1.Risk Identification Model of Coronary Artery Stenosis Constructed Based on Random Forest
Yongfeng LV ; Yujing WANG ; Leyi ZHANG ; Yixin LI ; Na YUAN ; Jing TIAN
Journal of Sun Yat-sen University(Medical Sciences) 2025;46(1):138-146
ObjectiveTo establish a risk recognition model for coronary artery stenosis by using a machine learning method and to identify the key causative factors. MethodsPatients aged ≥18 years,diagnosed with coronary heart disease through coronary angiography from January 2013 to May 2020 in two prominent hospitals in Shanxi Province, were continuously enrolled. Logistic regression,back propagation neural network (BPNN), and random forest(RF)algorithms were used to construct models for detecting the causative factors of coronary artery stenosis. Sensitivity (TPR), specificity (TNR), accuracy (ACC), positive predictive value (PV+), negative predictive value (PV-), area under subject operating characteristic curve (AUC), and calibration curve were used to compare the discrimination and calibration performance of the models. The best model was then employed to predict the main risk variables associated with coronary stenosis. ResultsThe RF model exhibited superior comprehensive performance compared to logistic regression and BPNN models. The TPR values for logistic regression,BPNN,and RF models were 75.76%, 74.30%, and 93.70%, while ACC values were 74.05%, 72.30%, and 79.49%, respectively. The AUC values were:logistic regression 0.739 9; BPNN 0.723 1; RF 0.752 2. Manifestations such as chest pains,abnormal ST segments on ECG,ventricular premature beats with hypertension, atrial fibrillation, regional wall motion abnormalities(RWMA) by color echocardiography, aortic regurgitation(AR), pulmonary insufficiency (PI), family history of cardiovascular diseases,and body mass index(BMI)were identified as top ten important variables affecting coronary stenosis according to the RF model. ConclusionsRandom forest model shows the best comprehensive performance in identification and accurate assessment of coronary artery stenosis. The prediction of risk factors affecting coronary artery stenosis can provide a scientific basis for clinical intervention and help to formulate further diagnosis and treatment strategies so as to delay the disease progression.
2.Proportions of memory T cells and expression of their associated cytokines in lymph nodes of mice infected with Echinococcus multilocularis
Yinshi LI ; Duolikun ADILAI ; Bingqing DENG ; Ainiwaer ABIDAN ; Sheng SUN ; Wenying XIAO ; Conghui GE ; Na TANG ; Jing LI ; Hui WANG ; Tao JIANG ; Chuanshan ZHANG
Chinese Journal of Schistosomiasis Control 2025;37(2):136-143
Objective To investigate the effects of Echinococcus multilocularis infection on levels of memory T (Tm) cells and their subsets in lymph nodes of mice at different stages of infection, so as to provide new insights into immunotherapy for alveolarechinococcosis. MethodsTwenty-four C57BL/6J mice aged 6 to 9 weeks were randomly divided into the infection group and the control group, of 12 mice in each group. Mice in the infection group were administered with 3 000 E. multilocularis protoscoleces via portal venous injection, while animals in the control group were administered with an equal volume of physiological saline. Three mice from each group were sacrificed 4, 12 weeks and 24 weeks post-infection, and lymph nodes were sampled and stained with hematoxylin and eosin (HE) to investigate the histopathological changes of mouse lymph nodes in the infection group. The expression and localization of T lymphocyte surface markers CD3, CD4, and CD8 were observed in mouse lymph nodes using immunohistochemical staining. In addition, lymphocyte suspensions were prepared from mouse lymph nodes in both groups at different time points post-infection, and the levels of Tm cell subsets and their secreted cytokines were detected using flow cytometry. Results HE staining showed diffuse structural alterations in the subcapsular cortical and paracortical regions of mouse lymph nodes in the infection group 4 weeks post-infection with E. multilocularis. Immunohistochemical staining detected CD3, CD4 and CD8 expression in mouse lymph