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.Association between genotype and phenotype in children with Phenylalanine hydroxylase deficiency in Lianyungang area.
Shuang LIU ; Qin ZHENG ; Dandan CUI ; Wei WANG ; Leilei WANG ; Guanghua LUO
Chinese Journal of Medical Genetics 2025;42(6):648-659
OBJECTIVE:
To explore the spectrum of genetic variants and phenotypes of Phenylalanine hydroxylase deficiency (PAHD) in Lianyungang area and the correlation between genotype and phenotypes among the patients.
METHODS:
Eighty children with Hyperphenylalaninemia (HPA) diagnosed at the Lianyungang Branch of Jiangsu Provincial Newborn Screening Center between January 2015 and December 2022 were enrolled. Peripheral blood samples were collected for genetic analysis using next generation sequencing (NGS), Sanger sequencing, and multiplex ligation-dependent probe amplification (MLPA) to identify the variants of PAH gene. Clinical and phenotypic data were concurrently analyzed to investigate the correlation between the types of PAH gene variant and phenotypes. This study was approved by the Medical Ethics Committee of Lianyungang Maternal and Child Health Care Hospital (Ethics No.: XM2022041).
RESULTS:
PAH gene variants were identified in 93.75% (75/80) of the children, classified as PAHD cases, while 6.25% (5/80) harbored PTS gene variants. Of the 150 PAH alleles from 75 PAHD children, a total of 152 variants (55 distinct types) were detected, with a detection rate of 100%. 80.26% (122/152) of the variants were located in exons, with the main types being missense variants (67.11%, 102/152). 53.29% (81/152) of coding sequence variants have occurred in the PAH gene's catalytic center region, while 19.74% (30/152) of the variants involved non-coding sequences. The phenotypes of the 75 PAHD children were evenly distributed. The re-screened Phe concentrations and Phe/Tyr ratios of classic-phenylketonuria (CPKU) and mild-phenylketonuria (MPKU) patients were markedly higher than initial screening values (P < 0.001, P < 0.001; P = 0.004, P = 0.016). The genotypes of the PAHD patients mostly occurred as compound heterozygotes, and different mutation positions and variant types have significantly affected the phenotypes (P = 0.042, P = 0.045). APV/GPV genotype-phenotype analysis of 61 patients showed high consistency between predicted and actual phenotypes (κ = 0.755, P < 0.001).
CONCLUSION
PAH gene variants were detected in most HPA children from Lianyungang area. The location and type of PAH gene variants has correlated with the severity of the phenotype, and the non-coding sequence variants and non-missense variants may aggravate the phenotype, and the APV/GPV model has predicted the phenotype with high consistency with the actual phenotype.
Humans
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Phenylalanine Hydroxylase/genetics*
;
Female
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Phenylketonurias/enzymology*
;
Male
;
Phenotype
;
Genotype
;
Child
;
Infant
;
Infant, Newborn
;
Child, Preschool
;
China
;
Mutation
;
Alleles
3.Exploration on Mechanism of Yanghe Decoction in the Treatment of Granulomatous Lobular Mastitis Based on Network Pharmacology and Experimental Validation
Haoyu LI ; Minmin YU ; Mengdi ZHANG ; Yingnan REN ; Shuang LIANG ; Yujing QIN ; Jingwei LI
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(3):34-41
Objective To explore the potential targets and pathways of Yanghe Decoction for the treatment of granulomatous lobular mastitis(GLM)using network pharmacology and molecular docking;To experimentally validate its mechanism.Methods Active components and targets of Yanghe Decoction were screened through TCMSP and TCM-ID.GLM targets were retrieved from GeneCards and OMIM databases,the intersection of drug targets and disease targets was taken,and a protein interaction network was constructed.GO and KEGG pathway enrichment analysis was performed.Molecular docking of main components and key targets was conducted.Totally 60 SD rats were randomly divided into blank group,model group,prednisolone group(0.005 g/kg),and Yanghe Decoction low-,medium-and high-dosage groups(2.5,5.0,10.0 g/kg).Except for the blank group,GLM models were constructed for all other groups,and corresponding drug interventions were given to each treatment group for 14 consecutive days.The body mass and breast mass size of rats were recorded,breast ultrasound images were collected,and the inflammatory index score was scored.The pathological morphology of rat breast tissue was observed through HE staining.ELISA was used to detect the contents of IL-1β,IL-6 and TNF-α in serum.Western blot was used to detect the protein expressions of IL-1β,IL-6,TNF-α,IκBα,TLR4 and p65 in breast