1.Development of a grading diagnostic model for schistosomiasis-induced liver fibrosis based on radiomics and clinical laboratory indicators
Zhaoyu GUO ; Juping SHAO ; Xiaoqing ZOU ; Qinping ZHAO ; Peijun QIAN ; Wenya WANG ; Lulu HUANG ; Jingbo XUE ; Jing XU ; Kun YANG ; Xiaonong ZHOU ; Shizhu LI
Chinese Journal of Schistosomiasis Control 2024;36(3):251-258
Objective To investigate the feasibility of developing a grading diagnostic model for schistosomiasis-induced liver fibrosis based on B-mode ultrasonographic images and clinical laboratory indicators. Methods Ultrasound images and clinical laboratory testing data were captured from schistosomiasis patients admitted to the Second People’s Hospital of Duchang County, Jiangxi Province from 2018 to 2022. Patients with grade I schistosomiasis-induced liver fibrosis were enrolled in Group 1, and patients with grade II and III schistosomiasis-induced liver fibrosis were enrolled in Group 2. The machine learning binary classification tasks were created based on patients’radiomics and clinical laboratory data from 2018 to 2021 as the training set, and patients’radiomics and clinical laboratory data in 2022 as the validation set. The features of ultrasonographic images were labeled with the ITK-SNAP software, and the features of ultrasonographic images were extracted using the Python 3.7 package and PyRadiomics toolkit. The difference in the features of ultrasonographic images was compared between groups with t test or Mann-Whitney U test, and the key imaging features were selected with the least absolute shrinkage and selection operator (LASSO) regression algorithm. Four machine learning models were created using the Scikit-learn repository, including the support vector machine (SVM), random forest (RF), linear regression (LR) and extreme gradient boosting (XGBoost). The optimal machine learning model was screened with the receiver operating characteristic curve (ROC), and features with the greatest contributions to the differentiation features of ultrasound images in machine learning models with the SHapley Additive exPlanations (SHAP) method. Results The ultrasonographic imaging data and clinical laboratory testing data from 491 schistosomiasis patients from 2019 to 2022 were included in the study, and a total of 851 radiomics features and 54 clinical laboratory indicators were captured. Following statistical tests (t = −5.98 to 4.80, U = 6 550 to 20 994, all P values < 0.05) and screening of key features with LASSO regression, 44 features or indicators were included for the subsequent modeling. The areas under ROC curve (AUCs) were 0.763 and 0.611 for the training and validation sets of the SVM model based on clinical laboratory indicators, 0.951 and 0.892 for the training and validation sets of the SVM model based on radiomics, and 0.960 and 0.913 for the training and validation sets of the multimodal SVM model. The 10 greatest contributing features or indicators in machine learning models included 2 clinical laboratory indicators and 8 radiomics features. Conclusions The multimodal machine learning models created based on ultrasound-based radiomics and clinical laboratory indicators are feasible for intelligent identification of schistosomiasis-induced liver fibrosis, and are effective to improve the classification effect of one-class data models.
2.Construction of a global health talent training evaluation index system based on bibliometric analysis
Xiaoqing TAO ; Xuejiao MA ; Siwei FEI ; Lei DUAN ; Shan LÜ ; Jiani WU
Chinese Journal of Schistosomiasis Control 2024;36(2):191-197
Objective To identify the current research hotspots of global health training, and construct a global health talent training evaluation index system. Methods Publications pertaining to global health talent training evaluation were retrieved in China National Knowledge Infrastructure, Wanfang Database, and Web of Science Core Collection from 2003 to 2022, and keywords were extracted from eligible publications for co-occurrence and cluster analyses using the CiteSpace software. Based on keywords clustering results, a global health talent training evaluation index system was constructed using a context, input, process, and product (CIPP) evaluation model as a theoretical framework. Results A total of 692 Chinese publications and 1 264 English publications were included. Keyword co-occurrence and cluster analyses yielded 10 Chinese and 10 English keyword clusters, and the 10 Chinese keyword clusters included analytic hierarchy process, health diplomacy, personnel structure, crossdiscipline, educational assessment, global health discipline development, training needs, curriculum program, quality evaluation and logistics support, while the English keyword clusters included evidence-based practice, capacity building, global health, quality of life, machine learning, leadership, sub-Saharan Africa, health equity, global health security and global health diplomacy. Based on keyword clustering, a global health talent training evaluation index system was constructed with CIPP as the theoretical framework, which contained 4 primary indicators, 15 secondary indicators and 59 tertiary indicators, and the primary indicators included 4 dimensions of context evaluation, input evaluation, process evaluation and product evaluation. Conclusions A global health talent training evaluation index system has been constructed, which provides an effective evaluation tool and quantitative evidence for future global health talent training.
