1.Risk Factor Analysis of Mitral Valve Repair Failure Based on Machine Learning
Xiaolin DIAO ; Kun ZHU ; Yun XIA ; Hang XU ; Shanshan ZHENG ; Jiexu MA ; Zhan YANG ; Zhaohong SUN ; Sheng LIU ; Wei ZHAO
Chinese Circulation Journal 2024;39(12):1190-1198
Objectives:To develop a novel prediction model for mitral valve repair failure based on machine learning algorithms.Methods:Clinical and echocardiographic data were analyzed on patients,who underwent mitral valve repair in Fuwai Hospital from 2009 January 1st to 2022 December 31st.End points included immediate mitral valve repair failure (mitral replacement secondary to mitral repair failure) and recurrence regurgitation (moderate or severe mitral regurgitation before discharge).Risk factors of mitral valve repair failure were analyzed by XGBoost and shapley additive explanation (SHAP),and a machine learning model was established based on mixture of experts (MoE) as a risk prediction model and compared with conventional mitral valve repair complexity scores.Results:A total of 2314 patients were included in this study.Mitral repair was unsuccessful in 4.2% (98 of 2314) of patients.Patient factors such as tricuspid regurgitation pressure gradient,A3 and A3P3 lesions,left ventricular end-systolic volume,and left atrium anterior and posterior diameter are associated with mitral valve repair failure;in addition,surgeon factors,such as cumulative repair failure rate,cumulative repair volume,and surgeon seniority,are also risk factors for mitral valve repair failure.The MoE model has an AUC value of 0.79,and the prediction performance is significantly better than traditional complexity scores.Conclusions:The MoE based machine learning model can predict the risk of mitral valve repair failure well.This evaluation system can effectively assist surgeons in assessing the risk of mitral valve repair failure and in selecting suitable treatment options for patients.
2.Risk Factor Analysis of Mitral Valve Repair Failure Based on Machine Learning
Xiaolin DIAO ; Kun ZHU ; Yun XIA ; Hang XU ; Shanshan ZHENG ; Jiexu MA ; Zhan YANG ; Zhaohong SUN ; Sheng LIU ; Wei ZHAO
Chinese Circulation Journal 2024;39(12):1190-1198
Objectives:To develop a novel prediction model for mitral valve repair failure based on machine learning algorithms.Methods:Clinical and echocardiographic data were analyzed on patients,who underwent mitral valve repair in Fuwai Hospital from 2009 January 1st to 2022 December 31st.End points included immediate mitral valve repair failure (mitral replacement secondary to mitral repair failure) and recurrence regurgitation (moderate or severe mitral regurgitation before discharge).Risk factors of mitral valve repair failure were analyzed by XGBoost and shapley additive explanation (SHAP),and a machine learning model was established based on mixture of experts (MoE) as a risk prediction model and compared with conventional mitral valve repair complexity scores.Results:A total of 2314 patients were included in this study.Mitral repair was unsuccessful in 4.2% (98 of 2314) of patients.Patient factors such as tricuspid regurgitation pressure gradient,A3 and A3P3 lesions,left ventricular end-systolic volume,and left atrium anterior and posterior diameter are associated with mitral valve repair failure;in addition,surgeon factors,such as cumulative repair failure rate,cumulative repair volume,and surgeon seniority,are also risk factors for mitral valve repair failure.The MoE model has an AUC value of 0.79,and the prediction performance is significantly better than traditional complexity scores.Conclusions:The MoE based machine learning model can predict the risk of mitral valve repair failure well.This evaluation system can effectively assist surgeons in assessing the risk of mitral valve repair failure and in selecting suitable treatment options for patients.
