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.Analysis of the learning curve of transurethral 450 nm blue light vaporization of the prostate in a district hospital
Tao LI ; Lida CHEN ; Zhongyi WANG ; Yongfeng TIAN ; Qirui CAO ; Yangbo NIE
Journal of Modern Urology 2025;30(3):232-235
Objective: To explore the learning curve of transurethral 450 nm blue light vaporization of the prostate (TUBVP) in a district hospital,in order to provide reference for clinicians who plan to perform TUBVP. Methods: The clinical data of 56 patients with benign prostatic hyperplasia (BPH) who received TUBVP performed by the same group of surgeons in Chang'an District Hospital during Jun. and Dec. 2023 were retrospectively analyzed. Cumulative sum (CUSUM) was used to fit the learning curve of ratio of volume to operating time (RVOT) of prostate volume /450 nm blue light. The learning curve was divided into different stages according to the inflection points,and the clinical data of patients operated at different stages were analyzed and compared. Results: The learning curve of TUBVP was 21 cases,including 1-21 cases in the learning stage,22-38 cases in the improvement stage and 39-56 cases in the maturity stage. With the increase of cases,the postoperative bladder irrigation time reduced \[40.00 (26.00,44.50) h vs. 23.00(20.50,34.00) h vs. 23.50(14.75,40.75) h\],with statistical difference (P<0.05). The surgical efficiency increased \[(0.51±0.14) vs. (0.55±0.17) vs. (0.63±0.23)\],while the reduction of hemoglobin \[(6.43±7.35) g/L vs. (5.65±10.91) g/L vs. (2.61±7.36) g/L\],catheter indwelling time \[70.0 (66.0,106.0) h vs. 71.0 (66.0,89.0) h vs. 66.0 (58.5,78.5) h\],and incidence of complications (9.5% vs. 5.9% vs. 0) in the three stages showed a gradually decreasing trend,but with no statistical significance (P>0.05). Conclusion: The learning curve of TUBVP is 21 cases. For clinicians in district hospitals,TUBVP is a worthy choice.
3.Influence of COVID-19 infection on the early clinical efficacy of patients undergoing single valve replacement surgery: A retrospective cohort study
Liu XU ; Yongfeng HUO ; Lijun TIAN ; Yun ZHU ; Juan XIAO ; Ruiyan MA
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2025;32(05):634-638
Objective To investigate the impact of COVID-19 infection on the early clinical outcomes of patients undergoing valve replacement. Methods Perioperative data of patients who underwent single valve replacement at the Second Affiliated Hospital of Chinese People's Liberation Army Medical University from January to February 2023 were consecutively collected. Based on COVID-19 infection status, patients were divided into a COVID-19 group and a non-COVID-19 group. The perioperative data were compared between the two groups. Results A total of 136 patients were included, comprising 53 males and 83 females, with a mean age of (53.4±10.2) years. There were 32 patients receiving aortic valve replacements, 102 mitral valve replacements, and 2 tricuspid valve replacements. The COVID-19 group comprised 70 patients, and the non-COVID-19 group included 66 patients. No statistical difference was observed in the incidence of postoperative complications between the two groups [9.09% (6/66) vs. 11.43% (8/70), P=0.654]. However, the COVID-19 group had longer postoperative mechanical ventilation duration [1 201.00 (1 003.75, 1 347.75) min vs. 913.50 (465.50, 1 251.00) min, P=0.001] and ICU stay [3 (2, 3) days vs. 2 (2, 3) days, P<0.001] compared to the non-COVID-19 group. Additionally, troponin I [4.76 (2.55, 7.93) ng/mL vs. 2.66 (1.19, 5.65) ng/mL, P=0.001] and brain natriuretic peptide [608.50 (249.75, 1 150.00) pg/mL vs. 192.00 (100.93, 314.75) pg/mL, P<0.001] levels were significantly higher in the COVID-19 group. Conclusion For patients with single valve disease undergoing elective surgery, short-term outcomes after recovery from COVID-19 infection are favorable, with no significant increase in in-hospital mortality or postoperative complication rates.
