1.Machine learning models based on brain functional network features combining clinical indicators for predicting postoperative outcomes of patients with drug-resistant mesial temporal lobe epilepsy
Lidan LIN ; Xiaoyang WANG ; Zhifeng HUANG ; Jianzhou CHEN ; Sifan QIU ; Yaling CHEN ; Shangwen XU
Chinese Journal of Medical Imaging Technology 2025;41(9):1488-1493
Objective To observe the value of machine learning(ML)models based on brain functional network features combining clinical indicators for predicting postoperative outcomes of patients with drug-resistant mesial temporal lobe epilepsy(DR-mTLE).Methods Totally 84 patients with unilateral DR-mTLE who underwent surgery were retrospectively enrolled and classified into seizure free(SF)group(n=55)and non-seizure free(NSF)group(n=29)according to one-year postoperative follow-up.Clinical data were analyzed to screen independent predictors of postoperative outcomes.Based on brain preoperative resting-state functional MRI,brain functional networks were constructed using graph theory analysis,and 587 features were extracted.Five-fold cross validation was used to divide the data into training set and test set,then the optimal brain functional network features related to postoperative outcomes of DR-mTLE patients were selected.Combining with clinically relevant independent predictors,ML models were constructed using classifiers including Gaussian process(GP),logistic regression(LR),support vector machine(SVM)and quadratic discriminant analysis(QDA),respectively,and the prediction efficacy,calibration and clinical value of each ML model were evaluated.Results Both course of disease and lesion location were clinically relevant independent predictors of postoperative outcome of DR-mTLE patients(OR=0.928,5.710,P=0.010,0.016).Four optimal brain function network features were selected,including betweenness centrality of the third zone of cerebellar vermis,degree centrality of right globus pallidus,nodal efficiency of temporal left inferior temporal gyrus and nodal clustering coefficient of left inferior parietal lobule.The average area under the curve(AUC)of GP,LR,SVM and QDA models in test set was 0.868,0.864,0.875 and 0.870,respectively.Calibration curves and decision curve analysis indicated that each ML model had good calibration and high clinical net benefit.Conclusion ML models based on brain functional network features combining with clinical indicators could be used to effectively predict postoperative outcomes in DR-mTLE patients.
2.Analysis of adverse cardiovascular and cerebrovascular outcomes within two years after coronary artery rotational atherectomy in patients with different types of acute coronary syndrome
Xinbo BAI ; Luwa GAO ; Zhe ZHANG ; Jianzhou CHEN ; Zhonghai WEI ; Kun WANG ; Lina KANG ; Biao XU ; Qing DAI
Chinese Journal of Arteriosclerosis 2025;33(4):326-333
Aim To analyze the incidence of major adverse cardiovascular and cerebrovascular events(MACCE)in patients with different types of acute coronary syndrome(ACS)undergoing coronary artery rotational atherec-tomy(RA)within two years.Methods 268 patients with ACS who underwent RA in the Department of Cardiology,Nanjing Drum Tower Hospital,Affiliated Hospital of Medical School of Nanjing University,between November 2011 and December 2022 were retrospectively included.According to whether ST-segment elevation myocardial infarction(STEMI)occurred,they were divided into 25 cases in the ST-segment elevation myocardial infarction(STEMI)group and 243 cases in the non-ST-segment elevation acute coronary syndrome(NSTE-ACS)group.The NSTE-ACS group included unstable angina pectoris(UAP)and non-STEMI(NSTEMI).The basic information and intraoperative data related to percutaneous coronary intervention(PCI)in the two groups were collected,and the occurrence of MACCE(including car-diovascular death,non fatal myocardial infarction,worsening heart failure,ischemic stroke and target vessel revasculariza-tion)within two years after RA was followed up and analyzed.Results Compared with the NSTE-ACS group,the STEMI group had a higher incidence of MACCE and cardiovascular mortality during the two-year follow-up period(10.3%and 0.4%vs.28.0%and 8.0%;P<0.05).There was no statistical difference between the incidence of target vessel revascularization,nonfatal infarction,ischemic stroke and worsening heart failure between the two groups(P>0.05).According to subgroup analysis based on enrollment periods,the results showed that over time(2011-2017 compared to 2018-2022),the incidence of MACCE in all patients within two years after RA showed a decreasing trend(18.97%vs.6.58%).Combined with previous studies,gender,hypertension,diabetes,renal insufficiency,smoking and left ven-tricular ejection fraction(LVEF)were included in the Cox regression model.It was found that the use of intravascular ul-trasound(IVUS)was an independent factor to reduce the incidence of MACCE in ACS patients within two years after RA(HR=0.333,95%CI:0.153~0.723,P<0.01).Kaplan-Meier analysis showed that among ACS patients undergoing RA,the cumulative incidence of MACCE events was higher in the STEMI group than that in the NSTE-ACS group(P<0.05).Conclusion STEMI patients have a higher incidence of MACCE and cardiovascular mortality within two years after RA compared to NSTE-ACS patients,and the use of IVUS during RA surgery can reduce the incidence of MACCE in ACS patients after RA.
