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.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.
3.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.
4.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*
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Female
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Phenylketonurias/enzymology*
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Male
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Phenotype
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Genotype
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Child
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Infant
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Infant, Newborn
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Child, Preschool
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China
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Mutation
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Alleles
5.Preemptive immunotherapy for KMT2A rearranged acute leukemias post-allogeneic stem cell transplantation.
Jing LIU ; Shuang FAN ; Xiaohui ZHANG ; Lanping XU ; Yu WANG ; Yifei CHENG ; Chenhua YAN ; Yuhong CHEN ; Yuanyuan ZHANG ; Meng LV ; Yazhen QIN ; Xiaosu ZHAO ; Xiaojun HUANG ; Xiaodong MO
Chinese Medical Journal 2025;138(22):3034-3036
6.Calcium imaging in C2C12 cells and RAW264.7 cells post co-culture and changes induced by sodium palmitate
Li-jun SONG ; Shuang WU ; Qin SHA ; Chuan-xin YANG ; Xing-yu TONG ; Hui JIANG
Fudan University Journal of Medical Sciences 2025;52(6):877-882
Objective To observe the effect of RAW264.7 cells on calcium sparks in a insulin resistance model of C2C12 cells induced by sodium palmitate.Methods C2C12 cells and RAW264.7 cells were co-cultured to simulate the in vivo state of skeletal muscle.C2C12 cells were cultured in high-glucose medium containing 2%horse serum to induce differentiation into mature myotubes,and then divided into 5 groups:control(RAW264.7 cells),co-culture of C2C12 with RAW264.7,C2C12 alone,co-culture of C2C12 with RAW264.7 plus sodium palmitate(PA),and C2C12 alone with PA.PA of 5 mmol/L was used to induce insulin resistance in C2C12 cells for 24 hours.Revived and expanded RAW264.7 cells were evenly added to C2C12 cells and co-cultured for two days.Subsequently,cells were maintained in modified suspension culture,and both cell types were loaded with the calcium ion fluorescent probe Fluo-4 AM.Finally,Paraxanthine was used to induce intracellular calcium sparks,which was captured and recorded under a laser confocal microscope.Results No significant calcium signal change was observed in the control group.Co-cultured C2C12 cells exhibited rapid and pronounced calcium signal changes,whereas calcium signals in C2C12 cells cultured alone increased slowly throughout the observation period without a sharp decline.The peak calcium signal was reached significantly faster in co-cultured C2C12 cells than that in C2C12 cells cultured alone(P<0.001).With PA induction,calcium signal changes in C2C12 cells were not markedly altered,while distinct calcium fluctuations were still observed in co-cultured C2C12 cells,and the peak calcium signal was reached significantly faster in co-cultured C2C12 cells than that in C2C12 cells cultured alone(P<0.001).Conclusion RAW264.7 cells enhance the dynamic responsiveness of calcium signaling in both normal and PA-stimulated C2C12 cells.
7.Effects of Low Molecular Weight Heparin on Early Pregnancy Loss in Women With Polycystic Ovary Syndrome
Fanglan LUO ; Qinsheng LU ; Wei WEI ; Yingmei CEN ; Yinchun HUANG ; Shuang QIN ; Chunjiao WEI ; Lash Gendie E ; Li LI
Maternal-Fetal Medicine 2025;07(4):200-207
Objective::To evaluate the early pregnancy loss (EPL) rates in women with and without low molecular weight heparin (LMWH) treatment during early pregnancy.Methods::A retrospective, non-randomized study was conducted at Guangzhou Women and Children’s Medical Center between June 2019 and March 2022, involving women diagnosed with polycystic ovary syndrome (PCOS). All participants conceived following standard preconception care and voluntarily chose either the control group or the LMWH intervention group during the first month of pregnancy. The intervention was administered throughout the entire first trimester. Early and final pregnancy outcomes were recorded, with a particular focus on EPL rates. In addition, venous blood samples and clinical data were collected to compare hormonal profiles, blood lipid levels, and anthropometric parameters between the two groups. Statistical analyses included the two-tailed unpaired Student’s t-test, Mann–Whitney U test, Chi-square test, and Kaplan–Meier survival analysis. A value of P < 0.050 was considered statistically significant. Results::Thirty-eight women in the LMWH group and 102 women in the control group were included. The EPL rates in the LMWH and control groups were 5.3% (2/38) and 26.5% (27/102), respectively ( χ2 = 7.582, P = 0.006, odds ratio ( OR) = 0.154, 95% confidence interval ( CI): 0.035-0.685). The age ( P = 0.005), PCOS subtype ( P = 0.012), and levels of total cholesterol ( P = 0.003), and high-density lipoprotein ( P = 0.018) were significantly different between these two groups. Continued follow-up was performed to observe the long-time effects of LMWH treatment in early pregnancy. Seventy-three patients were successfully delivered, 23 patients in the LMWH group and 50 patients in the control group. There was no significant difference between the LMWH and control groups in gestation length, bleeding during delivery, birth weight, gender of the newborn, or mode of delivery. In addition, Kaplan-Meier curve analysis revealed that LMWH treatment may decrease the risk of EPL in PCOS patients in the first trimester ( χ2 = 4.144, P = 0.040). Conclusion::LMWH treatment during early pregnancy may reduce the EPL rate in women with PCOS.