4.Clinical application of transurethral 450 nm blue laser vaporization in the treatment of benign prostatic hyperplasia in district hospitals
Tao LI ; Lida CHEN ; Zhongyi WANG ; Yongfeng TIAN ; Qirui CAO ; Yangbo NIE
Journal of Modern Urology 2024;29(4):324-326
【Objective】 To investigate the application value of 450 nm blue laser vaporization in the treatment of benign prostatic hyperplasia (BPH) in district hospitals, so as to provide reference for the selection of BPH treatment methods in district-level hospitals. 【Methods】 The clinical data of 39 BPH patients who received surgical treatment in Chang’an Hospital during Jan.and Sep.2023 were retrospectively analyzed.The patients were divided into two groups, including 19 in blue laser group treated with 450 nm blue laser vaporization and 20 in the TURP group treated with transurethral resection of the prostate (TURP).The operation time, hemoglobin decline, postoperative bladder irrigation time, catheter indwelling time and adverse events were compared between the two groups. 【Results】 All operations were successfully completed.In the blue laser group, the operation time [(45.11±22.08) min vs.(81.25±29.37) min], postoperative bladder irrigation time [(34.05±9.41) h vs.(47.60±9.05) h] and the decrease of hemoglobin [(7.79± 5.86) g/L vs.(16.40±10.23) g/L] were significantly lower than those in the TURP group (P<0.05).There was 1 case of urinary retention in the blue laser group, and there was no significant difference in indwelling catheter time between the two groups (P>0.05). 【Conclusion】 The 450 nm blue laser vaporization of prostate has advantages of less blood loss, shorter operation time and shorter postoperative irrigation time.Therefore, it should be considered as a preferable option for BPH in primary hospitals.
5.Effect of finite element simulation of bilateral lumbar spinal canal decompression under single-channel splintered endoscope on lumbar biomechanics
Jinghe ZHANG ; Yongfeng DOU ; Shidong XU ; Jianqiang XING ; Dong LIU ; Lin TIAN ; Guohua DAI
Chinese Journal of Tissue Engineering Research 2024;28(12):1849-1854
BACKGROUND:As a leading technique in the treatment of primary stenosis by posterior spinal endoscopy through unilateral approach and bilateral decompression using single channel endoscopy,the long-term efficacy needs to be further observed.There are few reports on the scope of intraoperative resection and few relevant studies on biomechanics and finite element analysis. OBJECTIVE:A three-dimensional finite element model was established to evaluate the effects of bilateral lumbar canal decompression under a one-hole split endoscope on lumbar range of motion and intradiscal pressure,to provide suggestions for clinical operation and theoretical basis for further clinical research. METHODS:A complete L3-L5 vertebral body model was reconstructed by CT images of nine healthy volunteers,which was used as the preoperative model M1.The simulated surgical resection range of L4-L5 was performed,and 1/4,1/3 and 1/2 of bilateral facet joints were removed respectively to obtain models M2,M3 and M4.The range of motion and the maximum Von Mises stress of the four models were compared in the six directions of forward bending,backward extension,left and right bending,and left and right rotation. RESULTS AND CONCLUSION:(1)The L3-L5 finite element model established in this study was effective,and the range of motion was within the range of previous solid studies under six motion states.(2)Compared with the M1 model,the L4-L5 lumbar spine range of motion increased with the increase of resection range in M2 with M3 and M4 models under forward bending,left and right bending and left and right rotation loading,and the difference was significant(P<0.05).Under posterior extension loading,there was no significant difference in lumbar range of motion between M1 and M2(P>0.05),but there was a significant difference of M1,M3 and M4(P<0.05).(3)The range of motion of the L3-L4 lumbar spine had no significant change with the increase of bilateral facet arthrotomy(P>0.05).(4)There was a significant difference in the maximum value of L4-L5 Von Mises between M1 and M2(P<0.05),and there was a significant difference in the maximum value of L4-L5 Von Mises between M1 and M3,M4(P<0.01),and the maximum value of L4-L5 lumbar von Mises increased with the increasing range of bilateral facet joint resection.Resection of more than 1/3 was particularly obvious.(5)The maximum value of Von Mises in the L3-L4 lumbar spine was increased with the increase of the resection range under forward bending,left and right bending and left and right rotation loading and the difference was significant(P<0.05).(6)The results exhibited that the L4-L5 lumbar motion and intervertebral disc pressure increased with the increase of the excision range.Intervertebral disc pressure at L3-L4 increased with the increased extent of excision,but the lumbar range of motion was not significantly affected.In conclusion,the stability of the operative segment may be affected by the increase in the scope of facet joint resection.Although the immediate stability of adjacent segments is not affected,it may accelerate disc degeneration.
