1.Risk prediction of post-reperfusion syndrome during adult living donor liver transplantation based on machine learning
Yuanwei WANG ; Yulong ZHU ; Ling XU
Organ Transplantation 2026;17(3):460-468
Objective To compare multiple models and analyze SHAP feature contributions to construct a machine learning risk prediction model for post-reperfusion syndrome (PRS) during adult living donor liver transplantation (LDLT). Methods Clinical data of 390 patients who underwent LDLT due to end-stage liver disease at the First Affiliated Hospital of Anhui Medical University from May 2023 to April 2025 were collected. Five machine learning models, including random forest, logistic regression, XGBoost, decision tree, and AdaBoost, were compared. Feature selection was performed using Lasso regression, and the training set was divided into five folds for stratified cross-validation. The generalization ability of the model was evaluated on the independent test set. The models were comprehensively compared based on key evaluation indicators such as recall rate, accuracy rate, precision rate, area under the curve (AUC) and F1 value, to determine the optimal model. Results Eight potential factors for predicting PRS were selected. The random forest model demonstrated the best prediction performance in both the training set and the test set. Its accuracy rate was as high as 84.2% (AUC = 0.894, 95% confidence interval 0.808-0.964) in the test set. The importance ranking of PRS predictors was determined through SHAP value analysis. Cold ischemia time, K+ during the anhepatic period and the model for end-stage liver disease (MELD) score were all identified as the most significant predictors. Conclusions Based on eight key indicators including cold ischemia time, portal vein occlusion time, pre-reperfusion body temperature, alkaline reserve during the anhepatic period, K+ during the anhepatic period, MELD score, left ventricular end-diastolic diameter and graft volume to standard liver volume ratio, the PRS prediction model constructed using the random forest algorithm demonstrates the best prediction performance in the test set, providing certain assistance for subsequent clinical predictions.
2.Ershen Zhenwu Decoction Treats Chronic Heart Failure by Regulating miR-423-5p/Smad7/TGF-β1/Smads Axis and Myocardial Fibrosis Indicators
Lan GE ; Zhenpeng ZHU ; Xinyue WANG ; Dan CHENG ; Yulong LIU ; Maomao ZHANG ; Xiaoyu CHENG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(3):157-165
ObjectiveTo investigate the clinical effect of Ershen Zhenwu Decoction on chronic heart failure (CHF) due to heart-kidney Yang deficiency and blood stasis and its regulatory effects on miR-423-5p/Smad7/transforming growth factor-β1 (TGF-β1)/Smads axis and myocardial fibrosis indicators. MethodsOne hundred and fourteen patients with heart failure with reduced ejection fraction (HFrEF) and heart failure with mildly reduced ejection fraction (HFmrEF) were randomly allocated into a control group and an observation group. The control group was treated with dapagliflozin tablets, sacubitril-valsartan sodium tablets, metoprolol succinate, and spironolactone, and the observation group was treated with Ershen Zhenwu Decoction on the basis of the therapy in the control group. The course of treatment was 8 weeks in both groups. The 6-min walking distance, New York Heart Association (NYHA) heart function grade, Minnesota Living with Heart Failure Questionnaire (MLHFQ) score, N-terminal pro-B-type natriuretic peptide (NT-proBNP), angiotensin Ⅱ (Ang Ⅱ), left ventricular ejection fraction (LVEF), left ventricular end-diastolic diameter (LVIDd), left ventricular end-systolic diameter (LVIDs), interventricular septum thickness at diastole (IVSd), left ventricular end-diastolic posterior wall thickness (LVPWd), left ventricular shortening fraction (FS), miR-423-5p, Smad7, Smad2, Smad3, Smad4, TGF-β1, Ang Ⅱ, type Ⅰ collagen (Col Ⅰ), type Ⅲ collagen (Col Ⅲ), mRNA levels of fibronectin (Fn) and α-smooth muscle actin (α-SMA) in the myocardial tissue were observed before and after treatment in both groups to evaluate the efficacy of cardiac function and drug safety. ResultsAfter treatment, both groups showed declined levels of NT-proBNP, Ang Ⅱ, miR-423-5p, Smad2, Smad3, Smad4, TGF-β1, Col Ⅰ, Col Ⅲ, and mRNA levels of Fn and α-SMA (P0.05), and the levels of the indicators above were lower in the observation group than in the control group (P0.05). After treatment, the Smad7 level increased obviously in both groups (P0.05) and was higher in the observation group than in the control group (P0.05). After treatment, both groups showed decreased MLHFQ scores and increased 6-min walking distance (P0.05), and the observation group had lower MLHFQ score and longer 6-min walking distance than the control group (P0.05). After treatment, the control group showed increased LVEF and FS (P0.05) and the observation group showcased decreased LVIDd and LVIDs and increased LVEF and FS (P0.05). Moreover, the observation group had lower LVIDd and LVIDs (P0.05) and higher LVEF and FS (P0.05) than the control group. The total response rate of cardiac function in the observation group was 90.38% (47/52), which was higher than that (70.59%, 36/51) in the control group (P0.05). No adverse reactions associated with Ershen Zhenwu Decoction were observed during the study period. ConclusionErshen Zhenwu Decoction can improve the cardiac function, exercise tolerance, and quality of life, regulate neuroendocrine factors, and slow down/reverse myocardial remodeling in the patients with HFrEF and HFmrEF (syndrome of heart-kidney Yang deficiency and blood stasis by regulating the miR-423-5p/Smad7/TGF-β1/Smads axis, inhibiting α-SMA and Fn expression, and alleviating myocardial fibrosis. It is worthy of further study.