tissue.Results Yanghe Decoction was screened for 140 active components,363 targets,and 32 intersecting targets with GLM,mainly involving NF-κB,PI3K-Akt signaling pathway,etc.Molecular docking showed that the main components had good binding activities with key targets.Compared with the blank group,rats in the model group showed obvious redness and swelling of the breasts with a large range of lumps and a significant increase in mammary inflammation index score(P<0.01),and ultrasound could detect a large range of patchy hypoechoic areas,and pathological changes showed a variety of inflammatory cell infiltration in the mammary lobules and the formation of tiny abscesses,and the serum contents of IL-1β,IL-6 and TNF-α in the model group significantly increased(P<0.01),the protein expressions of IL-1β,IL-6,TNF-α,TLR4 and p65 in breast tissue significantly increased(P<0.01),and the protein expression of IκBα significantly decreased(P<0.05).Compared with the model group,the erythema of the breasts of the rats in each treatment group was improved,and the extent of the lumps was reduced,and the reduction in the size of the lumps in the prednisolone group and the Yanghe Decoction high-dosage group was obvious(P<0.05).The inflammatory index score of prednisolone group and Yanghe Decoction groups decreased to different degrees(P<0.01),ultrasound showed a smaller range of hypoechoic area,pathology showed a reduction in the infiltration of inflammatory cells,and a reduction in the formation of granulomas and abscesses,and the prednisolone group and Yanghe Decoction groups significantly down-regulated the contents of IL-1β and TNF-α in serum(P<0.01),and the prednisolone group and Yanghe Decoction middle-and high-dosage groups significantly down-regulated the content of IL-6 in serum(P<0.05,P<0.01),the expression of TLR4 protein in breast tissue was significantly decreased in Yanghe Decoction high-dosage group(P<0.05),the expressions of IL-1β,IL-6,TNF-α and p65 proteins in prednisolone group and Yanghe Decoction groups were significantly decreased(P<0.05,P<0.01),and the expression of the protein of IκBα significantly increased(P<0.01).Conclusion Yanghe Decoction can reduce the inflammatory response in GLM rats,and its mechanism may be related to the inhibition of TLR4/NF-κB signalling pathway.
4.Inhibition of excessive inflammatory response of macrophages by Ebselen against acute Escherichia coli infection
Xiao-wen LIU ; Xiao-qin MOU ; Chuang CHENG ; Shuang-shuang GONG ; Hao-ran ZHANG ; Jing HE ; Xi ZHENG ; Jun WANG ; Yue-qing WANG ; Li-li ZOU
Chinese Pharmacological Bulletin 2025;41(7):1346-1353
Aim To investigate the pharmacological mechanism of Ebselenin(Ebselen,EbSe)in the treat-ment of Escherichia coli(E.coli)infection,which had no significant inhibitory effect on Gram-negative bacte-ria,based on previous studies.Methods After EbSe intervention in E.coli infected Raw264.7 cells,the via-bility of Raw264.7 cells was determined by CCK-8 method,the morphology and structure of Raw264.7 cells were observed by electron microscope,and the in-tracellular bacterial load of Raw264.7 cells was calcu-lated by coated plate method.Polarization status of peritoneal macrophages,Raw264.7 intracellular NO and ROS content and intracellular HO-1 expression in Raw264.7 and E.coli acutely infected mice after E.co-li infection by flow cytometry.qPCR was used to detect the expression of related mRNAs in Raw264.7 cells.qPCR was used to detect the intracellular GSH content in Raw264.7 cells by spectrophotometric assay,and the state of cytoskeletal proteins was observed by immuno-fluorescence.Western blot assay was performed to de-tect the intracellular Txnrd1 expression level.Results Microtiter method,CCK-8,and electron microscopy observations showed that EbSe had no effect on the growth of E.coli and Raw264.7 cells in vitro.The re-sults of smear plate counting showed that EbSe reduced the intracellular bacterial load of Raw264.7 in the in-fected group.Flow cytometry results showed that EbSe upregulated the number of M2-type macrophages.The EbSe-treated infected group had reduced intracellular NO and ROS levels and increased GSH levels.The qPCR results showed that the expression of IL-6,IL-1β,and iNOS was decreased,and the expression of HO-1,Txnrd1,and Glut1 was increased in DHB4-in-fected Raw264.7 cells after EbSe treatment.Cytoskel-etal staining showed that the morphology of the EbSe-treated infected cells was similar to that of oxPAPC-in-duced cells.Western blot results showed the expres-sion of Txnrd1 protein in EbSe-treated infected cells in-creased.Conclusion EbSe exerts anti-E.coli acute infection effect by regulating macrophage polarization and inhibiting macrophage excessive inflammatory state.