6.The correlation between coronary artery plaque & perivascular adipose tissue parameters and non-alcoholic fatty liver disease
Ying TIAN ; Chao WANG ; Zhou WANG ; Yongfeng REN ; Jian LI
Journal of Practical Radiology 2024;40(5):725-728,740
Objective To investigate the correlation between non-alcoholic fatty liver disease(NAFLD)and coronary artery plaque and perivascular adipose tissue(PVAT)parameters.Methods A total of 119 patients who underwent liver ultrasound and coronary computed tomography angiography(CCTA)examination were selected and divided into NAFLD group(50 cases)and non-NAFLD group(69 cases).The types of coronary artery plaque,plaque vulnerability,plaque involvement length,plaque load,vascular remode-ling,degree of vessel stenosis,and parameters of pericoronary fat[pericoronary fat attenuation index(pFAI),pericoronary fat total volume of voxels(pFV),perivascular water attenuation index(PVWI)]were evaluated.The data were analyzed statistically.Results The incidence of vulnerable plaque in NAFLD group was higher than that in non-NAFLD group,and the difference was statistically significant(P<0.001).The incidence of positive vascular remodeling in NAFLD group was higher than that in non-NAFLD group,the incidence of no remodeling was the opposite,and the differences were statistically significant(P=0.001).The incidence of non-calcified plaque in NAFLD group was higher than that in non-NAFLD group,and the incidence of calcified plaque was the opposite(P=0.011).The incidence of severe stenosis in NAFLD group was higher than that in non-NAFLD group,and the incidence of moderate stenosis was the opposite,with statistical significance(P=0.004).The pFAI and plaque load in NAFLD group was higher than that in non-NAFLD group,and the pFV value was lower than that in non-NAFLD group,with statistical significance(P<0.001,P=0.029,P=0.002).Conclusion The incidences of vulnerable plaque,positive remodeling,non-calcified plaque,vascular severe stenosis,and plaque load are significantly higher in NAFLD group than those in non-NAFLD group.In addition,pFAI increases and pFV decreases in NAFLD group.