3.Effects of psychological stress on inflammatory bowel disease via affecting the microbiota-gut-brain axis.
Yuhan CHEN ; Xiaofen CHEN ; Suqin LIN ; Shengjun HUANG ; Lijuan LI ; Mingzhi HONG ; Jianzhou LI ; Lili MA ; Juan MA
Chinese Medical Journal 2025;138(6):664-677
Inflammatory bowel disease (IBD) is an idiopathic intestinal inflammatory condition with chronic and relapsing manifestations and is characterized by a disturbance in the interplay between the intestinal microbiota, the gut, and the brain. The microbiota-gut-brain axis involves interactions among the nervous system, the neuroendocrine system, the gut microbiota, and the host immune system. Increasing published data indicate that psychological stress exacerbates the severity of IBD due to its negative effects on the microbiota-gut-brain axis, including alterations in the stress response of the hypothalamic-pituitary-adrenal (HPA) axis, the balance between the sympathetic nervous system and vagus nerves, the homeostasis of the intestinal flora and metabolites, and normal intestinal immunity and permeability. Although the current evidence is insufficient, psychotropic agents, psychotherapies, and interventions targeting the microbiota-gut-brain axis show the potential to improve symptoms and quality of life in IBD patients. Therefore, further studies that translate recent findings into therapeutic approaches that improve both physical and psychological well-being are needed.
Humans
;
Inflammatory Bowel Diseases/metabolism*
;
Stress, Psychological/microbiology*
;
Gastrointestinal Microbiome/physiology*
;
Brain/metabolism*
;
Hypothalamo-Hypophyseal System
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Pituitary-Adrenal System
;
Animals
4.Predictive value of triglyceride-glucose index on microvascular obstruction after emergency PCI in patients with ST-segment elevation myocardial infarction
Tianyue LI ; Xue BAO ; Ying ZHANG ; Biao XU ; Jianzhou CHEN ; Zhonghai WEI
Chinese Journal of Arteriosclerosis 2025;33(11):953-960
Aim To investigate the association of triglyceride-glucose(TyG)index with microvascular obstruction(MVO)after percutaneous coronary intervention(PCI)in patients with ST-segment elevated myocardial infarction(STEMI).Methods Individual patient-data were pooled from 310 patients with STEMI underwent emergency PCI in Nanjing Drum Tower Hospital,the Affiliated Hospital of Nanjing University Medical School from June 2018 to June 2021 for a prospective analysis.A week following the operation,cardiac magnetic resonance imaging was used to evaluate the MVO region and the patients were divided into two groups based on whether MVO occured after PCI:the MVO group(n=183)and the non-MVO group(n=127).The clinical data of the two groups were compared,and the linear relationship between TyG index and MVO was described using restricted cubic splines(RCS).Univariate and multivariate Logistic regression analysis were used to correct for confounding factors and identify independent risk factors for MVO occurrence.Results After adjustment for confounding factors,TyG index was an independent risk factor for MVO after emergency PCI in STEMI patients,and every 1-unit increased in TyG index,the risk of MVO increased by 1.24 times(OR=2.24,95%CI:1.07~4.71,P=0.033).The RCS curve analysis results showed that there was a linear re-lationship between the TyG index and the occurrence of MVO after emergency PCI(non-linear correlation test P=0.47).When the TyG index was greater than 9.5,the risk of MVO after emergency PCI significantly increased.Conclusion An increased TyG index is postively associated with the incidence of MVO in STEMI patients who have undergone PCI,and has clinical significantce for early prevention and risk stratification of MVO in STEMI patients.