nodes in both groups. Flow cytometry revealed higher proportions of CD4+ Tm cells [(55.3 ± 4.8)% vs. (38.8 ± 6.1)%; t = -4.259, P < 0.05] and CD4+ tissue-resident Tm (Trm) cells [(57.7 ± 3.7)% vs. (34.1 ± 11.2)%; t = -3.990, P < 0.05] in mouse lymph nodes in the infection group than in the control group 4 weeks post-infection, and higher proportions of CD4+ Tm cells [(34.6 ± 3.2)% vs. (23.3 ± 7.5)%; t = -2.764, P < 0.05] and CD4+ Trm cells [(44.0 ± 1.9)% vs. (31.2 ± 1.5)%; t = -4.039, P < 0.05] in mouse lymph nodes in the infection group than in the control group 24 weeks post-infection. The proportions of CD8+ Tm cells were higher in the infection group than in the control group 4 weeks [(56.8 ± 2.7)% vs. (43.9 ± 5.2)%; t = -4.416, P < 0.01] and 12 weeks post-infection [(25.4 ± 2.7)% vs. (12.0 ± 2.6)%; t = -2.552, P < 0.05], while the proportions of tumor necrosis factor (TNF)-α+ CD4+ T cells [(15.7 ± 5.0)% vs. (49.4 ± 6.4)%; t = 7.150, P < 0.01], TNF-α+CD8+ T cells [(20.7 ± 5.5)% vs. (57.5 ± 8.4)%; t = -6.694, P < 0.01], and TNF-α+ CD8+ Tm cells [7.0% (1.0%) vs. 31.0% (11.0%); Z = -2.236, P < 0.05] were lower in the infection group than in the control group 24 weeks post-infection. Conclusions Tm cells levels are consistently increased in lymph nodes of mice at different stages of E. multilocularis infection, with Trm cells as the predominantly elevated subset. The impaired capacity of CD8+ Tm cells to secrete the effector molecule TNF-α in mouse lymph nodes at the late-stage infection may facilitate chronic parasitism of E. multilocularis.
3.Development of a nomogram-based risk prediction model for chronic obstructive pulmonary disease incidence in community-dwelling population aged 40 years and above in Shanghai
Yixuan ZHANG ; Yiling WU ; Jinxin ZANG ; Xuyan SU ; Xin YIN ; Jing LI ; Wei LUO ; Minjun YU ; Wei WANG ; Qi ZHAO ; Qin WANG ; Genming ZHAO ; Yonggen JIANG ; Na WANG
Shanghai Journal of Preventive Medicine 2025;37(8):669-675
ObjectiveTo develop a nomogram-based risk prediction model for chronic obstructive pulmonary disease (COPD) incidence among the community-dwelling population aged 40 years old and above, so as to provide targeted references for the screening and prevention of COPD. MethodsBased on a natural population cohort in suburban Shanghai, a total of 3 381 randomly selected participants aged ≥40 years underwent pulmonary function tests between July and October 2021. Cox stepwise regression analysis was used to develop overall and gender-specific risk prediction models, along with the construction of corresponding risk nomograms. Model predictive performance was evaluated using the C-indice, area under the curve (AUC) values, and Brier score. Stability was assessed through 10-fold cross-validation and sensitivity analysis. ResultsA total of 3 019 participants were included, with a median follow-up duration of 4.6 years. The COPD incidence density was 17.22 per 1 000 person-years, significantly higher in males (32.04/1 000 person-years) than that in females (7.38/1 000 person-years) (P<0.001). The overall risk prediction model included the variables such as gender, age, education level, BMI, smoking, passive smoking, and respiratory comorbidities. The male-specific model incorporated the variables such as age, BMI, respiratory comorbidities, and smoking, while the female-specific model included age, marital status, respiratory comorbidities, and pulmonary tuberculosis history. The C-indices for the overall, male-specific, and female-specific models were 0.829, 0.749, and 0.807, respectively. The 5-year AUC values were 0.785, 0.658, and 0.811, with Brier scores of 0.103, 0.176, and 0.059, respectively. Both 10-fold cross-validated C-indices and sensitivity analysis (excluding participants with a follow-up duration of <6 months) yielded C-indices were above 0.740. ConclusionThis study developed concise and practical overall and gender-specific COPD risk prediction models and corresponding nomograms. The models demonstrated robust performance in predicting COPD incidence, providing a valuable reference for identifying high-risk populations and formulating targeted screening and personalized management strategies.