3.Ershen Zhenwu Decoction Treats Chronic Heart Failure by Regulating miR-423-5p/Smad7/TGF-β1/Smads Axis and Myocardial Fibrosis Indicators
Lan GE ; Zhenpeng ZHU ; Xinyue WANG ; Dan CHENG ; Yulong LIU ; Maomao ZHANG ; Xiaoyu CHENG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(3):157-165
ObjectiveTo investigate the clinical effect of Ershen Zhenwu Decoction on chronic heart failure (CHF) due to heart-kidney Yang deficiency and blood stasis and its regulatory effects on miR-423-5p/Smad7/transforming growth factor-β1 (TGF-β1)/Smads axis and myocardial fibrosis indicators. MethodsOne hundred and fourteen patients with heart failure with reduced ejection fraction (HFrEF) and heart failure with mildly reduced ejection fraction (HFmrEF) were randomly allocated into a control group and an observation group. The control group was treated with dapagliflozin tablets, sacubitril-valsartan sodium tablets, metoprolol succinate, and spironolactone, and the observation group was treated with Ershen Zhenwu Decoction on the basis of the therapy in the control group. The course of treatment was 8 weeks in both groups. The 6-min walking distance, New York Heart Association (NYHA) heart function grade, Minnesota Living with Heart Failure Questionnaire (MLHFQ) score, N-terminal pro-B-type natriuretic peptide (NT-proBNP), angiotensin Ⅱ (Ang Ⅱ), left ventricular ejection fraction (LVEF), left ventricular end-diastolic diameter (LVIDd), left ventricular end-systolic diameter (LVIDs), interventricular septum thickness at diastole (IVSd), left ventricular end-diastolic posterior wall thickness (LVPWd), left ventricular shortening fraction (FS), miR-423-5p, Smad7, Smad2, Smad3, Smad4, TGF-β1, Ang Ⅱ, type Ⅰ collagen (Col Ⅰ), type Ⅲ collagen (Col Ⅲ), mRNA levels of fibronectin (Fn) and α-smooth muscle actin (α-SMA) in the myocardial tissue were observed before and after treatment in both groups to evaluate the efficacy of cardiac function and drug safety. ResultsAfter treatment, both groups showed declined levels of NT-proBNP, Ang Ⅱ, miR-423-5p, Smad2, Smad3, Smad4, TGF-β1, Col Ⅰ, Col Ⅲ, and mRNA levels of Fn and α-SMA (P0.05), and the levels of the indicators above were lower in the observation group than in the control group (P0.05). After treatment, the Smad7 level increased obviously in both groups (P0.05) and was higher in the observation group than in the control group (P0.05). After treatment, both groups showed decreased MLHFQ scores and increased 6-min walking distance (P0.05), and the observation group had lower MLHFQ score and longer 6-min walking distance than the control group (P0.05). After treatment, the control group showed increased LVEF and FS (P0.05) and the observation group showcased decreased LVIDd and LVIDs and increased LVEF and FS (P0.05). Moreover, the observation group had lower LVIDd and LVIDs (P0.05) and higher LVEF and FS (P0.05) than the control group. The total response rate of cardiac function in the observation group was 90.38% (47/52), which was higher than that (70.59%, 36/51) in the control group (P0.05). No adverse reactions associated with Ershen Zhenwu Decoction were observed during the study period. ConclusionErshen Zhenwu Decoction can improve the cardiac function, exercise tolerance, and quality of life, regulate neuroendocrine factors, and slow down/reverse myocardial remodeling in the patients with HFrEF and HFmrEF (syndrome of heart-kidney Yang deficiency and blood stasis by regulating the miR-423-5p/Smad7/TGF-β1/Smads axis, inhibiting α-SMA and Fn expression, and alleviating myocardial fibrosis. It is worthy of further study.