5.Analysis of adverse cardiovascular and cerebrovascular outcomes within two years after coronary artery rotational atherectomy in patients with different types of acute coronary syndrome
Xinbo BAI ; Luwa GAO ; Zhe ZHANG ; Jianzhou CHEN ; Zhonghai WEI ; Kun WANG ; Lina KANG ; Biao XU ; Qing DAI
Chinese Journal of Arteriosclerosis 2025;33(4):326-333
Aim To analyze the incidence of major adverse cardiovascular and cerebrovascular events(MACCE)in patients with different types of acute coronary syndrome(ACS)undergoing coronary artery rotational atherec-tomy(RA)within two years.Methods 268 patients with ACS who underwent RA in the Department of Cardiology,Nanjing Drum Tower Hospital,Affiliated Hospital of Medical School of Nanjing University,between November 2011 and December 2022 were retrospectively included.According to whether ST-segment elevation myocardial infarction(STEMI)occurred,they were divided into 25 cases in the ST-segment elevation myocardial infarction(STEMI)group and 243 cases in the non-ST-segment elevation acute coronary syndrome(NSTE-ACS)group.The NSTE-ACS group included unstable angina pectoris(UAP)and non-STEMI(NSTEMI).The basic information and intraoperative data related to percutaneous coronary intervention(PCI)in the two groups were collected,and the occurrence of MACCE(including car-diovascular death,non fatal myocardial infarction,worsening heart failure,ischemic stroke and target vessel revasculariza-tion)within two years after RA was followed up and analyzed.Results Compared with the NSTE-ACS group,the STEMI group had a higher incidence of MACCE and cardiovascular mortality during the two-year follow-up period(10.3%and 0.4%vs.28.0%and 8.0%;P<0.05).There was no statistical difference between the incidence of target vessel revascularization,nonfatal infarction,ischemic stroke and worsening heart failure between the two groups(P>0.05).According to subgroup analysis based on enrollment periods,the results showed that over time(2011-2017 compared to 2018-2022),the incidence of MACCE in all patients within two years after RA showed a decreasing trend(18.97%vs.6.58%).Combined with previous studies,gender,hypertension,diabetes,renal insufficiency,smoking and left ven-tricular ejection fraction(LVEF)were included in the Cox regression model.It was found that the use of intravascular ul-trasound(IVUS)was an independent factor to reduce the incidence of MACCE in ACS patients within two years after RA(HR=0.333,95%CI:0.153~0.723,P<0.01).Kaplan-Meier analysis showed that among ACS patients undergoing RA,the cumulative incidence of MACCE events was higher in the STEMI group than that in the NSTE-ACS group(P<0.05).Conclusion STEMI patients have a higher incidence of MACCE and cardiovascular mortality within two years after RA compared to NSTE-ACS patients,and the use of IVUS during RA surgery can reduce the incidence of MACCE in ACS patients after RA.
6.Machine learning models based on brain functional network features combining clinical indicators for predicting postoperative outcomes of patients with drug-resistant mesial temporal lobe epilepsy
Lidan LIN ; Xiaoyang WANG ; Zhifeng HUANG ; Jianzhou CHEN ; Sifan QIU ; Yaling CHEN ; Shangwen XU
Chinese Journal of Medical Imaging Technology 2025;41(9):1488-1493
Objective To observe the value of machine learning(ML)models based on brain functional network features combining clinical indicators for predicting postoperative outcomes of patients with drug-resistant mesial temporal lobe epilepsy(DR-mTLE).Methods Totally 84 patients with unilateral DR-mTLE who underwent surgery were retrospectively enrolled and classified into seizure free(SF)group(n=55)and non-seizure free(NSF)group(n=29)according to one-year postoperative follow-up.Clinical data were analyzed to screen independent predictors of postoperative outcomes.Based on brain preoperative resting-state functional MRI,brain functional networks were constructed using graph theory analysis,and 587 features were extracted.Five-fold cross validation was used to divide the data into training set and test set,then the optimal brain functional network features related to postoperative outcomes of DR-mTLE patients were selected.Combining with clinically relevant independent predictors,ML models were constructed using classifiers including Gaussian process(GP),logistic regression(LR),support vector machine(SVM)and quadratic discriminant analysis(QDA),respectively,and the prediction efficacy,calibration and clinical value of each ML model were evaluated.Results Both course of disease and lesion location were clinically relevant independent predictors of postoperative outcome of DR-mTLE patients(OR=0.928,5.710,P=0.010,0.016).Four optimal brain function network features were selected,including betweenness centrality of the third zone of cerebellar vermis,degree centrality of right globus pallidus,nodal efficiency of temporal left inferior temporal gyrus and nodal clustering coefficient of left inferior parietal lobule.The average area under the curve(AUC)of GP,LR,SVM and QDA models in test set was 0.868,0.864,0.875 and 0.870,respectively.Calibration curves and decision curve analysis indicated that each ML model had good calibration and high clinical net benefit.Conclusion ML models based on brain functional network features combining with clinical indicators could be used to effectively predict postoperative outcomes in DR-mTLE patients.