4.Life's Essential 8 cardiovascular health metrics and long-term risk of cardiovascular disease at different stages: A multi-stage analysis.
Jiangtao LI ; Yulin HUANG ; Zhao YANG ; Yongchen HAO ; Qiuju DENG ; Na YANG ; Lizhen HAN ; Luoxi XIAO ; Haimei WANG ; Yiming HAO ; Yue QI ; Jing LIU
Chinese Medical Journal 2025;138(5):592-594
5.Association between cardiovascular-kidney-metabolic health metrics and long-term cardiovascular risk: Findings from the Chinese Multi-provincial Cohort Study.
Ziyu WANG ; Xuan DENG ; Zhao YANG ; Jiangtao LI ; Pan ZHOU ; Wenlang ZHAO ; Yongchen HAO ; Qiuju DENG ; Na YANG ; Lizhen HAN ; Yue QI ; Jing LIU
Chinese Medical Journal 2025;138(17):2139-2147
BACKGROUND:
The American Heart Association (AHA) introduced the concept of cardiovascular-kidney-metabolic (CKM) health and stage, reflecting the interaction among metabolism, chronic kidney disease (CKD), and the cardiovascular system. However, the association between CKM stage and the long-term risk of cardiovascular disease (CVD) has not been validated. This study aimed to evaluate the long-term CVD risk associated with CKM health metrics and CKM stage using data from a population-based cohort study.
METHODS:
In total, 5293 CVD-free participants were followed up to around 13 years in the Chinese Multi-provincial Cohort Study (CMCS). Considering the pathophysiologic progression of CKM health metrics abnormalities (comprising obesity, central adiposity, prediabetes, diabetes, hypertriglyceridemia, CKD, and metabolic syndrome), participants were divided into CKM stages 0, 1, and 2. The time-dependent Cox regression models were used to estimate the cardiovascular risk associated with CKM health metrics and stage. Additionally, broader CVD outcomes were examined, with a specific assessment of the impact of stage 3 in 2581 participants from the CMCS-Beijing subcohort.
RESULTS:
Among participants, 91.2% (4825/5293) had at least one abnormal CKM health metric, 8.8% (468/5293), 13.3% (704/5293), and 77.9% (4121/5293) were in CKM stages 0, 1, and 2, respectively; and 710 incident CVD cases occurred during a median follow-up time of 13.3 years (interquartile range: 12.1 to 13.6 years). Participants with each poor CKM health metric exhibited significantly higher CVD risk. Compared with stage 0, the hazard ratio (HR) (95% confidence interval [CI]) for CVD incidence was 1.31 (0.84-2.04) in stage 1 and 2.27 (1.57-3.28) in stage 2. Significant interactive impacts existed between CKM stage and age or sex, with higher CVD risk related to increased CKM stages in participants aged <60 years or females.
CONCLUSION
These findings highlight the contribution of CKM health metrics and CKM stage to the long-term risk of CVD, suggesting the importance of multi-component recognition and management of poor CKM health in CVD prevention.
Humans
;
Female
;
Male
;
Cardiovascular Diseases/etiology*
;
Middle Aged
;
Adult
;
Cohort Studies
;
Renal Insufficiency, Chronic/metabolism*
;
Aged
;
Risk Factors
;
Metabolic Syndrome/metabolism*
;
China
;
East Asian People
6.c-Met-targeted chimeric antigen receptor T cells inhibit human serous ovarian cancer cell SKOV-3 in vitro.
