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.Effect of pneumoperitoneum on renal function after robotic-assisted laparoscopic kidney transplantation
Shuncheng TAN ; Jianchun CUI ; Xun SUN ; Yongfeng LI ; Yonglin SONG ; Shuxin LI ; Yinrui MA ; Xingyong MA ; Yafei ZHANG
Organ Transplantation 2025;16(2):295-301
Objective To investigate the effect of pneumoperitoneum pressure during robotic-assisted kidney transplantation (RAKT) on the function of the transplant kidney. Methods The data of 243 kidney transplant recipients were retrospectively analyzed and divided into open kidney transplantation (OKT) group (n=105) and RAKT group (n=138). The RAKT group was further divided into 13 mmHg group (n=67) and 7 mmHg group (n=71) based on pneumoperitoneum pressure. The donor information, recipient's preoperative general data, intraoperative data, and postoperative recovery of the three groups were compared. In the RAKT group, the renal artery, segmental artery, interlobar artery, and venous flow velocity of the transplant kidney were measured using laparoscopic ultrasound. Results There was a statistically significant difference in donor types among the groups (P<0.05), while other donor information and recipient's preoperative general data showed no statistically significant differences (all P>0.05). There were no statistically significant differences in serum creatinine and complications at 30 days and 1 year postoperatively among the groups (all P>0.05). The OKT group and 7 mmHg group had more intraoperative urine output than the 13 mmHg group. Both RAKT groups had less intraoperative blood loss and shorter hospital stays than the OKT group, and longer operation times than the OKT group (all P<0.05). There were no statistically significant differences in operation time, intraoperative blood loss, and hospital stay between the two RAKT groups (all P>0.05). The vascular flow velocity of the transplant kidney decreased at 13 mmHg compared to 7 mmHg pneumoperitoneum pressure, but the differences were not statistically significant (all P>0.05). Conclusions Controllable pneumoperitoneum pressure has a limited impact on the vascular flow velocity of the transplanted kidney. RAKT is a safe and effective surgical method under appropriate pneumoperitoneum pressure, and choosing a lower pneumoperitoneum pressure is more conducive to the early recovery of renal function postoperatively.
3.Research progress on mechanism of necrotizing apoptosis in pancreatic disease
Runze YANG ; Jing QIN ; Chenbo GUO ; Yaohua HU ; Zhandong WANG ; Yanying ZHANG ; Bing SONG ; Min BAI ; Changhong SHI ; Yongfeng WANG
Acta Laboratorium Animalis Scientia Sinica 2024;32(7):933-941
Necroptosis is a regulated process of programmed cell death independent of aspartic acid-specific cysteine protease,which can induce inflammation.Studies have shown that necroptosis is closely related to the progression and prognosis of pancreatic disease and plays an important two-way regulatory role in its progression.Related necroptosis inhibitors and inducers are expected to be used in the treatment of pancreatic disease.We herein review the mechanism of necroptosis and its role in the progression of pancreatic disease to provide a new understanding of the pathogenesis and treatment of pancreatic diseases and offer a theoretical basis for the research and development of targeted drugs.