5.Scoping review on barriers and facilitating factors to implementing in environmental sustainability practices in clinical nursing work
Xiaoli HUANG ; Shuang XIAO ; Tingting CHEN ; Qin ZHANG
Chongqing Medicine 2025;54(7):1673-1678
Objective To identify barriers and facilitators to implementing environmentally sustainable practices in nursing work through a scoping review,providing support for low-carbon nursing strategies.Meth-ods The PRISMA process was employed to search four databases:Web of Science,PubMed,CINAHL,and Scopus.We screened studies that explored environmentally sustainable practices in nursing work,focused on healthcare organizations,and provided insights into barriers and facilitators,and identified barriers and facilita-tors.Results A total of 718 articles published from January 2020 to June 2024 were screened,and 9 studies were ultimately included and analyzed.Barriers to implementing environmental sustainability practices in nursing work include insufficient personal knowledge and skills,lack of leadership and resource support from institutions,and limitations in policies and infrastructure.Facilitators include transformational leadership,clear responsibilities,and resource assurance.The study emphasizes that strong leadership,participatory approa-ches,and continuing education are crucial for successful implementation of environmental sustainability prac-tices.Conclusion Future research should focus on promoting low-carbon strategies in nursing practice.
6.Construction and practice of a " 1+ X" patient service defect management system in a hospital
Hong JIANG ; Shuang CHAI ; Hao FENG ; Jing QIN
Chinese Journal of Hospital Administration 2025;41(4):308-312
Patient complaints not only reflect the shortcomings of hospital services, but also provide an opportunity for hospitals to improve quality. In July 2023, based on the theory of comprehensive quality management and from the perspective of complaint management, Shanghai General Hospital constructed and launched a " 1 (patient service quality improvement work team)+ X (Shanghai 12320 Health Hotline, various functional departments and clinical medical technology departments of the hospital)" patient service defect management system. This system established a four level organizational structure of patient service quality improvement leadership group-work team-clinical medical technology department work group-all employees. It established mechanisms for acceptance, disposal, improvement, training, evaluation, and rewards and punishments, created a comprehensive service platform, and achieved systematic improvement in patient services. By the end of 2024, the hospital had carried out nearly 200 patient service improvement projects; The daily usage of cloud customer service had exceeded 5 000 people, with an effective response rate of over 94%. In 2024, the response rate for handling work orders through various channels within 48 hours was 90%. This practice had achieved good results in improving the quality of hospital services and enhancing the patient experience, which could provide references for other hospitals to promote the management of patient service defects.
7.Integrated multi-parameter monitoring for optimizing low-molecular-weight heparin treatment in intensive care unit patients: a clinical value assessment
Qin LI ; Liqin LING ; Xiaomei LI ; Chaonan LIU ; Xunbei HUANG ; Shuang WANG ; Zhiyu YU ; Jing ZHOU
Chinese Journal of Laboratory Medicine 2025;48(8):1008-1014
Objective:To explore the clinical value of multi-parameter combined monitoring in guiding low-molecular-weight heparin (LMWH) therapy for intensive care unit (ICU) patients.Methods:A retrospective case-control study was conducted. A total of 381 patients who received LMWH therapy with anti-Ⅹa activity monitoring in the ICU of West China Hospital, Sichuan University between January 31st, 2022, and November 30th, 2023, were enrolled in this study. The cohort comprised 264 males and 117 females, with the age of 58 (48, 71) years old. Clinical data and relevant laboratory parameters were collected, including anti-Ⅹa activity, antithrombin activity (AT), thrombin-antithrombin complex (TAT), plasmin-antiplasmin complex (PIC), conventional coagulation parameters such as activated partial thromboplastin time (APTT), and indicators of hepatic/renal impairment such as alanine aminotransferase (ALT) and creatinine( CREA). Patients were stratified into three groups based on thrombotic event: thrombosis-controlled, progressive thrombosis, and