Na-Na DU ; Yan-Jun ZHANG ; Yan-Qiu LI ; Lu ZHANG ; Ran AN ; Xiang-Cheng ZHEN ; Jing-Ting MIN ; Zheng-Hong LI
Acta Physiologica Sinica 2025;77(2):241-254
The study aimed to construct the second and third generation chimeric antigen receptor T cells (CAR-T) targeting the c-mesenchymal-epithelial transition factor (c-Met) protein, and observe their killing effect on human serous ovarian cancer cell SKOV-3. The expression of MET gene in ovarian serous cystadenocarcinoma, the correlation between MET gene expression and the abundance of immune cell infiltration, and the effect of MET gene expression on the tissue function of ovarian serous cystadenocarcinoma were analyzed by bioinformatics. The expression of c-Met in ovarian cancer tissues and adjacent tissues was detected by immunohistochemical staining. The second and third generation c-Met CAR-T cells, namely c-Met CAR-T(2G/3G), were prepared by lentivirus infection, and the cell subsets and infection efficiency were detected by flow cytometry. Using CD19 CAR-T and activated T cells as control groups and A2780 cells with c-Met negative expression as Non target groups, the kill efficiency on SKOV-3 cells with c-Met positive expression, cytokine release and cell proliferation of c-Met CAR-T(2G/3G) were explored by lactate dehydrogenase (LDH) release, ELISA and CCK-8 respectively. The results showed that MET gene expression was significantly up-regulated in ovarian cancer tissues compared with normal tissues, which was consistent with the immunohistochemistry results. However, in all pathological stages, there was no obvious difference in MET expression and no correlation between MET gene expression and the race and age of ovarian cancer patients. The second generation and third generation c-Met CAR-T cells were successfully constructed. After lentivirus infection, the proportion of CD8+ T cells in c-Met CAR-T(2G) was upregulated, while there was no significant change in the cell subsets of c-Met CAR-T(3G). The LDH release experiment showed that the kill efficiency of c-Met CAR-T(2G/3G) on SKOV-3 increased with the increase of effect-target ratio. When the effect-target ratio was 20:1, the kill efficiency of c-Met CAR-T(2G) reached (42.02 ± 5.17)% (P < 0.05), and the kill efficiency of c-Met CAR-T(3G) reached (51.40 ± 2.71)% (P < 0.05). ELISA results showed that c-Met CAR-T released more cytokine compared to CD19 CAR-T and activated T cells (P < 0.05). Moreover, the cytokine release of c-Met CAR-T(3G) was higher than c-Met CAR-T(2G) (P < 0.01). The CCK-8 results showed that after 48 h, the cell number of c-Met CAR-T(2G) was higher than that of c-Met CAR-T(3G) (P < 0.01). In conclusion, both the second and third generation c-Met CAR-T can target and kill c-Met-positive SKOV-3 cells, with no significant difference. c-Met CAR-T(2G) has stronger proliferative ability, and c-Met CAR-T(3G) releases more cytokines.
Humans
;
Female
;
Ovarian Neoplasms/immunology*
;
Proto-Oncogene Proteins c-met/metabolism*
;
Receptors, Chimeric Antigen/immunology*
;
Cell Line, Tumor
;
Cystadenocarcinoma, Serous/immunology*
;
T-Lymphocytes/immunology*
7.Therapeutic potential of ion channel modulation in Alzheimer's disease.
Bing HUANG ; Cheng-Min YANG ; Zhi-Cheng LU ; Li-Na TANG ; Sheng-Long MO ; Chong-Dong JIAN ; Jing-Wei SHANG
Acta Physiologica Sinica 2025;77(2):327-344
Alzheimer's disease (AD), a prototypical neurodegenerative disorder, encompasses multifaceted pathological processes. As pivotal cellular structures within the central nervous system, ion channels play critical roles in regulating neuronal excitability, synaptic transmission, and neurotransmitter release. Extensive research has revealed significant alterations in the expression and function of ion channels in AD, implicating an important role of ion channels in the pathogenesis of abnormal Aβ deposition, neuroinflammation, oxidative stress, and disruptions in calcium homeostasis and neural network functionality. This review systematically summarizes the crucial roles and underlying mechanisms of ion channels in the onset and progression of AD, highlighting how these channel abnormalities contribute to AD pathophysiology. We also discuss the therapeutic potential of ion channel modulation in AD treatment, emphasizing the importance of addressing multifactorial nature and heterogeneity of AD. The development of multi-target drugs and precision therapies is proposed as a future direction of scientific research.