4.Generation and immunogenicity evaluation of a recombinant classical swine fever virus C-strain expressing p54 protein of African swine fever virus
Shuwen LI ; Xiaoke YANG ; Xiangyu GUAN ; Guangzhu ZHANG ; Shujian HUANG ; Yongfeng LI ; Huaji QIU
Chinese Journal of Veterinary Science 2024;44(10):2094-2100,2122
African swine fever(ASF)is a virulent,hemorrhagic disease of swine caused by African swine fever virus(ASFV),which seriously affects the healthy development of Chinese pig indus-try.The genome of ASFV is large and encodes more than 165 proteins.Among them,the p54 pro-tein is encoded by the E183L gene,which has various functions such as participating in viral as-sembly,inducing apoptosis and inducing immune response.The conventional Chinese vaccine(C-strain)is a safe and effective attenuated vaccine developed by Chinese scientists.It can efficiently protect against attacks from various genotypes of classical swine fever virus(CSFV).The aim of this study was to investigate whether C-strain can express ASFV p54 protein serve as a delivery vector for ASF genetically engineered vaccines.An infectious clone of pHCLV-p54 was constructed by homologous recombination,the recombinant virus rHCLV-p54 was rescued by transfecting it into SK6 cells by blind passaging.Its genetic stability and growth curve were determined in vitro,while rabbits were immunized to evaluate its immunity effect.The results showed that the E183L gene remained genetically stable in the recombinant virus,indicating that the E183L gene could be stably inherited in recombinant viruses,but the inserted exogenous gene affected the replication of the C-strain.The results of the rabbit immunization test showed that the recombinant virus rHCLV-p54 was able to induce ASFV-specific antibodies.The above results indicated that we have successfully constructed a recombinant C-strain that stably expresses the ASFV p54 protein.In summary,the recombinant virus rHCLV-p54 has a good immunogenicity and is warranted for fur-ther evaluation as a vaccine candidate.
5.Establishment of SYBR Green Ⅰ-based quantitative PCR targeting pseudorabies virus UL35 gene
Xinyu ZHANG ; Hongxia WU ; Yongfeng LI ; Yuan SUN ; Qiang FU ; HuaJi QIU
Chinese Journal of Veterinary Science 2024;44(11):2334-2340
Quantitative analysis of UL35 and gB genes at different time points after PRV infection showed that there were significant differences between the two at 2.5,5.0 and 20.0 h after infec-tion,and the expression of UL35 gene could be observed in the early stage of PRV infection.To de-termine whether the UL 35 gene can be used as a target for the diagnosis of PRV infection,a spe-cific primer pair was designed and synthesized according to the conserved sequence of the UL35 gene of different PRV strains,and used to amplify a fragment of 54 bp in length.After optimizing the reaction conditions and system,the standard curve for the established by SYBR Green Ⅰ real-time PCR detection method showed that it had good repeatability,specificity and a good linear rela-tionship to the template concentration.No amplifications for porcine reproductive and respiratory syndrome virus(PRRSV),classical swine fever virus(CSFV),and African swine fever virus(AS-FV)were detected.Compared with the existing similar methods,the established method showed no difference in sensitivity.The coefficient of variation of inter-and intra-group repeatability for the method was less than 2%.Detection of the samples in mice challenged with PRV revealed a certain amount of viral load in tissue.The results showed that UL35 gene can be used as a target for the diagnosis of PRV infection.
6.Altered brain dynamic functional network connectivity in Parkinson's disease patients with postural instability/gait difficulty
Zihan LI ; Xinxin MIAO ; Shaoyun GE ; Jun LIU ; Yongfeng JIA ; Jianwei WANG ; Kezhong ZHANG ; Min WANG
Chinese Journal of Neuromedicine 2024;23(4):348-356