7.Efficacy and prognostic factors of ultrasound-guided microwave ablation for benign thyroid nodules
Weihong GUO ; Xiaoyun HUANG ; Shuyan LIU ; Juping XU ; Yongfeng LI ; Yanfei TIAN ; Junjie SHEN
Journal of Clinical Medicine in Practice 2024;28(16):5-9
Objective To compare the efficacy of ultrasound-guided microwave ablation versus thyroidectomy in the treatment of benign thyroid nodules (BTN) and to explore the influencing factors of prognosis. Methods A total of 282 BTN patients were enrolled and divided into ablation group (treated with ultrasound-guided microwave ablation,
8.Diagnosis of nonalcoholic fatty liver disease: The importance of pathology
Journal of Clinical Hepatology 2023;39(3):491-497
Histopathological evaluation based on liver biopsy is required to make a confirmed diagnosis of nonalcoholic fatty liver disease, differentiate nonalcoholic fatty liver (NAFL) from nonalcoholic steatohepatitis (NASH), and perform the grading and scoring of disease severity, while hematological and radiological examinations are often used in clinical practice. Although there have been a large number of studies on noninvasive models for fibrosis assessment and disease diagnosis in nonalcoholic fatty liver disease, the sensitivity and specificity of such models need to be further improved. This article reviews the main pathological features of NAFL and NASH, fibrosis and grading/staging/scoring systems, and the pathological diagnosis of NASH liver cirrhosis, in order to improve the awareness of the histological diagnosis of such disease among clinicians
9.Diagnostic value of a combined serology-based model for minimal hepatic encephalopathy in patients with compensated cirrhosis
Shanghao LIU ; Hongmei ZU ; Yan HUANG ; Xiaoqing GUO ; Huiling XIANG ; Tong DANG ; Xiaoyan LI ; Zhaolan YAN ; Yajing LI ; Fei LIU ; Jia SUN ; Ruixin SONG ; Junqing YAN ; Qing YE ; Jing WANG ; Xianmei MENG ; Haiying WANG ; Zhenyu JIANG ; Lei HUANG ; Fanping MENG ; Guo ZHANG ; Wenjuan WANG ; Shaoqi YANG ; Shengjuan HU ; Jigang RUAN ; Chuang LEI ; Qinghai WANG ; Hongling TIAN ; Qi ZHENG ; Yiling LI ; Ningning WANG ; Huipeng CUI ; Yanmeng WANG ; Zhangshu QU ; Min YUAN ; Yijun LIU ; Ying CHEN ; Yuxiang XIA ; Yayuan LIU ; Ying LIU ; Suxuan QU ; Hong TAO ; Ruichun SHI ; Xiaoting YANG ; Dan JIN ; Dan SU ; Yongfeng YANG ; Wei YE ; Na LIU ; Rongyu TANG ; Quan ZHANG ; Qin LIU ; Gaoliang ZOU ; Ziyue LI ; Caiyan ZHAO ; Qian ZHAO ; Qingge ZHANG ; Huafang GAO ; Tao MENG ; Jie LI ; Weihua WU ; Jian WANG ; Chuanlong YANG ; Hui LYU ; Chuan LIU ; Fusheng WANG ; Junliang FU ; Xiaolong QI
Chinese Journal of Laboratory Medicine 2023;46(1):52-61
Objective:To investigate the diagnostic accuracy of serological indicators and evaluate the diagnostic value of a new established combined serological model on identifying the minimal hepatic encephalopathy (MHE) in patients with compensated cirrhosis.Methods:This prospective multicenter study enrolled 263 compensated cirrhotic patients from 23 hospitals in 15 provinces, autonomous regions and municipalities of China between October 2021 and August 2022. Clinical data and laboratory test results were collected, and the model for end-stage liver disease (MELD) score was calculated. Ammonia level was corrected to the upper limit of normal (AMM-ULN) by the baseline blood ammonia measurements/upper limit of the normal reference value. MHE was diagnosed by combined abnormal number connection test-A and abnormal digit symbol test as suggested by Guidelines on the management of hepatic encephalopathy in cirrhosis. The patients were randomly divided (7∶3) into training set ( n=185) and validation set ( n=78) based on caret package of R language. Logistic regression was used to establish a combined model of MHE diagnosis. The diagnostic performance was evaluated by the area under the curve (AUC) of receiver operating characteristic curve, Hosmer-Lemeshow test and calibration curve. The internal verification was carried out by the Bootstrap method ( n=200). AUC comparisons were achieved using the Delong test. Results:In the training set, prevalence of MHE was 37.8% (70/185). There were statistically significant differences in AMM-ULN, albumin, platelet, alkaline phosphatase, international normalized ratio, MELD score and education between non-MHE group and MHE group (all P<0.05). Multivariate Logistic regression analysis showed that AMM-ULN [odds ratio ( OR)=1.78, 95% confidence interval ( CI) 1.05-3.14, P=0.038] and MELD score ( OR=1.11, 95% CI 1.04-1.20, P=0.002) were independent risk factors for MHE, and the AUC for predicting MHE were 0.663, 0.625, respectively. Compared with the use of blood AMM-ULN and MELD score alone, the AUC of the combined model of AMM-ULN, MELD score and education exhibited better predictive performance in determining the presence of MHE was 0.755, the specificity and sensitivity was 85.2% and 55.7%, respectively. Hosmer-Lemeshow test and calibration curve showed that the model had good calibration ( P=0.733). The AUC for internal validation of the combined model for diagnosing MHE was 0.752. In the validation set, the AUC of the combined model for diagnosing MHE was 0.794, and Hosmer-Lemeshow test showed good calibration ( P=0.841). Conclusion:Use of the combined model including AMM-ULN, MELD score and education could improve the predictive efficiency of MHE among patients with compensated cirrhosis.