3.The Association Between Prolactin Levels and Cognitive Function in Female Patients With Severe Mental Disorders
Yichong XU ; Shun YAO ; Zhiying YANG ; Yuan SHI ; Xiaoqing ZHANG ; Lijun WANG ; Donghong CUI
Psychiatry Investigation 2024;21(8):832-837
Objective:
Cognition impairments are considered as a fundamental characteristic of severe mental disorders (SMD). Recent studies suggest that hyperprolactinemia may exert a detrimental influence on cognitive performance in patients with SMD. The objective of this study was to investigate the correlation between serum prolactin levels and cognitive function in female individuals diagnosed with SMD.
Methods:
We conducted a study on 294 patients with SMD and 195 healthy controls, aged between 14 to 55 years old. Cognitive function was assessed using the Repeatable Battery for the Assessment of Neuropsychological Status (RBANS), while prolactin levels were measured in serum. Descriptive analysis and comparative analysis were performed to compare cognitive function and prolactin levels between groups, and linear regression models were used to explore the relationship between prolactin and cognitive function.
Results:
Compared to the healthy control, individuals with SMD exhibited significantly higher levels of prolactin, while scoring lower on RBANS total and every index scores. Furthermore, a negative association between prolactin levels and cognitive function (RBANS total index score, attention, and delayed memory) was observed in SMD patients. Importantly, this inverse correlation between prolactin and cognition function (RBANS total index score, total scale score, and attention) persisted in patients who were not taking medications that could potentially influence serum prolactin levels.
Conclusion
Our study reveals a significant correlation between elevated prolactin levels and cognitive impairment in female patients with SMD, underscoring the importance of monitoring prolactin levels in order to prevent cognitive deterioration among female SMD patients.
4.Two new phenolic amides from Allium chinense.
Xiaoqing LI ; Shikai YAN ; Jihong LU ; Rui WANG ; Xianpeng MA ; Xue XIAO ; Yan ZHANG ; Huizi JIN
Chinese Herbal Medicines 2023;15(4):603-606
OBJECTIVE:
To isolate the phenolic amides from the dried bulbs of Allium chinense and investigate their myocardium protective activities.
METHODS:
The chemical constituents were isolated and purified by combining with silica gel column, Sephadex LH-20 column, HPLC and other chromatography techniques. Their structures were elucidated by NMR techniques and mass spectrometry. The isolated compounds were evaluated to determine their protective effect for myocardium cells in vitro.
RESULTS:
Two new phenolic amides, namely, alichinemide I ( 1) and alichinemide II ( 2), and six konwn amides were isolated from the dried bulbs of A. chinense. The structures of compounds 3- 8 were identified as 3-indolcarbaldehyde ( 3), 1-(2-aminophenyl)urea ( 4), 2,3,4,9-tetrahydro-1H-pyrido[3,4-b]indole-3-carboxylic acid ( 5), N-trans-feruloyltyramine ( 6), N-trans-p-coumaroyltyramine ( 7), and N-(3,4-dimethoxyphenethyl) acetamide ( 8). Compound 3 (50 μmol/L) showed significant inhibitory effect on the damage of H9c2 myocardial cells induced by H2O2in vitro.
CONCLUSION
Compounds 1 and 2 were new phenolic amides. Compound 3 could be one of the potential myocardium protective constituents of A. chinense.
5.β-Catenin Deletion in Regional Neural Progenitors Leads to Congenital Hydrocephalus in Mice.