Objective:To investigate the alterations in brain dynamic functional network connectivity (dFNC) and their significance in Parkinson's disease (PD) patients with postural instability/gait difficulty (PIGD).Methods:Ninety PD patients admitted to Department of Neurology, First Affiliated Hospital of Nanjing Medical University from May 2016 to August 2019 were recruited, and 54 healthy controls matched with gender and age were chosen; their clinical data and resting-state functional MRI (rs-fMRI) data were collected. PD patients were divided into PD with PIGD (PD-PIGD) group ( n=49) and PD without PIGD (PD-non-PIGD) group ( n=41) according to Unified Parkinson's Disease Rating Scale (UPDRS) scores. Independent component analysis (ICA), sliding window method and k-means clustering were used to analyze the dFNC and compare among groups. Correlations of dFNC alterations with clinical scales were verified by partial correlation analysis. Results:Four repeated recurring functional connectivity states were identified, and PD-PIGD patients had high frequency in state 3 (44%) and state 2 (23%) of the low dFNC. In terms of dFNC time attributes, PD-PIGD patients had longer mean dwell time in state 3 than PD-non-PIGD patients and had lower number of transitions in state 3 than PD-non-PIGD patients and healthy controls, with significant differences ( P<0.05); PD-PIGD patients had significantly higher fractional windows and statistically longer mean dwell time in state 2 than healthy controls ( P<0.05). In terms of dFNC strengths, compared with healthy controls, PD-PIGD patients showed significantly decreased functional connectivity within default mode network (DMN, between medial superior frontal gyrus and precuneus) and auditory network (AN, between superior temporal gyrus and middle temporal gyrus), but significantly increased functional connectivity between sensorimotor network (SMN, supplementary motor area) and DMN (precuneus) in state 2 ( P<0.05, false discovery rate [FDR]-corrected). Partial correlation analysis indicated positive correlation between mean dwell time in state 3 and PIGD scores in PD-PIGD patients ( r=0.450, P=0.039). Conclusion:PD-PIGD patients exhibit specific dFNC, mainly characterized by low connectivity of the brain functional network and prolonged dwell time; local functional network domains often separate between DMN, AN and SMN networks and within the networks.
7.Perioperative management strategy and efficacy of the left ventricular assist device HeartCon in the treatment of adult patients with end-stage heart failure
Wei ZHANG ; Yongfeng SHAO ; Buqing NI ; Linfei ZHANG ; Yuanyuan SONG ; Sheng ZHAO ; Haoliang SUN
Chinese Journal of Thoracic and Cardiovascular Surgery 2024;40(5):262-268
Objective:To discuss the perioperative management strategy of the HeartCon left ventricular assist device in the treatment of adult patients with end-stage heart failure and evaluate the effectiveness of blood pump.Methods:Ten consecutive patients with end-stage heart failure treated with the LVAD HeartCon at the Department of Cardiovascular Surgery, Jiangsu Province Hospital from July 2021 to July 2023 were enrolled in this study. The clinical data and follow-up results were retrospectively analyzed. Blood pump parameter, cardiac function classification, liver and kidney function, coagulation, myocardial markers, N-terminal pro-B-type natriuretic peptide, von Willebrand factor antigen, echocardiography, cardiothoracic ratio, and 6-minute walking distance test (6MWT) were evaluated before and after implantation of LVAD in 30, 60, 90, 180, 360, 540, and 720 days. EQ-5D-5L questionnaire was used to evaluate the quality of life.Results:There were 9 males and 1 female with a mean age of (53.7±9.7) years. All patients survived. Renal insufficiency occurred in 1 patient and recurrent aseptic granuloma occurred in 1 patient. There were no significant differences in aspartate aminotransferase (AST), alanine aminotransferase (ALT), lactate dehydrogenase (LDH), serum creatinine (Scr), blood urea nitrogen (BUN), right ventricular fractional area change (FAC) and tricuspid annular plane systolic excursion (TAPSE) between pre-operation and 30, 60 and 90 days post-operation( P>0.05). The levels of N-terminal pro-B-type natriuretic peptide (NT-proBNP), von Willbrand factor (vWF) antigen, left ventricular end-diastolic diameter (LVDd) and cardiothoracic ratio decreased significantly on the 30th, 60th and 90th day after operation ( P<0.05). The left ventricular ejection fraction (LVEF), 6MWT and EQ-5D-5L scores were significantly increased at 30, 60 and 90 days after operation compared with those before operation ( P<0.05). Conclusion:With the left ventricular assist device HeartCon, the cardiac function and quality of life of patients were significantly improved within 3 months after operation, and no serious complications were observed, proving that the device is safe and effective.