4.Establishing Quantitative Traditional Chinese Medicine Diagnostic Rules of Diabetes Based on Constrained Latent Tree Analysis
Yulong XU ; Jinhua CHEN ; Honglei ZHU ; Yali LYU ; Jingqing HU ; Lianwen ZHANG
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(2):452-459
The classical latent structure method does not consider the influence of primary and secondary symptoms,syndromes and symptoms in the analysis and modeling of syndromes.In this paper,based on the data of damp-heat in intestine and stomach syndrome involving 1087 diabetic patients,the classical latent structure analysis was used to obtain the quantitative syndrome diagnostic rules.Then,using Constrained Latent Tree Analysis(CLTA),the quantitative syndrome diagnostic rules containing primary and secondary symptoms were obtained as follows,primary symptoms include halitosis(2.3),yellow tongue coating(2),abdominal distension(2.3),greasy tongue coating(2.1),loose stool or loose stool(1.5),red tongue(1.3),smooth pulse(1.4).Secondary symptoms include epigastric distension(1.1).Compared with the traditional latent structure analysis method,the rules established by CLTA are more compatible with the concept of differentiating primary and secondary symptoms and the common practice of TCM.The quantitative syndrome diagnostic rules of damp-heat in intestine and stomach syndrome constructed by the CLTA method have considerable objectivity in the modeling process.The diagnostic rules established were also compatible with the qualitative concept of TCM theory in stratifying primary and secondary symptoms.Finally,the diagnostic rules are obtained by logistic regression analysis,and the accuracy of the three rules is compared.The results show that the rule recognition accuracy obtained by CLTA is the highest.Therefore,the syndrome diagnostic rules of damp-heat in intestine and stomach obtained from the analysis of CLTA are in line with the constraint semantics of primary and secondary diseases and the theory of traditional Chinese medicine.
5.Analysis of the infection status and clinical parameters of metapneumovirus in 2669 children with respiratory tract infections in Jianyang area
Ziyi ZHU ; Yulong LI ; Xiaoyue YANG ; La HE ; Chengji JI
Chinese Journal of Clinical Laboratory Science 2025;43(3):222-226
Objective To investigate the infection status and clinical parameters of human metapneumovirus(HMPV)in children with acute respiratory tract infections in Jianyang area.Methods A total of 2 669 hospitalized children with acute respiratory tract infec-tions at Jianyang People's Hospital from March 2023 to February 2024 were enrolled.Thirteen kinds of respiratory pathogens were de-tected using multiplex PCR and capillary electrophoresis.The clinical data of HMPV-infected children were collected and analyzed.Re-sults Out of 2 669 children with acute respiratory tract infections,209 were detected with HMPV,with a positive rate of 7.83%.HMPV-positive children were mainly concentrated in under 5 years old(73.21%),with cough,fever,wheezing,and shortness of breath as main clinical manifestations.The rate of single HMPV infection was 58.85%,and those of mixed bacterial infection and mixed viral infection were 26.69% and 13.88%,respectively.The levels of white blood cells(WBC),lymphocytes(LYM),platelets(PLT),C-reactive protein(CRP),alanine aminotransferase(ALT),aspartate aminotransferase(AST),lactate dehydrogenase(LDH),troponin I(cTn I),and procalcitonin(PCT)in the mixed infection group were significantly higher than those in the single HMPV infection group(P<0.05),while the levels of hemoglobin(Hb),total protein(TP),and creatinine(Cr)were significantly lower than those in the single HMPV infection group(P<0.05).Compared with the non-severe pneumonia group,the levels of WBC,Hb,PLT,and CRP in the severe pneumonia group were significantly increased(P<0.05).Multivariate Logistic regression analysis showed that age<3 years,co-infection,and CRP≥20 mg/L were risk factors for severe HMPV pneumonia(P<0.05).Conclusion HMPV is one of the important pathogens causing acute respiratory tract infections in children in Jianyang area.The elevated levels of some laboratory indicators are associated with the severity of infection.Early and comprehensive bacteriological testing and detection of inflammatory markers are beneficial for guiding clinical treatment.