3.Clinical efficacy and survival analysis of totally thoracoscopic redo mitral valve replacement
Peijian WEI ; Jian LIU ; Jiexu MA ; Zhao CHEN ; Yuyuan ZHANG ; Tong TAN ; Yanjun LIU ; Hongxiang WU ; Huanlei HUANG ; Jimei CHEN ; Jian ZHUANG ; Huiming GUO
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2023;30(05):731-737
Objective To analyze the clinical efficacy and survival outcome of totally thoracoscopic redo mitral valve replacement and evaluate its efficiency and safety. Methods The clinical data of patients with totally thoracoscopic redo mitral valve replacement in Guangdong Provincial People’s Hospital between 2013 and 2019 were retrospectively analyzed. Survival analysis was performed using the Kaplan-Meier method. Univariate and multivariate Cox regression analyses were used to determine the risk factors for postoperative death. Results There were 48 patients including 29 females and 19 males with a median age of 53 (44, 66) years. All the procedures were performed successfully with no conversion to median sternotomy. A total of 15, 10 and 23 patients received surgeries under non-beating heart, beating heart and ventricular fibrillation, respectively. The in-hospital mortality rate was 6.25% (3/48), and the incidence of early postoperative complications was 18.75% (9/48). Thirty-five (72.92%) patients had their tracheal intubation removed within 24 hours after the operation. The 1- and 6-year survival rates were 89.50% (95%CI 81.30%-98.70%) and 82.90%(95%CI 71.50%-96.20%), respectively. Age>65 years was an independent risk factor for postoperative death (P=0.04). Conclusion Totally thoracoscopic redo mitral valve replacement is safe and reliable, with advantages of rapid recovery, reducing blood transfusion rate, reducing postoperative complications and acceptable long-term survival rate. It is worthy of being widely popularized in the clinic.
4.Transapical transcatheter aortic valve replacement for aortic regurgitation in a patient with extremely horizontal aorta
Peijian WEI ; Jian LIU ; Weitao ZHUANG ; Jiexu MA ; Zhao CHEN ; Yanjun LIU ; Tong TAN ; Hongxiang WU ; Nianjin XIE ; Jimei CHEN ; Huiming GUO
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2022;29(05):662-666
An 81-year-old male patient was admitted to Guangdong Provincial People's Hospital due to chest distress and shortness of breath after activity for half a year. Examination after admission revealed severe aortic insufficiency, tricuspid aortic valve and extremely horizontal aorta with an aortic root angulation of 99°. The Society of Thoracic Surgeons score was 7%. And taking the strong demand of the patient and his family into consideration, we decided to perform transapical transcatheter aortic valve replacement after multidisciplinary evaluation. The procedure was successfully performed by means of low deployment land zone and traction of pre-exist Prolene suture. Three-month follow-up confirmed the normal function of aortic prosthetic valve without residual regurgitation. This case provides a reference for the interventional treatment in patients with extremely horizontal aorta.
5.Transapical transcatheter valve-in-valve implantation treatment for patients with deteriorated mitral bioprosthesis after aortic-mitral double valve replacement
Peijian WEI ; Jian LIU ; Nianjin XIE ; Tong TAN ; Jiexu MA ; Zhao CHEN ; Yanjun LIU ; Hongxiang WU ; Huanlei HUANG ; Jimei CHEN ; Jian ZHUANG ; Huiming GUO
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2021;28(08):901-907
Objective To determine the clinical efficacy of transapical transcatheter mitral valve-in-valve treatment for patients with deteriorated mitral bioprosthesis after aortic-mitral double valve replacement. Methods The clinical data of 9 patients who underwent transapical transcatheter mitral valve-in-valve implantation after aortic-mitral double valve replacement due to mitral bioprosthesis deterioration from May 2020 to January 2021 in our hospital were retrospectively analyzed, including 4 males and 5 females with a mean age of 72.44±7.57 years. Results Surgeries were performed successfully in all patients with no conversion to median sternotomy. The mean procedural time was 101.33±48.49 min, the mechanical ventilation time was 23.11±26.54 h, the ICU stay was 1.89±1.05 d and the postoperative hospital stay was 6.11±2.02 d. Residual mild mitral regurgitation was only observed in 1 patient. Only 1 patient needed postoperative blood transfusion. No major complications were observed in all patients. There was no death in postoperative 90 days. Conclusion For patients with deteriorated mitral bioprosthesis after aortic-mitral double valve replacement, transapical transcatheter mitral valve-in-valve implantation achieves good clinical results and effectively improves the hemodynamics without increasing the risk of postoperative left ventricular outflow tract obstruction. The surgery is feasible and effective.
