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.Treatment of Chemotherapy-Induced Myelosuppression After Gastric Cancer Surgery:Based on the Relationship Among Spleen,Ying (荣) Qi,and Bone Marrow
Zerun CHENG ; Yuting SUN ; Wenkang ZHANG ; Guanghui ZHU ; Jie LI
Journal of Traditional Chinese Medicine 2026;67(17):1910-1914
Patients with gastric cancer undergoing postoperative chemotherapy often develop myelosuppression due to direct injury to the spleen and stomach caused by surgery, depletion of healthy qi by chemotherapy, impaired generation of ying (荣) qi due to spleen and stomach deficiency, and the accumulation of drug toxicity, which prevents ying qi from reaching and nourishing the bone marrow. Consequently, the bone marrow loses its nourishment and becomes unable to generate blood, leading to myelosuppression. This paper proposes that the core pathogenesis involves failure of the middle jiao (焦) pivot function, dysfunction of ying qi circulation, and insufficient nourishment of essence and marrow. Accordingly, Shengxian Decoction (升陷汤) combined with Danggui Buxue Decoction (当归补血汤) is used as the principal prescription to tonify the middle jiao and uplift center qi, thereby remedying the fundamental insufficiency of ying qi. Modified Compound Danshen Decoction (复方丹参饮) is applied to promote qi circulation, resolve stasis, remove toxin, and unblock collaterals, thereby resolving the obstruction preventing ying qi from reaching the bone marrow. Modified Dabuyuan Decoction (大补元煎) combined with Erzhi Pill (二至丸) is taken as the foundational formula to cultivate the root, replenish marrow, thereby modulating hematopoiesis in bone marrow.
3.Impact of sarcopenia on short-term prognosis of acute-on-chronic liver failure and the predictive gain of combining traditional scoring systems
Tingji WANG ; Jing SUN ; Zhijiao DUAN ; Li ZHANG ; Liping ZHAO ; Yuting YUN ; Yanmei LI
Journal of Clinical Hepatology 2026;42(9):2154-2161
ObjectiveTo investigate the association between sarcopenia and short-term prognosis in patients with acute-on-chronic liver failure (ACLF), to assess the value of Model for End-Stage Liver Disease (MELD), MELD combined with serum sodium concentration (MELD-Na), MELD 3.0, and Chinese Group on the Study of Severe Hepatitis B (COSSH)-ACLF Ⅱ score in predicting the 90-day prognosis of ACLF patients, and to analyze the predictive gain of sarcopenia over traditional prognostic scoring models. MethodsA retrospective study was conducted among 219 patients with ACLF who were hospitalized in The Affiliated Hospital of Inner Mongolia Medical University, No. 2 Hospital of Hohhot, Hohhot First Hospital, and Inner Mongolia People’s Hospital from July 2018 to July 2024. L3 skeletal muscle index (L3-SMI) was measured and calculated based on abdominal computed tomography images, and sarcopenia was diagnosed based on L3-SMI. According to 90-day prognosis, the patients with ACLF were divided into survival group with 124 patients and death group with 95 patients. The chi-square test or the Fisher’s exact test was used for comparison of categorical data between two groups; the independent samples t-test was used for comparison of normally distributed continuous data between two groups, and the Mann-Whitney U test was used for comparison of non-normally distributed continuous data between two groups. The multivariate Cox regression analysis (stepwise backward approach) was used to identify independent risk factors for 90-day mortality in ACLF patients. The Kaplan-Meier method was used for survival analysis, and the Log-rank test was used for comparison between groups. The receiver operating characteristic curve was plotted to evaluate the predictive performance of each model, and the DeLong test, bootstrap internal validation, net reclassification improvement (NRI), and integrated discrimination improvement (IDI) were used to assess the predictive gain of sarcopenia. ResultsThe multivariate Cox regression analysis showed that presence of sarcopenia (hazard ratio [HR]=3.385, 95% confidence interval [CI]: 1.722 — 6.657, P<0.05), older age (HR=1.036, 95%CI: 1.017 — 1.056, P<0.05), elevated alkaline phosphatase (HR=1.006, 95%CI: 1.004 — 1.009, P<0.05), elevated total bilirubin (HR=1.003, 95%CI: 1.001 — 1.005, P<0.05), elevated potassium (HR=1.581, 95%CI: 1.160 — 2.155, P<0.05), elevated serum creatinine (HR=1.015, 95%CI: 1.007 — 1.024, P<0.05), and prolonged prothrombin time (HR=1.035, 95%CI: 1.015 — 1.055, P<0.05) were independent risk factors for 90-day mortality in ACLF patients, while elevated albumin (HR=0.885, 95%CI: 0.837 — 0.935, P<0.05) was an independent protective factor against 90-day mortality. MELD, MELD-Na, MELD 3.0, and COSSH-ACLF Ⅱ scores had an area under the ROC curve (AUC) of 0.569, 0.570, 0.632, and 0.659, respectively, for predicting the 90-day prognosis of ACLF patients, suggesting that these scores had unsatisfactory performance; after they were respectively combined with sarcopenia, the AUC was increased to 0.702, 0.687, 0.723, and 0.728, respectively. The DeLong test, NRI, and IDI analyses showed the combined models had significantly better predictive performance (all P<0.05). ConclusionSarcopenia is an independent risk factor for 90-day mortality in patients with ACLF. Traditional scoring models have limited predictive performance for 90-day prognosis in ACLF patients, and the combination with sarcopenia significantly improves predictive value, suggesting that sarcopenia can be used as an important supplementary indicator for prognostic evaluation of ACLF in clinical practice.