Lin MA ; Yanhua DU ; Xiangjie XU ; Hexi FENG ; Yi HUI ; Nan LI ; Guanyu JIANG ; Xiaoqing ZHANG ; Xiaocui LI ; Ling LIU
Neuroscience Bulletin 2022;38(1):81-94
Congenital hydrocephalus is a major neurological disorder with high rates of morbidity and mortality; however, the underlying cellular and molecular mechanisms remain largely unknown. Reproducible animal models mirroring both embryonic and postnatal hydrocephalus are also limited. Here, we describe a new mouse model of congenital hydrocephalus through knockout of β-catenin in Nkx2.1-expressing regional neural progenitors. Progressive ventriculomegaly and an enlarged brain were consistently observed in knockout mice from embryonic day 12.5 through to adulthood. Transcriptome profiling revealed severe dysfunctions in progenitor maintenance in the ventricular zone and therefore in cilium biogenesis after β-catenin knockout. Histological analyses also revealed an aberrant neuronal layout in both the ventral and dorsal telencephalon in hydrocephalic mice at both embryonic and postnatal stages. Thus, knockout of β-catenin in regional neural progenitors leads to congenital hydrocephalus and provides a reproducible animal model for studying pathological changes and developing therapeutic interventions for this devastating disease.
Animals
;
Disease Models, Animal
;
Hydrocephalus/genetics*
;
Mice
;
Mice, Knockout
;
Neurons
;
beta Catenin/genetics*
6.Effects of scoliosis-specific exercise therapy on idiopathic scoliosis
Mengdie JIN ; Xuan ZHOU ; Xin LI ; Yiming YUE ; Xiaoqing ZHU ; Haiyan YUAN ; Qing DU
Chinese Journal of Rehabilitation Theory and Practice 2022;28(7):841-847
ObjectiveTo observe the effects of specific exercise therapy on spinal deformity and joint hypermobility of idiopathic scoliosis. MethodsFrom April to October, 2021, 100 children with idiopathic scoliosis in the Scoliosis Rehabilitation Center of Xinhua Hospital were divided into control group (n = 50) and experimental group (n = 50), who accepted routine exercise therapy or scoliosis-specific exercise therapy in accordance with their wishes, for six months. The maximum Cobb angle and bone mineral density were measured, and they were assessed with Beighton Scale and Chinese version of the Scoliosis Research Society-22 Questionnaire Scores (SRS-22) before and after treatment. ResultsThe change of the maximum Cobb angle was more in the experimental group than in the control group (Z = -2.202, P < 0.05) after treatment, and the incidence of respondent was more (χ2 = -2.405, P < 0.05). The bone mineral density decreased in the experimental group after treatment (|Z| > 2.127, P < 0.05). For SRS-22, the total scores increased in both groups after treatment (Ftime = 106.57, P < 0.001), and increased more in the experimental group than in the control group (F = 4.969, P < 0.05); the scores of function domain and self-image domain increased in the experimental group (|Z| > 2.149, P < 0.05), while the mental health domain score decreased in the control group (Z = -2.096, P < 0.05); and the mental health domain score was more in the experimental group than in the control group (Z = -2.260, P < 0.05). ConclusionThe scoliosis-specific exercise therapy is effective on spinal deformity and quality of life for children with idiopathic scoliosis, but less helpful for joint hypermobility and bone mineral density, which need to further improve.
7.Etiological characteristics of infection after percutaneous biliary drainage or stent implantation for malignant biliary obstruction
Siyin LI ; Zhi LI ; Bingke JIAO ; Qiyuan HONG ; Xiaoqing JIANG ; Jianwei ZOU ; Caifang NI
Journal of Clinical Hepatology 2022;38(6):1347-1350
Objective To investigate the etiological characteristics of infection after percutaneous biliary drainage or stent implantation in patients with malignant biliary obstruction (MBO). Methods Clinical data were collected from MBO patients who underwent interventional therapy in Department of Interventional Radiology, The First Affiliated Hospital of Soochow University, from January 2016 to December 2020 and had or were suspected of biliary tract infection, with samples submitted for bile culture and/or simultaneous blood culture. Analysis was performed for the aspects of positive rate of culture, flora distribution, consistency between blood culture and bile culture, and drug resistance rate of major pathogenic bacteria. Results A total of 219 patients were enrolled, among whom 105(47.95%) were positive for bile culture, and the composition ratios of Gram-negative bacteria, Gram-positive bacteria, and fungi were 64.89%, 28.24%, and 6.87%, respectively. A total of 69 patients had samples submitted for blood culture during the same period of time, among whom 33(47.82%) had positive results. Positive results of both bile culture and blood culture were observed in 25 patients, and consistency analysis showed that the patients with complete consistency, partial consistency, and complete inconsistency accounted for 36%(9/25), 20%(5/25), and 44%(11/25), respectively. Common Gram-negative bacteria were Escherichia coli , Klebsiella pneumoniae , and Enterobacter cloacae , with a relatively low level of drug resistance to antibiotics including cefoperazone/sulbactam, amikacin, and imipenem. Common Gram-positive bacteria were Enterococcus faecium and Enterococcus faecalis , with a relatively low level(< 15%) of drug resistance to antibiotics including vancomycin, linezolid, and teicoplanin. Conclusion Common pathogens of infection after percutaneous biliary drainage or stent implantation in MBO patients include Escherichia coli , Klebsiella pneumoniae , Enterococcus, and Enterobacter cloacae . There is a relatively low level of consistency between blood culture and bile culture, and thus samples should be submitted for both tests.