bleeding group. Single-factor and adjusted multifactorial Logistic regression analysis were used to identify independent predictors of anti-xa activity levels.Results:Among 381 patients, thrombosis was controlled in 213 (55.9%) patients, progressed in 81 (21.3%) patients , and bleeding events occurred in 87 (22.8%) patients. The patients whose anti-Ⅹa activity levels lay entirely within the target range(0.2-0.4 IU/ml): Only 35 (16.4%) cases in the thrombosis-controlled group, 16 (19.7%) cases in the progressive thrombosis group, and 16 (18.4%) in the bleeding group. No significant differences in anti-Ⅹ a levels activity among the three groups ( H=1.678, P=0.432). Both single-factor and adjusted multifactorial Logistic regression identified low AT activity as an independent risk factor for failure to achieve target anti-Ⅹ a activity levels (AT nadir, OR=1.031,95% CI 1.016-1.046, P<0.05). Compared with the progressive thrombosis and bleedinggroup, the thrombosis-controlled group exhibited significantly higher proportion of TAT values below the cut-off value ( H=8.519, P=0.014), and a higher proportion of TAT/PIC ratios below the cut-off ( H=15.56, P<0.001). Patients with bleeding demonstrated significantly lower AT activity ( H=14.968, P=0.001), prolonged APTT ( H=6.815, P=0.033), higher ALT ( H=13.774, P=0.001), and higher CREA ( H=14.068, P=0.001) compared with the thrombosis-controlled or progressive thrombosis group. Conclusion:Laboratory monitoring is required for low-molecular-weight heparin (LMWH) therapy in ICU patients. While anti-Ⅹa activity reflects the anticoagulant effect of LMWH, the utility of anti-Ⅹ a activity for predicting thrombotic or hemorrhagic risks in LMWH treated ICU patients is limited. Reductions in TAT levels and TAT/PIC ratios are associated with a lower risk of thrombotic progression. Furthermore, abnormalities in conventional coagulation tests and standard hepatic/renal function parameters occur more frequently in patients experiencing hemorrhagic events.
8.Incidence,Mortality and Disease Burden of Malignant Tu-mors in Cancer Registration Areas of Hubei Province in 2020
Shuang YAO ; Jiyu TUO ; Yu QIN ; Yafen XIA ; Min ZHANG
China Cancer 2025;34(4):255-263
[Purpose]To analyze the prevalence and disease burden of malignant tumors in cancer registration areas of Hubei Province in 2020.[Methods]The incidence and mortality data of ma-lignant tumors in cancer registration areas in Hubei Province in 2020 were collected,and the data were quality controlled according to the quality evaluation standards and methods formulated by the National Cancer Center.The data from 24 registries met the inclusion criteria.Using descrip-tive epidemiological methods to calculate incidence/mortality rate,age-specific incidence/mortality rate,standardized incidence/mortality rate by Chinese standard population(ASRC),standardized incidence/mortality rate by world standard population(ASRW).Disability-adjusted life years(DALY)and DALY rates were calculated using formulas provided by the World Health Organization to as-sess the disease burden of malignant tumors.[Results]In 2020,the crude incidence of malignant tumors in cancer registration areas of Hubei Province was 311.36/105,the ASRC was 184.14/105,the ASRW was 197.37/105,and the cumulative rate of 0~74 years old was 20.52%.The age-spe-cific incidence of malignant tumors in the province and rural areas reached its peak in the age group of 75~79 years old,while in urban areas it reached its peak in the age group of 80~84 years old.In 2020,the crude mortality rate of malignant tumors in cancer registration areas of Hubei Province was 184.58/105,the ASRC was 96.91/105,the ASRW was 110.92/105,and the cumulative rate of 0~74 years old was 11.01%.The age-specific mortality rate of malignant tumors in the province and urban areas reached its peak in the age group of above 85 years old,while in rural areas it reached its peak in the age group of 80~84 years old.Lung cancer ranked first in the incidence and mortality of malignant tumors in the province.In the cancer registration area of Hubei Province,the DALY of malignant tumors in 2020 was 641 497 person-years,and the DALY rate was 28.6‰.[Conclusion]Common cancers such as lung cancer,female breast cancer and upper digestive tract cancer have a great impact on the incidence,mortality and disease burden of malignant tumors in Hubei Province.Targeted cancer screening and early diagnosis and treatment are the most effective means to improve social and economic benefits.