4.Analysis of the willingness and related factors of pregnant women in Shanghai City to receive influenza vaccines during pregnancy
Fang HUANG ; Jing QIU ; Zhi LI ; Juan LI ; Yuting LIAO ; Zhuoying HUANG ; Xiang GUO ; Xiaodong SUN
Chinese Journal of Preventive Medicine 2025;59(7):1047-1053
Objective:To analyze the willingness and related factors of pregnant women in Shanghai City to receive influenza vaccines during pregnancy.Methods:An online questionnaire survey was conducted among pregnant women who registered in maternal and child health hospitals in 16 districts of Shanghai. The basic information, health status during pregnancy, attitude towards influenza vaccination, and knowledge of influenza and influenza vaccine were collected, and χ2 test and multivariate logistic regression analysis were used to analyze the willingness and related factors of pregnant women to receive influenza vaccines during pregnancy. Results:A total of 3 219 valid questionnaires were received, with 10.90% of pregnant women willing to receive influenza vaccination during pregnancy, 57.50% unwilling to receive vaccination and 31.59% holding an uncertain attitude. Among the pregnant women who were willing to receive the vaccine, 82.91% would take the initiative to know the relevant information about the influenza vaccine, and 87.18% understood the transmission routes of the flu. 32.09% believed that pregnant women could receive the influenza vaccination at any stage of pregnancy. Among those who were unwilling and held an uncertain attitude, the proportions of the above three questions were 47.06%, 83.95% and 17.80%, respectively. Among pregnant women who were unwilling to receive vaccination and held an uncertain attitude, the main reason for their vaccine hesitation was the concern about the safety of the vaccine for pregnant women and fetuses during pregnancy. Multivariate logistic regression analysis showed that pregnant women with higher education ( OR=3.278, 95% CI: 1.678-6.406, P=0.001), second trimester ( OR=1.542, 95% CI: 1.159-2.054, P=0.003), third pregnancy ( OR=2.318, 95% CI: 1.008-5.331, P=0.048), and previous influenza vaccination ( OR=1.552, 95% CI: 1.119-2.152, P=0.008) had a higher willingness to receive influenza vaccines during pregnancy. Conclusion:Pregnant women in Shanghai have a relatively low willingness to receive influenza vaccines during pregnancy, mainly due to concerns about vaccine safety.