7.Predictive value of triglyceride-glucose index on microvascular obstruction after emergency PCI in patients with ST-segment elevation myocardial infarction
Tianyue LI ; Xue BAO ; Ying ZHANG ; Biao XU ; Jianzhou CHEN ; Zhonghai WEI
Chinese Journal of Arteriosclerosis 2025;33(11):953-960
Aim To investigate the association of triglyceride-glucose(TyG)index with microvascular obstruction(MVO)after percutaneous coronary intervention(PCI)in patients with ST-segment elevated myocardial infarction(STEMI).Methods Individual patient-data were pooled from 310 patients with STEMI underwent emergency PCI in Nanjing Drum Tower Hospital,the Affiliated Hospital of Nanjing University Medical School from June 2018 to June 2021 for a prospective analysis.A week following the operation,cardiac magnetic resonance imaging was used to evaluate the MVO region and the patients were divided into two groups based on whether MVO occured after PCI:the MVO group(n=183)and the non-MVO group(n=127).The clinical data of the two groups were compared,and the linear relationship between TyG index and MVO was described using restricted cubic splines(RCS).Univariate and multivariate Logistic regression analysis were used to correct for confounding factors and identify independent risk factors for MVO occurrence.Results After adjustment for confounding factors,TyG index was an independent risk factor for MVO after emergency PCI in STEMI patients,and every 1-unit increased in TyG index,the risk of MVO increased by 1.24 times(OR=2.24,95%CI:1.07~4.71,P=0.033).The RCS curve analysis results showed that there was a linear re-lationship between the TyG index and the occurrence of MVO after emergency PCI(non-linear correlation test P=0.47).When the TyG index was greater than 9.5,the risk of MVO after emergency PCI significantly increased.Conclusion An increased TyG index is postively associated with the incidence of MVO in STEMI patients who have undergone PCI,and has clinical significantce for early prevention and risk stratification of MVO in STEMI patients.
8.Social Support, Coping Strategies, Depression, Anxiety, and Cognitive Function Among People With Type 2 Diabetes Mellitus: A Path Analysis
Wenhang CHEN ; Rehanguli MAIMAITITUERXUN ; Jingsha XIANG ; Yu XIE ; Fang XIAO ; Irene Xinyin WU ; Letao CHEN ; Jianzhou YANG ; Aizhong LIU ; Wenjie DAI
Psychiatry Investigation 2024;21(9):1033-1044
Objective:
To explore the linear associations between social support, coping strategies, depression, anxiety, and cognitive function among people with type 2 diabetes mellitus (T2DM) using a path-analytic method.
Methods:
This cross-sectional study enrolled 496 individuals hospitalized due to T2DM. Well-trained investigators conducted face-to-face interviews with the participants using the Social Support Rating Scale, the Chinese version of Medical Coping Modes Questionnaire, the Hospital Anxiety and Depression scale, and the Mini Mental State Examination to measure social support (including objective support, subjective support, and support utilization), coping strategies (including confrontation, avoidance, and acceptance-resignation), depression/anxiety, and cognitive function, respectively. A path analysis was used to elucidate the linear associations between social support, coping strategies, depression, anxiety, and cognitive function.
Results:
In the final path model with satisfactory model fit, objective support was found to be associated with cognitive function not only directly but also indirectly through confrontation coping and depression, and acceptance-resignation coping and depression/anxiety. Further, subjective support was found to be associated with cognitive function indirectly through depression/anxiety, as well as serially through acceptance-resignation coping and depression/anxiety. Support utilization was found to be associated with cognitive function indirectly through confrontation coping and depression, as well as through acceptance-resignation coping and depression/anxiety.
Conclusion
Social support, coping strategies, depression, and anxiety were associated with cognitive function among people with T2DM, and these associations were best explained by a serial mediation model from social support, coping strategies, and depression and anxiety to cognitive function.
9.Percutaneous Suture-mediated Patent Foramen Ovale Closure Guided Solely by Echocardiography:a Case Report
Yaoxing LU ; Shiguo LI ; Wenbin CHEN ; Wenbin OUYANG ; Guangzhi ZHAO ; Jianzhou GUO ; Xiangbin PAN
Chinese Circulation Journal 2024;39(10):1022-1024
This article reports a case using China's self-developed HaloStitch? system to complete a percutaneous suture-mediated patent foramen ovale closure under ultrasound guidance alone,achieving outstanding clinical outcomes.This innovative method represents a new approach to patent foramen ovale treatment and is an ideal surgical technique.
10.Hereditary Hemochromatosis Complicated With Severe Heart Failure:a Case Report
Guannan LI ; Jianzhou CHEN ; Xiang WU ; Fan YANG ; Xiaoting WU ; Andi XU ; Dan MU ; Qiguo ZHANG ; Rong GU ; Biao XU ; Lian WANG
Chinese Circulation Journal 2024;39(10):1028-1032
Hereditary hemochromatosis is a rare autosomal genetic disorder that can cause multi-organ dysfunction in the liver,pancreas,spleen,heart and pituitary gland,with diverse clinical manifestations,make the diagnosis difficult.In recent years,with the deepening of clinical understanding and the development of genetic diagnosis tools,the diagnostic rate of this disease has increased significantly.In this paper,we report a case of hereditary hemochromatosis type 3 involving multiple organs and complicated by severe heart failure,aiming to improve the clinicians'understanding of this disease and reduce the leakage and misdiagnosis.

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