Alzheimer Disease/therapy*
;
Humans
;
Ion Channels/physiology*
;
Oxidative Stress
;
Animals
;
Amyloid beta-Peptides/metabolism*
;
Synaptic Transmission
;
Calcium/metabolism*
8.Exploration of evaluation criteria based on the biological variation in the external quality assessment for basic semen analysis in China.
Xi-Yan WU ; Jin-Chun LU ; Xin-Hua PENG ; Jing-Liang HE ; Dao WANG ; Cong-Ling DAI ; Wen-Bing ZHU ; Gang LIU ; Wei-Na LI
Asian Journal of Andrology 2025;27(5):621-626
This study explores whether the current external quality assessment (EQA) level and acceptable bias for basic semen analysis in China are clinically useful. We collected data of semen EQA from Andrology laboratories in the Hunan Province (China) in 2022 and searched for data in the published literature from January 2000 to December 2023 in China. On the basis of these data, we analyzed the coefficients of variation and acceptable biases of different quality control materials for basic semen analysis through robust statistics. We compared these findings with quality specifications based on biological variation from optimal, desirable, and minimum levels of bias to seek a unified and more suitable semen EQA bias evaluation standard for China's national conditions. Different sources of semen quality control material exhibited considerable variation in acceptable biases among laboratories, ranging from 8.2% to 56.9%. A total of 50.0% of the laboratories met the minimum quality specifications for progressive motility (PR), whereas 100.0% and 75.0% of laboratories met only the minimum quality specifications for sperm concentration and total motility (nonprogressive [NP] + PR), respectively. The Z value for sperm concentration and PR+NP was equivalent to the desirable performance specification, whereas the Z value for PR was equivalent only to the minimum performance specification. This study highlights the feasibility of operating external quality assessment schemes for basic semen analysis using quality specifications based on biological variation. These specifications should be unified among external quality control (EQC) centers based on biological variation.
Semen Analysis/standards*
;
Humans
;
China
;
Male
;
Quality Control
;
Sperm Motility
;
Sperm Count/standards*
9.The Comparison of Efficacy and Safety between Venetoclax Combined with Demethylating Drugs and the "3+7" Drug Regimen for Acute Myeloid Leukemia.
Na CUI ; Li-Jing WANG ; Chang-Yong YUAN
Journal of Experimental Hematology 2025;33(1):25-31
OBJECTIVE:
To explore the efficacy and safety of venetoclax combined with demethylating drugs and intense chemotherapy in the treatment of acute myeloid leukemia (AML).
METHODS:
The clinical data of 76 patients with AML treated in Qilu Hospital of Shandong University Dezhou Hospital from January 2019 to March 2024 were retrospectively analyzed. Patients were divided into observation group and control group. 38 patients in the observation group received venetoclax combined with demethylating drugs (decitabine or azacytidine) and 38 patients in the control group with the "3+7" intensive chemotherapy regimen. The primary endpoints of clinical observation were complete remission (CR), CR with incomplete hematologic recovery (CRi), partial remission (PR), non remission (NR), and overall response rate (ORR). Secondary endpoints were overall survival (OS) and drug safety.