5.Incidence Trends of Elderly Breast Cancer in China and Globally from 1990 to 2021 and Prediction of Future Trends from 2022 to 2035
Weijia KONG ; Yuting SUN ; Yuansha GE ; Guanghui ZHU ; Xiaoyu ZHU ; Jie LI
China Cancer 2025;34(10):813-820
[Purpose]To analyze the incidence and changing trends of elderly breast cancer(de-fined as diagnosis at age ≥ 60 years old)in China and globally from 1990 to 2021,and to predict its trends from 2022 to 2035.[Methods]Data on the number of new cases and crude incidence rate of elderly breast cancer in China and globally were extracted from the 2021 Global Burden of Disease Study(GBD)database.The age-standardized incidence rate(ASIR)was calculated by sex and age group.The Joinpoint regression model was used to calculate the annual percentage change(APC)and average annual percentage change(AAPC),to describe the incidence trend of elderly breast cancer from 1990 to 2021.The Bayesian age-period-cohort(BAPC)model was applied to predict the incidence of elderly breast cancer from 2022 to 2035.[Results]From 1990 to 2021,the number of new breast cancer cases among elderly individuals globally increased from 416 444 to 1 023 776,while in China,the number rose from 26 371 to 158 085.The ASIR increased from 89.04/105 to 94.73/105 globally and from 27.24/105 to 58.40/105 in China.By sex,the ASIR of el-derly females increased from 155.19/105 to 170.54/105 globally and from 49.13/105 to 106.00/105 in China;the ASIR of elderly males increased from 2.78/105 to 4.72/105 globally and from 1.69/105 to 6.81/105 in China.By age group,from 1990 to 2021,the incidence rates of breast cancer in elderly female and male both peaked in the age group of 85~89 years old globally.In China,the most significant increases in incidence rates were observed in the age group of 60~64 years old for elderly females and the age group of 70~74 years old for elderly males;these two age groups had the highest incidence rates in their respective sexes in 2021.Joinpoint analysis showed that the ASIR of elderly breast cancer in China presented a continuous upward trend from 1990 to 2021(AAPC=2.51%),with the fastest growth during 2016-2019(APC=5.14%).The global ASIR showed only a slight fluctuating upward trend(AAPC=0.20%),with significant increases only during 1990-1995 and 2003-2010.Predictions from the BAPC model indicated that by 2035,the global ASIR of elderly breast cancer would reach 107.84/105(192.26/105 for females and 6.02/105 for males),while the ASIR in China would reach 104.35/105(188.08/105 for females and 13.32/105 for males).[Conclusion]From 1990 to 2021,the incidence of elderly breast cancer showed an upward trend both in China and globally,with a particularly pronounced increase in elderly male.The disease burden of elderly breast cancer in China is expected to continue increasing in the future,necessi-tating strengthened primary and secondary prevention measures,as well as optimized screening programs for the elderly population to reduce disease risks and improve prognosis.
6.Exploration on Acupuncture Treatment for Amblyopia Based on the Theory of"Eyes as the Convergence of Various Meridians"
Jue WANG ; Qian ZHANG ; Anguo LIU ; Chongbing MA ; Yuting WEI ; Yan SUN ; Xingke YAN
Chinese Journal of Information on Traditional Chinese Medicine 2025;32(9):17-21
The theory of"eyes as the convergence of various meridians"recorded in the Ling Shu Kouwen chapter is the theoretical basis for acupuncture treatment of eye diseases.This article explained the theoretical connotation of"eyes as the convergence of various meridians"from this perspective:eyes rely on the circulation of the twelve meridians and the nourishment of qi and blood to maintain the divine radiance;the penetrating operation of the twelve meridians enhances the close connection between the eyes,the brain,and various related organs.Based on the above theoretical basis,the basic pathogenesis of amblyopia patients with"lack of dependence on qi and unclear visual perception"was summarized.The treatment principle is"regulating qi and meridians,improving vision",and the application of the regulating qi and improving vision acupoint formula has shown good efficacy.The article also expounded the acupoint selection rules and basis from the perspective of meridian syndrome differentiation,in order to provide reference for the selection and compatibility of acupoints for amblyopia.
7.Neuropathological characteristics of autopsy brain tissues in schizophrenia patients
Keqing ZHU ; Peiran JIANG ; Bing SUN ; Zheng FANG ; Juanli WU ; Jianxin LIU ; Cuiyun LIU ; Yuting HU ; Yi SHEN ; Jing ZHANG
Chinese Journal of Neuromedicine 2025;24(9):922-927
Objective:To explore the neuropathological characteristics of brain tissues from autopsy of patients with schizophrenia.Methods:Forty-two autopsy cases from National Human Brain Bank for Health and Disease, School of Medicine, Zhejiang University from January 2013 to December 2024 were selected as research subjects, among which, 21 were schizophrenia patients(schizophrenia group) and 21 were non-schizophrenia patients (non-schizophrenia group). Clinical data of patients from the two groups were compared. HE staining was used to detect the pathological changes such as infarction, hemorrhage and arteriosclerosis in the brain tissues, silver-nitrate staining was used to detect the amyloid plaques in the brain tissues, Congo red staining was used to detect the pathological changes related to cerebral amyloid angiopathy (CAA) in the brain tissues, modified Gallyas silver staining was used to detect the neurofibrillary tangles in the brain tissues, and immunohistochemical staining was used to detect the expressions of phosphorylated tau protein, β-amyloid protein (Aβ), TAR DNA binding protein 43 (TDP-43), and α-synuclein in the brain tissues. Alzheimer's disease neuropathologic change (ADNC), primary age-related tauopathy (PART), limbic-predominant age-related TDP-43 encephalopathy (LATE), aging-related tau astrogliopathy (ARTAG), Lewy body disease (LBD), and cerebrovascular disease (CVD)-related pathological changes in the brain tissues were evaluated, and differences in positive rates of the above pathological changes were compared.Results:No significant difference in gender, age of death, brain weight, or apolipoprotein E genotype was noted between the schizophrenia group and non-schizophrenia group ( P>0.05). Six schizophrenia patients exhibited low-to-intermediate ADNC, including 4 with low ADNC and 2 with intermediate ADNC. Compared with the non-schizophrenia group, the positive rates of ADNC- and CVD-related pathological changes in the schizophrenia group were significantly higher (0 vs. 28.6%; 9.5% vs. 47.6%, P<0.05). No significant differences in positive rates of PART-, LATE-, ARTAG-, and LBD-related pathological changes were noted between the schizophrenia group and non-schizophrenia group ( P>0.05). Conclusion:Schizophrenia patients show high proportions of ADNC- and CVD-related pathological changes, but relatively low ADNC severity.