6.Differential expression of plasma extracellular vesicle miRNAs as biomarkers for distinguishing psoriatic arthritis from psoriasis.
Kexiang YAN ; Jie ZHU ; Mengmeng ZHANG ; Fuxin ZHANG ; Bing WANG ; Ling HAN ; Qiong HUANG ; Yulong TANG ; Yuan LI ; Nikhil YAWALKAR ; Zhenghua ZHANG ; Zhenmin NIU
Chinese Medical Journal 2025;138(2):219-221
7.Exploring the Diagnosis and Treatment of Vascular Cognitive Impairment Based on the Relationship Between "Kidney Governing Water" and the Glymphatic System
Senlin CHEN ; Yu CHEN ; Yulong ZOU ; Zhichen WANG ; Gengzhao CHEN ; Qianhong ZHU ; Saie HUANG
Journal of Traditional Chinese Medicine 2025;66(11):1114-1118
Starting from the intrinsic relationship between the glymphatic system and the core pathogenesis of vascular cognitive impairment (VCI), including internal dampness, phlegm turbidity, and blood stasis, this paper explores clinical approaches to the diagnosis and treatment of VCI. Dysfunction of the kidney's role in governing water leads to the accumulation of dampness, phlegm turbidity, and blood stasis, which are key pathological mechanisms underlying the onset and progression of VCI. The glymphatic system participates in the circulation of cerebrospinal fluid within the central nervous system, and its impairment can result in reduced clearance of soluble metabolic waste products in the brain, a crucial factor contributing to VCI. It is proposed that the "kidney governing water" function is related to the glymphatic system, and that the cerebral collaterals correspond structurally to the glymphatic pathways. Clinically, therapies aimed at tonifying the kidney, resolving phlegm, activating blood circulation, and unblocking collaterals, such as modified Kaixin Powder (开心散), which eliminates dampness and turbidity, transforms phlegm, restores consciousness, enhances cognition, and strengthens the brain, are commonly employed. These treatments may improve VCI prognosis by regulating glymphatic system function, providing a theoretical basis for the prevention and treatment of VCI with traditional Chinese medicine.
8.Analysis of the infection status and clinical parameters of metapneumovirus in 2669 children with respiratory tract infections in Jianyang area
Ziyi ZHU ; Yulong LI ; Xiaoyue YANG ; La HE ; Chengji JI
Chinese Journal of Clinical Laboratory Science 2025;43(3):222-226
Objective To investigate the infection status and clinical parameters of human metapneumovirus(HMPV)in children with acute respiratory tract infections in Jianyang area.Methods A total of 2 669 hospitalized children with acute respiratory tract infec-tions at Jianyang People's Hospital from March 2023 to February 2024 were enrolled.Thirteen kinds of respiratory pathogens were de-tected using multiplex PCR and capillary electrophoresis.The clinical data of HMPV-infected children were collected and analyzed.Re-sults Out of 2 669 children with acute respiratory tract infections,209 were detected with HMPV,with a positive rate of 7.83%.HMPV-positive children were mainly concentrated in under 5 years old(73.21%),with cough,fever,wheezing,and shortness of breath as main clinical manifestations.The rate of single HMPV infection was 58.85%,and those of mixed bacterial infection and mixed viral infection were 26.69% and 13.88%,respectively.The levels of white blood cells(WBC),lymphocytes(LYM),platelets(PLT),C-reactive protein(CRP),alanine aminotransferase(ALT),aspartate aminotransferase(AST),lactate dehydrogenase(LDH),troponin I(cTn I),and procalcitonin(PCT)in the mixed infection group were significantly higher than those in the single HMPV infection group(P<0.05),while the levels of hemoglobin(Hb),total protein(TP),and creatinine(Cr)were significantly lower than those in the single HMPV infection group(P<0.05).Compared with the non-severe pneumonia group,the levels of WBC,Hb,PLT,and CRP in the severe pneumonia group were significantly increased(P<0.05).Multivariate Logistic regression analysis showed that age<3 years,co-infection,and CRP≥20 mg/L were risk factors for severe HMPV pneumonia(P<0.05).Conclusion HMPV is one of the important pathogens causing acute respiratory tract infections in children in Jianyang area.The elevated levels of some laboratory indicators are associated with the severity of infection.Early and comprehensive bacteriological testing and detection of inflammatory markers are beneficial for guiding clinical treatment.