RESULTS:
After 2 courses of treatment, the CR+CRi rate in observation group and control group was 71.05% and 65.79%, respectively, and the ORR was 81.58% and 78.95%, respectively. After all courses of treatment, CR+CRi rate in the observation group and the control group was 73.68% and 78.95%, respectively, and the ORR was 81.58% and 84.21%, respectively, with no statistical significance between the two groups (P >0.05). After 1 course of treatment, there were statistically significant differences in the proportion and degree of myelosuppression, the duration of neutropenia and the duration of thrombocytopenia between the two groups (P < 0.05), while there were no statistically significant differences in the occurrence of neutropenia with fever between the two groups (P >0.05). The incidence of non-hematological adverse reactions was highest in infection (mainly pulmonary infection) and gastrointestinal reaction. Among the many adverse reactions, there were statistically significant differences in the infection and hypokalemia between the two groups (P < 0.05), the incidence of hypokalemia in observation group and control group was 42.11% and 15.79%, respectively, and the infection rate in observation group and control group was 73.68% and 94.74%, respectively. The median OS was 13.13(1.67-53.63) months in the observation group and 16.60(0.57-59.67) months in the control group.
CONCLUSION
The combination of venetoclax and demethylating drugs has a low degree of myelosuppression, but a long recovery time, a response rate as good as that of intensive chemotherapy, and a lower infection rate. However, the incidence of hypokalemia is low in the intensive chemotherapy regimen, and the regimen significantly improves the long-term outcome of patients.
Humans
;
Leukemia, Myeloid, Acute/drug therapy*
;
Sulfonamides/therapeutic use*
;
Bridged Bicyclo Compounds, Heterocyclic/administration & dosage*
;
Retrospective Studies
;
Antineoplastic Combined Chemotherapy Protocols/therapeutic use*
;
Female
;
Male
;
Decitabine/therapeutic use*
;
Azacitidine/therapeutic use*
;
Middle Aged
;
Treatment Outcome
;
Adult
;
Aged
;
Remission Induction
10.The Efficacy of Combination of Avatrombopag and rhIL-11 in Adult Patients of Acute Myeloid Leukemia with Cancer Treatment-Induced Thrombocytopenia.
Min-Na LUO ; Hai-Tao ZHANG ; Si-Jie ZHAO ; Jing LI ; Wen-Juan WANG ; Peng-Cheng HE
Journal of Experimental Hematology 2025;33(3):848-852
OBJECTIVE:
To investigate the safety and efficacy of avatrombopag(AVA) combined with rhIL-11 in treating thrombocytopenia induced by chemotherapy in acute myeloid leukemia.
METHODS:
The clinical information of 8 patients in the real world who received avatrombopag combined with rhIL-11 in cancer treatment-induced thrombocytopenia(CTIT) after AML chemotherapy were retrospectively analyzed, and at the same time, 8 patients who received rhIL-11 only in CTIT after AML chemotherapy served as the control group, A preliminary observation was to summarize and compare the therapeutic efficacy and adverse effects between the two groups.
RESULTS:
D3 and D7 platelet counts were not significantly different between the observation group and the control group after treatment. The platelet counts in the observation group was significantly higher than those of the control group on the 10th day after treatment (P < 0.01). The adverse reactions, such as weakness, abdominal pain, fatigue, nausea and edema after treatment were mild in the observation group and the control group. Except for one patient in the observation group who had a history of cerebral infarction before the onset of the disease and was routinely taking antiplatelet drugs, no thrombosis events occurred in the patients in the observation and control groups during the period of administration of the drug, and the total incidence rate of adverse reactions was not significantly different between the two groups.
CONCLUSION
The combination of AVA and rhIL-11 can enhance platelet recovery in CTIT of AML patients after chemotherapy. Compared with the rhIL-11 alone group, the platelet recovery time in AVA+rhIL-11 group was significantly shorter, the platelet count on the 10th day after drug administration was significantly higher. No statistically significant difference in the total incidence rate of adverse reactions was observed between rhIL-11 alone group and AVA+rhIL-11 group.
Humans
;
Leukemia, Myeloid, Acute/drug therapy*
;
Thrombocytopenia/chemically induced*
;
Interleukin-11/therapeutic use*
;
Retrospective Studies
;
Adult
;
Thiophenes/therapeutic use*
;
Platelet Count
;
Female
;
Male
;
Middle Aged
;
Thiazoles

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