8.Effect of cathepsin B/NLRP3 pathway on M1/M2 polarization of macrophages induced by LPS
Yibo WANG ; Yuting DAI ; Jiangxiao CAI ; Zhonglin LI ; Weiwei QIN ; Lixin SUN ; Wei HAN
Chinese Journal of Immunology 2025;41(1):63-68
Objective:To evaluate the effect of cathepsin B(CTSB)/NOD-like receptor pyrin domain containing 3(NLRP3)pathway on the polarization of macrophages induced by LPS.Methods:The well-growing RAW264.7 mouse mononuclear macrophage lines were cultured in vitro and divided into 3 groups(n=6)according to the random number table method:control group(C group),LPS group(L group)and LPS+CA074-me(CTSB inhibitors)group(B group).C group was cultured normally for 24 h,L group was cultured with LPS concentration of 1 μg/ml medium for 24 h.B group was pretreated with CTSB inhibitor CA074-me 30 μmol/L for 1 h before LPS induction,and co-cultured with LPS concentration of 1 μg/ml medium for 24 h.After 24 hours,the morphological changes of the cells were observed by microscope,the concentrations of IL-1β and IL-18 in the supernatant were determined by ELISA.The ex-pressions of cathepsin B precursor(pro-CTSB),mature cathepsin B(mature-CTSB),NLRP3,apoptosis-related speck protein(ASC)and apoptosis-related speck protein-1(caspase-1)were detected by Western blot.The mRNA expression levels of CD32,inducible ni-tric oxide synthase(iNOS),arginase 1(Arg-1)and CD206 were detected by qRT-PCR.The positive expression rates of M1 macro-phage surface marker CD86 and M2 macrophage surface marker CD206 were detected by flow cytometry.Results:Compared with group C,the morphology of cells in groups L and B became larger and pseudopodia appeared.The concentrations of IL-1β and IL-18 in cell supernatant were increased,the expressions of pro-CTSB,mature-CTSB,NLRP3,ASC and caspase-1 were increased,and the expressions of CD32,iNOS mRNA were up-regulated and the positive rates of CD86 and CD206 were increased(P<0.01).Arg-1 and CD206 mRNA in group B were up-regulated(P<0.01).Compared with group L,the pseudopodia of group B were reduced,and the morphology was closer to group C.The concentration of IL-1β and IL-18 in the supernatant,the expression of mature-CTSB,NLRP3,ASC and caspase-1,CD32 and iNOS mRNA and the positive rate of CD86 were down-regulated in group B.The expression of pro-CTSB,Arg-1 and CD206 mRNA and the positive rate of CD206 were increased(P<0.01).Conclusion:Inhibition of CTSB/NLRP3 pathway can reduce the inflammatory response,reduce the LPS-induced polarization of RAW264.7 cells to M1 macrophages,and pro-mote their polarization to M2 macrophages.