8. Correlation Between Histological and Endoscopic Findings in Patients With Ulcerative Colitis
Mingqi CHEN ; Xiaoqing WANG ; Xiaoyu CHEN
Chinese Journal of Gastroenterology 2021;26(3):129-133
Background: Endoscopy combined with biopsy-based histology is most commonly used in the surveillance of ulcerative colitis (UC). However, the endoscopic and histological results for assessing disease activity are often inconsistent. Aims: To investigate the consistency and correlation of endoscopic and histological scoring systems in assessing the disease activity in UC patients. Methods: A retrospective study was conducted in UC patients admitted from January 2014 to January 2020 at Renji Hospital, School of Medicine, Shanghai Jiao Tong University. The clinical manifestations, endoscopic and histological findings were collected and analyzed, and the disease activity was examined endoscopically and histologically by Mayo Endoscopic Subscore and Simplified Geboes Score, respectively. Results: One hundred and forty-three UC patients were enrolled. Basal plasmacytosis is frequently seen in endoscopically active UC (OR=11.19, 95% CI: 4.80-26.09, P<0.001). Approximately half of the patients (53.7%) who achieved endoscopic remission still had inflammatory activity histologically. Kappa consistency test showed that the agreement between Mayo Endoscopic Subscore and Simplified Geboes Score for assessing disease activity was moderate (κ=0.4, P<0.001). By Spearman correlation coefficient analysis, a moderate correlation between the two scoring systems was identified (r
9.The Investigation of female college students’ sexual and reproductive health knowledge status and the effect of the intervention
SONG Guihong, MIAO Jilan, JIAO Yingna, LIU Xiaoqing, TANG Saisai
Chinese Journal of School Health 2019;40(3):374-377
Objective:
To understand the current situation of the lack of knowledge about sexual and reproductive health among female college students, and to provide a reference for conducting feasible and effective interventions to improve their reproductive health.
Methods:
Female college students from a higher vocational college in Yantai were randomly sampled and questionnaires were conducted before and after the sexual and reproductive health education, 2 153 baseline questionnaires were obtained before intervention. After intervention for half a year, 2 110 valid questionnaires were obtained.
Results:
After the intervention, female college students’ awareness of normal menstrual cycle, menstrual days, menstrual health knowledge, female ovulation time, ovulation and menstruation significantly improved(P<0.01). The proportion of female college students taking an open attitudes of towards to premarital sex increased, and the number of contraceptives was significantly increased during premarital sex, and the rate reported with the intention of unwanted pregnancies to help parents, friends, and teachers was increased significantly, and the rate of choosing abortion in the illegal clinic decreased significantly (P<0.05). After intervention, students were concerned about contraceptive knowledge, STD prevention, and human flow harm. The cognition was significantly improved(P<0.01).
Conclusion
Reproductive health education for female college students can have a good effect and significantly increase the awareness rate of related knowledge.
10. Clinical features of anti-signal recognition particle antibody-positive patients with dermatomyositis or clinically amyopathic dermatomyositis
Xueqing ZHU ; Ke XUE ; Yeping RUAN ; Licheng DIAO ; Xiaoqing ZHAO ; Lianjun DU ; Hao LI ; Hua CAO ; Jie ZHENG
Chinese Journal of Dermatology 2019;52(11):796-800
Objective:
To investigate the clinical features of anti-signal recognition particle (SRP) antibody-positive patients with dermatomyositis/clinically amyopathic dermatomyositis (DM/CADM) .
Methods:
Clinical data were collected from 90 patients with DM/CADM, who were hospitalized at the Department of Dermatology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine from June 2015 to July 2017. Immunoblotting assay was performed to determine the serum level of anti-SRP antibody in these patients. Statistical analysis was carried out using


Result Analysis
Print
Save
E-mail