8.Expression of FBXW12 in pancreatic cancer tissues and its effect on the invasion and migration of pancreatic cancer cells
Jinming ZHANG ; Yongfeng XIE ; Jiao NIE ; Lin LU ; Chao DU
China Modern Doctor 2024;62(21):80-85
Objective To investigate the expression of FBXW12 in pancreatic cancer and elucidate its impact on cancer cell migration and invasion.Methods The present study utilized the GEPIA 2 database to analyze the differential expression of FBXW12 between pancreatic cancer tissues and normal tissues.Clinical data from 31 pancreatic cancer patients who underwent radical resection at Linyi People's Hospital from June 2016 to December 2022 were collected.Immunohistochemical staining was conducted to assess FBXW12 expression in both cancerous and adjacent normal tissues obtained during surgery,with subsequent follow-up for survival prognosis.Western blot and polymerase chain reaction(PCR)techniques were employed to determine FBXW12 protein expression levels in pancreatic cancer cell lines.The impact of FBXW12 on cancer cell invasion and migration was evaluated using Transwell cell invasion and scratch test.Results The results from the analysis of the GEPIA 2 database revealed a significant downregulation of FBXW12 mRNA expression in pancreatic cancer tissues compared to normal pancreatic tissues(P<0.05).Immunohistochemical analysis demonstrated a positive expression rate of FBXW12 protein in pancreatic cancer tissues at 75.19%(23/31),whereas adjacent normal tissues exhibited a higher positive expression rate at 93.55%(29/31),indicating a statistically significant difference in FBXW12 expression between pancreatic cancer and adjacent normal tissues(P<0.05).Additionally,the expression level of FBXW12 in pancreatic cancer tissues was found to be closely associated with lymph node metastasis(P<0.05),patients with low expression of FBXW12 have a worse prognosis(P<0.05).Furthermore,transfection with FBXW12 overexpression plasmid resulted in a significant decrease in the invasion and migration abilities of pancreatic cancer cells.Conclusion FBXW12 is low expressed in pancreatic cancer and is associated with the occurrence and development of pancreatic cancer.
9.Expert Consensus on Clinical Diseases Responding Specifically to Traditional Chinese Medicine:Fibromyalgia Syndrome
Juan JIAO ; Jinyang TANG ; Xiujuan HOU ; Mengtao LI ; Dongfeng LIANG ; Yuhua WANG ; Weixia JING ; Guangtao LI ; Qin ZHANG ; Yongfeng ZHANG ; Guangyu LI ; Qian WANG ; Yang YANG ; Jin HUO ; Mei MO ; Jihua GUO ; Xiaoxiao ZHANG ; Quan JIANG
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(1):216-222
Fibromyalgia syndrome (FMS) is a refractory, chronic non-articular rheumatic disease characterized by widespread pain throughout the body, for which there are no satisfactory therapeutic drugs or options. There are rich Chinese medical therapies, and some non-drug therapies, such as acupuncture, Tai Chi, and Ba-Duan-Jin, have shown satisfactory efficacy and safety and definite advantages of simultaneously adjusting mind and body. FMS is taken as a disease responding specifically to traditional Chinese medicine (TCM) by the National Administration of Traditional Chinese Medicine in 2018. In order to clarify the research progress in FMS and the clinical advantages of TCM/integrated Chinese and Western medicine, the China Academy of Chinese Medicine organized a seminar for nearly 20 experts in Chinese and Western medicine, including rheumatology, psychology, acupuncture and moxibustion, and encephalopathy, with the topic of difficulties in clinical diagnosis and treatment of FMS and advantages of TCM and Western medicine. The recommendations were reached on the difficulties in early diagnosis and solutions of FMS, mitigation of common non-specific symptoms, preferential analgesic therapy, TCM pathogenesis and treatment advantages, and direction of treatment with integrated Chinese and Western medicine. FMS is currently facing the triple dilemma of low early correct diagnosis, poor patient participation, and unsatisfactory benefit from pure Western medicine treatment. To solve the above problems, this paper suggests that rheumatologists should serve as the main diagnostic force of this disease, and they should improve patient participation in treatment decision-making, implement exercise therapy, and fully utilize the holistic and multidimensional features of TCM, which is effective in alleviating pain, improving mood, and decreasing adverse events. In addition, it is suggested that FMS treatment should rely on both TCM and Western medicine and adopt multidisciplinary joint treatment, which is expected to improve the standard of diagnosis and treatment of FMS in China.