9.A cohort study of relationship between serum ferritin and risk of lean non-alcoholic fatty liver disease
Ziping SONG ; Xinlei MIAO ; Xiaoling XIE ; Manling HU ; Shuang LIU ; Yuting SUN ; Qianqian WANG ; Song LENG
Chinese Journal of Digestion 2025;45(2):82-88
Objective:To explore the correlation between serum ferritin (SF) and risk of lean non-alcoholic fatty liver disease (NAFLD), so as to provide the basis for the prevention and treatment of lean NAFLD.Methods:A total of 7 187 people without NAFLD at baseline who took at least 2 physical examinations in the Health Management Center of the Second Hospital of Dalian Medical University from January 2014 to December 2023 and met the selection criteria were selected as the research subjects, and all the subjects had no NAFLD at baseline. Subjects were divided into four groups according to baseline SF quartiles: 1 797 cases in the first quartile ( Q1) group, 1 797 cases in the second quartile ( Q2) group, 1 797 cases in the third quartile ( Q3) group, and 1 796 cases in the fourth quartile ( Q4) group. The incidence of lean NAFLD in each group were observed. Kaplan-Meier curve was plotted to calculate the cumulative incidence of lean NAFLD which compared by log-rank test. Cox proportional hazard regression model was used to analyze the correlation between SF and new-onset lean NAFLD, Q1, Q2, Q3 and Q4 of SF were taken as continuous variables into the model for trend test.The stability of the results was verified by two item sensitivity analyses. Time-dependent receiver operating characteristic curve (ROC) was plotted to evaluate the predictive value of SF for the onset of lean NAFLD. Results:The cumulative follow-up were 25 076 person-years. There were 230 new cases of lean NAFLD, and the incidence density was 9.172/1 000 person-years. The incidence densities of lean NAFLD in Q1, Q2, Q3 and Q4 groups were 6.915/1 000 person-years, 8.552/1 000 person-years, 9.641/1 000 person-years, 12.003/1 000 person-years, respectively. Kaplan-Meier curve indicated that the incidence of lean NAFLD was increased with the increment of SF, and the difference was statistically significant (log-rank test, χ2=9.92, P=0.019). Cox proportional hazard regression model results showed that the risk of developing lean NAFLD in Q4 group increased by 72.8% ( HR=1.728, 95% confidence interval (95% CI): 1.059 to 2.820) compared with Q1 group. Trend analysis revealed that the risk of lean NAFLD increased by 18.9% for each one-quartile increase of SF( HR=1.189, 95% CI: 1.012 to 1.396). Two sensitivity analyses indicated that the risk of NAFLD in Q4 group was 1.795 times ( HR=1.795, 95% CI: 1.083 to 2.975) or 1.654 times ( HR=1.654, 95% CI: 1.022 to 2.678) higher than that in Q1 group. The area under the curve (95% CI) of SF for predicting the incidence of lean NAFLD at 2-, 3-, 7- and 8-year follow-up based on time-dependent ROC were 0.645 (0.593 to 0.698), 0.652 (0.603 to 0.700), 0.605 (0.539 to 0.672) and 0.716 (0.597 to 0.836), respectively. Conclusion:SF is an independent risk factor for lean NAFLD and has predictive value for the new-onset of lean NAFLD.
10.Analysis of the willingness and related factors of pregnant women in Shanghai City to receive influenza vaccines during pregnancy
Fang HUANG ; Jing QIU ; Zhi LI ; Juan LI ; Yuting LIAO ; Zhuoying HUANG ; Xiang GUO ; Xiaodong SUN
Chinese Journal of Preventive Medicine 2025;59(7):1047-1053
Objective:To analyze the willingness and related factors of pregnant women in Shanghai City to receive influenza vaccines during pregnancy.Methods:An online questionnaire survey was conducted among pregnant women who registered in maternal and child health hospitals in 16 districts of Shanghai. The basic information, health status during pregnancy, attitude towards influenza vaccination, and knowledge of influenza and influenza vaccine were collected, and χ2 test and multivariate logistic regression analysis were used to analyze the willingness and related factors of pregnant women to receive influenza vaccines during pregnancy. Results:A total of 3 219 valid questionnaires were received, with 10.90% of pregnant women willing to receive influenza vaccination during pregnancy, 57.50% unwilling to receive vaccination and 31.59% holding an uncertain attitude. Among the pregnant women who were willing to receive the vaccine, 82.91% would take the initiative to know the relevant information about the influenza vaccine, and 87.18% understood the transmission routes of the flu. 32.09% believed that pregnant women could receive the influenza vaccination at any stage of pregnancy. Among those who were unwilling and held an uncertain attitude, the proportions of the above three questions were 47.06%, 83.95% and 17.80%, respectively. Among pregnant women who were unwilling to receive vaccination and held an uncertain attitude, the main reason for their vaccine hesitation was the concern about the safety of the vaccine for pregnant women and fetuses during pregnancy. Multivariate logistic regression analysis showed that pregnant women with higher education ( OR=3.278, 95% CI: 1.678-6.406, P=0.001), second trimester ( OR=1.542, 95% CI: 1.159-2.054, P=0.003), third pregnancy ( OR=2.318, 95% CI: 1.008-5.331, P=0.048), and previous influenza vaccination ( OR=1.552, 95% CI: 1.119-2.152, P=0.008) had a higher willingness to receive influenza vaccines during pregnancy. Conclusion:Pregnant women in Shanghai have a relatively low willingness to receive influenza vaccines during pregnancy, mainly due to concerns about vaccine safety.

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