6.Totally endoscopic transmitral myectomy and traditional thoracotomy for hypertrophic obstructive cardiomyopathy: A propensity score matching analysis
Zhao CHEN ; Jian LIU ; Yajie TANG ; Junfei ZHAO ; Peijian WEI ; Jiexu MA ; Yanjun LIU ; Bin XIE ; Huanlei HUANG ; Haiyun YUAN ; Wei ZHU ; Hui LIU ; Zongming CAO ; Huiming GUO
Chinese Journal of Clinical Thoracic and Cardiovascular Surgery 2021;28(06):650-662
Objective To investigate the effectiveness and safety of totally endoscopic transmitral myectomy (TETM) for hypertrophic obstructive cardiomyopathy (HOCM), comparing with traditional sternotomy modified Morrow procedure (SMMP). Methods Thirty-eight patients with HOCM who needed surgical intervention were selected from our hospital in 2019, including 14 males and 24 females, with an average age of 56 (44-68) years. According to the operation method, they were divided into a TETM group (n=18) and a SMMP group (n=20). Appropriate patients were screened by propensity matching scores. Finally, the clinical data of two matched groups were compared and
7.The analysis to early outcomes of thoracoscopic transmitral myectomy for patients with hypertrophic obstructive cardiomyopathy
Yajie TANG ; Jian LIU ; Zhao CHEN ; Junfei ZHAO ; Jiexu MA ; Peijian WEI ; Yanjun LIU ; Hailong QIU ; Wei ZHU ; Hui LIU ; Jian ZHUANG ; Huiming GUO
Chinese Journal of Thoracic and Cardiovascular Surgery 2020;36(8):472-477
Objective:To explore the early surgical outcomes of Thoracoscopic Transmitral Myectomy(TTM) on patients with hypertrophic obstructive cardiomyopathy(HOCM).Methods:Preoperative echocardiography and cardiac magnetic resonance were used to evaluate the patient's hypertrophy extent, mitral valve morphology and function. Myocardial resection was performed via the trans-mitral approach under total thoracoscopy, and the surgical methods and early results were analyzed.Results:From April 2019 to October 2019, a total of 15 cases of TTM were performed by a single surgeon in our ward. Preoperative imaging evaluation revealed that 6 patients(40.0%) had predominantly hypertrophic basal septum while another 9 patients(60.0%) had concomitant midventricular septal hypertrophy. Two(13.3%) patients were interrogated ruptured posterior mitral chord by preoperative echocardiogram. After myocardial resection, the mitral valve was treated as follows: 11 patients(73.3%) underwent anterior leaflet enlargement, and 3(20.0%) were directly reattached to mitral valve annulus, and 1(6.7%) underwent bioprosthetic mitral replacement. There was no case of perioperative death, ventricular septal perforation, residual left ventricular outflow tract obstruction and complete atrioventricular block. Median aortic crossclamp time, cardiopulmonary bypass time, postoperative ventilator use time, ICU stay time, and postoperative hospital stay were 129.0min(116.0, 147.0), 184.0 min(158.0, 227.0), 22.0 h(9.0, 26.0), 3 days(2, 7) and 9 days(7, 14) respectively. No patient lost to follow up, the median follow-up time was 4 months(2, 5). One patient(6.7%) underwent mitral angioplasty three months after surgery due to a tear in the A3 area; the ventricular septal thickness and left ventricular outflow tract pressure decreased significantly(preoperative vs follow-up), and were(19.3±3.3)mm vs. (8.9±4.4) mm( P=0.001), (90.8±23.2)mmHg vs. (8.9±4.4) mmHg(1 mmHg = 0.133kPa)( P<0.001) respectively; no residual SAM was observed during follow-up. Patients with moderate-to severe mitral regurgitation were decreased from 12(80.0%) before surgery to 1(6.7%) during follow up( P<0.001). Conclusion:TTM is a safe and effective procedure for HOCM patients with appropriate surgical indications, providing better exposure to septum from basal to apical area, eliminating left ventricular outflow tract obstruction and SAM-related mitral regurgitation. The anterior mitral valve leaflet should be carefully treated during surgery to reduce the occurrence of residual mitral regurgitation resulted in inappropriate selection of patch size and suturing technique.