10.Mechanism of Rhei Radix et Rhizoma-Coptidis Rhizoma Improving Liver Insulin Resistance in db/db Mice by Regulating AMPK/ULK1/Beclin1 Pathway
Hongzhang ZHAO ; Min BAI ; Zhandong WANG ; Bing SONG ; Chao GUO ; Xinhong LIU ; Qiong WANG ; Runze YANG ; Yongfeng WANG ; Yanying ZHANG
Chinese Journal of Experimental Traditional Medical Formulae 2024;30(8):9-16
ObjectiveThis study aims to examine the effect of Rhei Radix et Rhizoma-Coptidis Rhizoma on reducing insulin resistance in db/db mice by regulating the adenylate activated protein kinase (AMPK)/UNC-51-like kinase 1 (ULK1)/key molecule of autophagy, benzyl chloride 1 (Beclin1) pathway and elucidate the underlying mechanism. MethodSixty 6-week-old male db/db mice were studied. They were randomly divided into the model group, metformin group (0.26 g·kg-1), and low-, middle-, and high-dose groups (2.25, 4.5, 9 g·kg-1) of Rhei Radix et Rhizoma-Coptidis Rhizoma. A blank group of db/m mice of the same age was set, with 12 mice in each group. After eight weeks of continuous intragastric administration, the blank group and model group received distilled water intragastrically once a day. The survival status of the mice was observed, and fasting blood glucose (FBG) was measured using a Roche blood glucose device. Fasting serum insulin (FINS) was measured using an enzyme-linked immunosorbent assay, and the insulin resistance index (HOMA-IR) was calculated. Hematoxylin-eosin (HE) staining was performed to observe the pathological changes in the liver of the mice. The protein expression levels of AMPK, Beclin1, autophagy associated protein 5 (Atg5), and p62 in liver tissue were determined by using Western blot. The protein expression levels of autophagy associated protein 1 light chain 3B (LC3B) and ULK1 in liver tissue were determined using immunofluorescence. Real-time fluorescence quantitative PCR (Real-time PCR) was used to measure mRNA expression levels of AMPK, Beclin1, Atg5, ULK1, and p62. ResultCompared with the blank group, the model group exhibited a significant increase in body mass (P<0.01). Additionally, the levels of FBG, FINS, and HOMA-IR significantly changed (P<0.01). The structure of liver cells was disordered. The protein expression levels of AMPK, Beclin1, and Atg5 in liver tissue were significantly decreased (P<0.01), while the expression level of p62 protein was significantly increased (P<0.01). The expression levels of mRNA and proteins were consistent. Compared with the model group, the body mass of the metformin group and high and medium-dose groups of Rhei Radix et Rhizoma-Coptidis Rhizoma was significantly decreased (P<0.05). FBG, FINS, and HOMA-IR were significantly decreased (P<0.05,P<0.01). After treatment, the liver structure damage in each group was alleviated to varying degrees. The protein expressions of AMPK, Beclin1, Atg5, LC3B, and ULK1 were increased (P<0.05,P<0.01), while the protein expression of p62 was decreased (P<0.01). The expression levels of mRNA and proteins were generally consistent. ConclusionThe combination of Rhei Radix et Rhizoma-Coptidis Rhizoma can effectively improve liver insulin resistance, regulate the AMPK autophagy signaling pathway, alleviate insulin resistance in db/db mice, and effectively prevent the occurrence and development of type 2 diabetes.

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