8.Effects of risk management combined with exercise intervention on myocardial marker levels,cardiac function,quality of life and exercise endurance in elderly patients with acute myocardial infarction
Chun-yu LIU ; Lan QIN ; Shuang LIU ; Shuo LI
Chinese Journal of cardiovascular Rehabilitation Medicine 2025;34(5):699-704
Objective:To explore the effects of risk management combined with exercise intervention on myocardial mark-er levels,cardiac function,quality of life,exercise endurance and incidence of adverse events in elderly patients with acute myocardial infarction(AMI).Methods:This randomized controlled study enrolled 122 elderly AMI patients treated in Bei-jing Friendship Hospital,Capital Medical University between March 2021 and March 2023.Patients were randomly divided into control group(n=61)and intervention group(n=61).Patients in the control group were given conventional man-agement mode intervention,while those in the intervention group were given additional risk management combined exercise intervention.Both groups received intervention for 2 months,then followed up for 1 month.Myocardial markers,cardiac function,quality of life,exercise endurance and incidence of adverse events were compared between the two groups.Re-sults:Compared to those in the control group,patients in the intervention group had significantly lower levels of cardiac troponin I(cTnI)[(1.70±0.66)ng/mlvs.(2.32±0.90)ng/ml],brain natriuretic peptide(BNP)[(55.19±6.95)pg/ml vs.(85.25±8.12)pg/ml],left ventricular end-diastolic diameter(LVEDd)[(47.30±3.53)mm vs.(52.92±4.44)mm],left ventricular end-systolic diameter(LVESd)[(33.67±2.99)mm vs.(39.45±3.77)mm](P<0.001 all),and significantly higher left ventricular ejection fraction(LVEF)[(69.97±5.21)%vs.(57.02±5.24)%],Seattle angina questionnaire(SAQ)score[(80.70±7.68)points vs.(75.57±7.77)points]and 6 min walking distance(6MWD)[(385.96±21.99)m vs.(339.51±24.49)m](P<0.001 all).There was significant lower total incidence of adverse events(7.02%vs.21.67%)in intervention group after intervention(P=0.025).Conclusion:Risk management combined with exercise intervention may significantly reduce the levels of myocardial markers,improve cardiac function,quality of life,exercise endurance and reduce the occurrence of adverse events in elderly AMI patients.
9.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.