9.Analysis of the Epidemic Characteristics of Lung Cancer in 2020 and the Trend from 2012 to 2020 in Hubei Province
Yu QIN ; Shuang YAO ; Jiyu TUO ; Yafen XIA ; Min ZHANG
China Cancer 2025;34(4):264-271
[Purpose]To analyze the epidemiological characteristics of lung cancer in 2020 and the trend from 2012 to 2020 in Hubei Province.[Methods]Qualified lung cancer registry data reported by 24 cancer registries in Hubei Province was utilized to estimate the number of new lung cancer cases and deaths.Incidence/mortality rate,age-specific incidence/mortality rate,age-standardized incidence/mortality rate by Chinese standard population(ASIRC and ASMRC)and by world stan-dard population(ASIRW and ASMRW),cumulative rate of 0~74 years old and other indicators of lung cancer in urban and rural areas,different sex,age groups in 2020 were calculated.Annual percentage change(APC),average annual percentage change(AAPC)and 95%confidence interval(CI)were calculated to analyze the trends of incidence and mortality of lung cancer in cancer regi-stration areas of Hubei Province from 2012 to 2020.[Results]In 2020,the estimated number of new lung cancer cases in Hubei Province was 41 531,accounting for 23.17%of all new cancer cases.The incidence rate was 72.13/105,with the ASIRC of 38.19/105 and ASIRW of 42.75/105 respectively.The cumulative incidence rate of 0~74 years old was 4.82%.The estimated number of lung cancer deaths in Hubei Province in 2020 was 31 374,accounting for 29.52%of all cancer deaths.The mortality rate was 54.49/105,with the ASMRC of 27.66/105 and ASMRW of 31.95/105,respectively.The cumulative mortality(0~74 years old)was 3.36%.The incidence of lung cancer was higher in urban areas than that in rural areas,and higher in men than that in women.The in-cidence and mortality of lung cancer increased with age,and reaching the peak in the age groups of 75~79 and 80~85 years old respectively.From 2012 to 2020,the overall trend of crude inci-dence and mortality of lung cancer in Hubei Province was stable.The ASIRC and ASMRC showed a slow decline during 2012-2020,with the AAPCs of-0.51%(95%CI:-1.06%~-0.02%)and-1.84%(95%CI:-2.65%~-0.53%),respectively.The ASIRC showed a slow decline(APC=-1.76%,95%CI:-3.30%~-1.03%)during 2012-2018 and increase trend(APC=3.33%,95%CI:0.61%~5.02%)during 2018-2020,respectively,while ASMRC showed a significant decrease trend(APC=-3.00%,95%CI:-6.58%~-1.13%)during 2016-2020.[Conclusion]The incidence and mortality levels of lung cancer in Hubei Province were relatively high,resulted in a heavy disease burden and no significant downward trend.In the future,we should continue to strengthen the compre-hensive prevention and treatment of lung cancer,and promote lung cancer screening and early diagno-sis and treatment for target populations vigorously,especially in rural areas.
10.Analysis of Opportunistic Screening Results for Upper Gastrointestinal Cancer in Hubei Province from 2022 to 2023
Jiyu TUO ; Shuang YAO ; Yu QIN ; Yafen XIA ; Fandi MENG ; Min ZHANG
China Cancer 2025;34(4):272-278
[Purpose]To analyze the opportunistic screening results of upper gastrointestinal can-cer in Hubei Province from 2022 to 2023.[Methods]The data of upper gastrointestinal cancer opportunistic screening program in Hubei Province from January 1,2022 to December 31,2023 were summarized.The biopsy rate,positive lesion detection rate and early diagnosis rate were ana-lyzed.The differences in rates between/among different sexes,age groups and regions were com-pared by x2 test,trend x2 test.[Results]A total of 372 507 people were included in the oppor-tunistic screening of upper gastrointestinal cancer from 2022 to 2023.Among them,100 379 in-dividuals underwent biopsy histopathological examination,with a biopsy rate of 26.95%.A total of 4 678 positive cases(high-grade intraepithelial neoplasia,early-stage cancer and advanced can-cer)were detected in the opportunistic screening,with a positive lesion detection rate of 1.26%.The detection rates of positive lesion in the esophagus,cardia and stomach were 0.61%,0.07%and 0.58%,respectively.There were 721 cases of early upper gastrointestinal cancer(high-grade intraepithelial neoplasia,early-stage cancer),representing an early diagnosis rate of 15.41%.The early diagnosis rates for the esophagus,cardia and stomach were 14.53%,11.96%and 16.89%,respectively.[Conclusions]The implementation of opportunistic screening for upper gastrointesti-nal cancer is conducive to expanding the coverage of screening.It is necessary to strengthen stan-dardized and homogeneous training and complete high-quality endoscopic examination to improve the detection rate and early diagnosis rate of opportunistic screening program for upper gastroin-testinal cancer.

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