10.A resting-state functional MRI study on amplitude of low-frequency fluctuation and functional connectivity alteration of parkinson′s disease with apathy
Shaoyun GE ; Yongfeng JIA ; Jianwei WANG ; Jun LIU ; Shui TIAN ; Min WANG
Chinese Journal of Radiology 2023;57(5):483-489
Objective:To investigate the alterations of amplitude of low frequency fluctuation (ALFF) and functional connectivity (FC) in patients with Parkinson′s disease (PD) with apathy.Methods:From May 2016 to August 2019, PD patients and age-, gender-and education level-matched healthy controls (HC) in the First Affiliated Hospital of Nanjing Medical University were prospectively recruited. The clinical and resting-state functional MRI (rs-fMRI) data of PD patients and HC were analyzed. According to the Starkstein Apathy Scale (SAS) scores, PD patients were divided into PD with apathy (PD-A) group and PD without apathy (PD-NA) group. Rs-fMRI images were processed by DPABI based on MATLAB. ALFF values were calculated and the standard ALFF (zALFF) were obtained. ANOVA and Post-Hoc t test were performed to compare the differences in local brain activity among the three groups. The brain regions with significant different zALFF values were selected as the seeds to calculate the FC values of the whole brain. The associations between FC values and the SAS scores were performed using pearson correlation analyses. Results:A total of 75 PD patients (50 males, 25 females, aged from 44 to 88 years) and 41 HC (25 males, 16 females, aged from 54 to 72 years) were enrolled. There were 42 patients in the PD-A group and 33 patients in the PD-NA group. Significant differences were found in zALFF values among the PD-A, PD-NA and HC groups ( P<0.05). After Post-Hoc t test, compared with the HC group, zALFF values were significantly increased in the right middle frontal gyrus in the PD-A group ( P<0.05) and significantly decreased in the left precuneus in the PD-NA group; The zALFF values of the right middle frontal gyrus and left precuneus in the PD-A group were significantly higher than those in PD-NA group ( P<0.05). Brain regions with different zALFF values were used as seeds for whole-brain FC. Compared with PD-NA group, FC values between the right middle frontal gyrus and bilateral precuneus, left superior frontal gyrus and its medial side, left middle frontal gyrus, left angular, left anterior cingulate gyrus, left posterior cingulate gyrus, left parahippocampal gyrus were significantly decreased in the PD-A group ( P<0.05). Additionally, FC values of PD patients between the right middle frontal gyrus with the left precuneus, the left superior frontal gyrus and its medial side, and the left middle frontal gyrus were negatively correlated with SAS scores ( r=-0.31, -0.30 and -0.34, both P<0.05). Conclusion:PD-A and PD-NA patients have different brain functional activities and connections in the frontal lobe, parietal lobe and limbic system, suggesting that apathy in PD may be associated with the abnormal functional connections of the frontal-parietal cortical circuit and the frontal-limbic-striatal loop.


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