeal carcinoma,regulate tumor markers and oxidative stress levels,and alleviate the disease.
10.Adjuvant strategies for patients with T1b invasion after endoscopic submucosal dissection for esophageal squamous cell carcinoma
Kaiyuan ZHU ; Yuchen SU ; Zhichao LIU ; Hong ZHANG ; Chunguang LI ; Jie ZHANG ; Zhigang LI
Journal of Shanghai Jiaotong University(Medical Science) 2024;44(1):116-123
Objective·To compare the prognostic effects of radical resection of esophageal cancer,concurrent chemoradiotherapy and simple follow-up observation on the prognosis of patients with T1b invasion of superficial esophageal squamous cell carcinoma after endoscopic submucosal dissection(ESD).Methods·From May 2016 to May 2021,the clinical data of 67 patients with esophageal squamous cell carcinoma who were pathologically confirmed as pT1b after ESD and treated in Shanghai Chest Hospital were retrospectively analyzed.According to the additional treatment after ESD,the patients were divided into additional surgery group(S group),chemoradio-therapy group(CRT group)and observation group(O group).χ2 test was used to compare the clinical baseline data and pathological information of the three groups of patients.The Kaplan-Meier survival curve and log-rank test were used to compare the disease free survival(DFS)and recurrence free survival(RFS)of the three groups of patients,and the Cox proportional hazards regression model was used on DFS and RFS by univariate and multivariate analysis.Results·Among all 67 patients,there were 23 cases in the S group,19 cases in the CRT group,and 25 cases in the O group.There was no significant difference in age(P=0.080),gender(P=0.078),tumor length(P=0.485),tumor location(P=0.655),lesion circumferential ratio(P= 0.310),histological grading(P=0.084),depth of tumor invasion(P=0.066)and lymphovascular invasion(P=0.279)among the three groups.During(42.6±16.7)months of follow-up,tumor recurrence was observed in 10 cases(14.9%),including 6 patients(60%)with local recurrence,2 patients(20%)with regional lymph recurrence and 2 patients(20%)with distant metastasis.The median recurrence time of group S,group CRT,and group O was 40.1,36.6,and 22.1 months,and the 3-year DFSs were 100%,89.5%,and 74.5%(P-trend=0.040).Multivariate Cox analysis showed that additional esophagectomy was the key to improving independent protective factors of RFS(HR=0.097,95%CI 0.010?0.956,P=0.046).Conclusion·For patients with superficial esophageal squamous cell carcinoma confirmed as pT1b after ESD,additional surgery can significantly reduce the possibility of long-term recurrence.


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