10.Diffusion-weighted imaging features of patent foramen ovale-related cryptogenic stroke and correlation of infarct size with cardiac CT characteristics
Shuang ZHANG ; Chong ZHENG ; Rui QIN ; Wenlei GENG ; Lijie SUN ; Jing LI ; Jie LU
Chinese Journal of Cerebrovascular Diseases 2025;22(7):465-473
Objective To characterize the features of patent foramen ovale(PFO)-related cryptogenic stroke using diffusion-weighted imaging(DWI)and to investigate the correlation between infarct size and cardiac CT characteristics of PFO.Methods A retrospective,consecutive cohort study was conducted on acute ischemic stroke patients admitted to Neurology Department of Xuanwu Hospital,Capital Medical University from January 2022 to September 2024.Patients were categorized into PFO group,arterio-arterial embolism(AAE)group,and atrial fibrillation(AF)group based on etiological diagnosis.Baseline clinical data,including age,height,body mass index,admission National Institutes of Health stroke scale(NIHSS)score,history of old cerebral infarction,hypertension,diabetes mellitus,coronary heart disease,dyslipidemia,and smoking history were collected and compared.All patients underwent head MR within 24 h of admission.DWI was used to analyze and compare infarct characteristics across the three groups,including lesion number(single or multiple),location(cortical+subcortical,deep white matter,cortical+subcortical+deep white matter,cerebellum+thalamus+brainstem),size(≥15 mm or<15 mm,based on maximum transverse diameter;for multiple lesions,if any lesion had a maximum diameter≥15 mm,it was categorized as≥15 mm),infarcted vascular territory(anterior,posterior,or both circulations),and specific arterial supply(anterior cerebral artery,middle cerebral artery,posterior cerebral artery,basilar artery,posterior inferior cerebellar artery,superior cerebellar artery,anterior choroidal artery,or multiple arteries).Patients in the PFO group additionally underwent cardiac CT to measure PFO-related parameters:tunnel length,width,height,septum secundum thickness,and fossa ovalis length.Spearman correlation analysis was performed to evaluate the relationship between infarct size and PFO cardiac CT features.Results A total of 232 acute ischemic stroke patients were included(mean age[57±17]years,ranged 19-86 years;141 males,91 females),comprising 116 in the PFO group,36 in the AAE group,and 80 in the AF group.(1)The proportion of males in the PFO group was higher than that in the AF group,it was lower than that in the AAE group.The age,body mass index and proportions of patients with hypertension,diabetes,hyperlipidemia,coronary heart disease were all lower than those in the other two groups(both P<0.016 7),while other baseline characteristics showed no significant differences(all P>0.05).(2)The PFO group exhibited a higher proportion of multiple infarcts compared to the AAE group(83.62%[97/116]vs.61.11%[22/36],P<0.016 7),but a lower proportion than the AF group(83.62%[97/116]vs.98.75%[79/80],P<0.016 7).The PFO group also showed a significantly higher proportion of cortical+subcortical infarcts(47.41%[55/116]vs.11.11%[4/36]and 6.25%[5/80],respectively,both P<0.016 7)and infarcts with a maximum diameter<15 mm compared to both AAE and AF groups(66.38%[77/116]vs.36.11%[13/36]and 11.25%[9/80],respectively,both P<0.016 7).Furthermore,the PFO group had a lower proportion of anterior circulation infarcts(27.59%[32/116]vs.69.44%[25/36]in AAE group and 67.50%[54/80]in AF group,both P<0.016 7),but a higher proportion of posterior circulation infarcts(62.07%[72/116]vs.16.67%[6/36]in AAE group and 8.75%[7/80]in AF group,both P<0.016 7).Specifically,middle cerebral artery infarcts were less common in the PFO group(18.97%[22/116]vs.66.67%[24/36]in AAE group and 52.50%[42/80]in AF group,both P<0.016 7),while posterior cerebral artery infarcts were more common(48.28%[56/116]vs.8.33%[3/36]in AAE group and 8.75%[7/80]in AF group,both P<0.016 7).(3)Spearman correlation analysis revealed that infarct size was negatively correlated with PFO tunnel length(rs=-0.429,P=0.029),fossa ovalis length(rs=-0.408,P=0.038),and septum secundum thickness(rs=-0.525,P=0.006),but not correlated with PFO width or height(both P>0.05).Conclusions PFO-related cryptogenic stroke is predominantly characterized by multiple small infarcts,primarily located in the cortical+subcortical regions and posterior circulation.Infarct size was found to be negatively correlated with PFO tunnel length,fossa ovalis length,and septum secundum thickness.Comprehensive assessment integrating DWI and cardiac CT features may facilitate the identification of PFO-related stroke.These findings warrant further validation through larger,prospective studies.

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