9.Expert consensus on visualized tele-round and quality control management based on the improvement of clinical practice ability
Wanhong YIN ; Xiaoting WANG ; Ran ZHOU ; Dawei LIU ; Yan KANG ; Yaoqing TANG ; Xiaochun MA ; Jianguo LI ; Zhenjie HU ; Haitao ZHANG ; Wei HE ; Lixia LIU ; Wenjin CHEN ; Ran ZHU ; Jun WU ; Hongmin ZHANG ; Lina ZHANG ; Wenzhao CHAI ; Shihong ZHU ; Wangbin XU ; Rongqing SUN ; Xiangyou YU ; Tianjiao SONG ; Ying ZHU ; Hong REN ; Ai SHANMU ; Qing ZHANG ; Wei FANG ; Xiuling SHANG ; Liwen LYU ; Shuhan CAI ; Xin DING ; Heng ZHANG ; Guang FENG ; Lipeng ZHANG ; Bo HU ; Dong ZHANG ; Weidong WU ; Feng SHEN ; Xiaojun YANG ; Zhenguo ZENG ; Qibing HUANG ; Xueying ZENG ; Tongjuan ZOU ; Milin PENG ; Yulong YAO ; Mingming CHEN ; Hui LIAN ; Jingmei WANG ; Yong LI ; Feng QU ; Gang YE ; Rongli YANG ; Xiukai CHEN ; Suwei LI ; Juxiang WANG ; Yangong CHAO
Chinese Journal of Internal Medicine 2025;64(2):101-109
Turning to critical illness is a common stage of various diseases and injuries before death. Patients usually have complex health conditions, while the treatment process involves a wide range of content, along with high requirements for doctor′s professionalism and multi-specialty teamwork, as well as a great demand for time-sensitive treatments. However, this is not matched with critical care professionals and the current state of medical care in China. Telemedicine, which shortens the distance of medical professionals and the gap of disease diagnosis and treatments in various regions through electronic information, can effectively solve the current problem. Therefore, there is an urgent need to develop a standardized, high-quality visualization telemedicine round system .Therefore, experts have been organized to search domestic and foreign literature on telemedicine round for critically ill patients and to form this consensus based on clinical experiences so as to further improve the level of critical care treatments in regions.
10.Establishing Quantitative Traditional Chinese Medicine Diagnostic Rules of Diabetes Based on Constrained Latent Tree Analysis
Yulong XU ; Jinhua CHEN ; Honglei ZHU ; Yali LYU ; Jingqing HU ; Lianwen ZHANG
World Science and Technology-Modernization of Traditional Chinese Medicine 2025;27(2):452-459
The classical latent structure method does not consider the influence of primary and secondary symptoms,syndromes and symptoms in the analysis and modeling of syndromes.In this paper,based on the data of damp-heat in intestine and stomach syndrome involving 1087 diabetic patients,the classical latent structure analysis was used to obtain the quantitative syndrome diagnostic rules.Then,using Constrained Latent Tree Analysis(CLTA),the quantitative syndrome diagnostic rules containing primary and secondary symptoms were obtained as follows,primary symptoms include halitosis(2.3),yellow tongue coating(2),abdominal distension(2.3),greasy tongue coating(2.1),loose stool or loose stool(1.5),red tongue(1.3),smooth pulse(1.4).Secondary symptoms include epigastric distension(1.1).Compared with the traditional latent structure analysis method,the rules established by CLTA are more compatible with the concept of differentiating primary and secondary symptoms and the common practice of TCM.The quantitative syndrome diagnostic rules of damp-heat in intestine and stomach syndrome constructed by the CLTA method have considerable objectivity in the modeling process.The diagnostic rules established were also compatible with the qualitative concept of TCM theory in stratifying primary and secondary symptoms.Finally,the diagnostic rules are obtained by logistic regression analysis,and the accuracy of the three rules is compared.The results show that the rule recognition accuracy obtained by CLTA is the highest.Therefore,the syndrome diagnostic rules of damp-heat in intestine and stomach obtained from the analysis of CLTA are in line with the constraint semantics of primary and secondary diseases and the theory of traditional Chinese medicine.

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