8.Cytotoxic effects of differentiated PC12 cell infected by prion protein 106-126 peptide
Dongwei ZHANG ; Shanji NAN ; Jiexu ZHAO
Journal of Chinese Physician 2011;13(7):869-872
Objective To investigate the cytotoxic effects of differentiated PC12 cells afterinfected by prion protein 106-126 peptide.Methods The PC12 cells were infected by prion protein 106-126peptide after differentiated by nerve growthfactor(NGF).Cell viability andthe morphological changes were observed.The energy metabolize and apoptosis was detected.Results Afterinfected by this peptide,cell viability decreasedfrom(98.1±1.9)% to (69.2±4.7)%,and apoptosis peak Was observed byflow cytometry.Aboutthe process of the cytotoxic effects,afterthe cells affected by PrP106-126,oxidative stress presented and existed continually,and then the intracellular free calcium concentrate increased from (185.74±12.93)nmol/L to (493.00±58.71)nmol/L subsequently,the activity of Ca2+ ATPase decreased from 54.92±4.05 to 34.92±4.86,the mitochondrial membrane potential decreasedto 65%,and also the energy metabolize disorder,the cells presented apoptosisinthe end.The changed Bcl-2/Bax system involvedinthe apoptosis.Conclusions Prion protein106-126 peptide caninduce apoptosisin differentiated PC12 cells and presented cellulartoxicity definitely.It might be a perfect model to study the cellular toxicity of prion protein.Continual oxidative stress could causetheintracellularfree calcium concentrate and disturb the energy metabolize,and the apoptosis might be the end-result.The oxidative stress of might play a startup and important role.
9.A population-based study of the inducible nitric oxide synthase gene polymorphism for stroke with coronary artery disease in a Chinese population
Danhua DU ; Jiang WU ; Peng GAO ; Linsen HU ; Jiexu ZHAO
Chinese Journal of Neurology 2008;41(7):440-442
Objective To investigate the genetic association between the inducible nitric oxide synthase (NOS) 2A gene and stroke with a history of coronary artery disease ( CAD). Methods 708 patients with stroke and 235 healthy controls were recruited in this study, and the stroke group was delaminated into 2 subgroups according to the history of CAD. SNP rs28944190, an A to C base change located in intron 22 of the gene, was used as a genetic marker. PCR-based restriction fragment length polymorphism analysis was applied to genotype rs28944190 (Hac Ⅲ site). Results The x2 test showed no association between patients with stroke and healthy controls. Of 708 patients, 94 had a history of CAD and the frequency of allele C of rs28944190 was significantly higher in patients with a history of CAD than those without (23.9% vs 16.6%, x2 =5.629, df= 1, P =0.018, OR = 1.580, 95% CI 1.083—2.306), especially in male patients (x2 = 8. 592, df= 1, P = 0. 003, OR = 1. 983, 95% CI 1. 255—3. 134). The frequency of genotype AA + AC of rs28944190 was significantly higher in patients with a history of CAD than those without such a history (47.9% vs 30. 8%, x2 = 10. 761, df= 1, P = 0. 001, OR = 2. 065, 95% CI 1.34—3.19), especially in male patients (x2 = 15. 762, df= 1, P =0. 000, OR =2. 985, 95% CI 1.74—5. 12). Conclusion The present study suggests that the NOS2A gene is unlikely to contribute to the etiology of stroke.
10.Association of hyperhomocysteinemia and methylenetetrahydrofolate reductase gene polymorphisms with ischemic stroke in Northwest Chinese population
Wenping SUN ; Jiexu ZHAO ; Qi WAN ; Dong WEI ; Yingxin YU
Chinese Journal of Tissue Engineering Research 2005;9(45):171-173
BACKGROUND: It is proposed that elevated serum homocysteine is an important independent risk factor for ischemic stroke (IS), and 5, 10-methylenetetrahydrofolate reductase (MTHFR) is the key enzyme for homocysteine metabolism. The relationship between genetic mutation of MTHFR and IS remains controversial.OBJECTIVE: To examine the association of hyperhomocysteinemia and two MTHFR gene polymorphisms with IS in Northwest Chinese population.DESIGN: Case-control study.SETTING: Department of Neurology, First Hospital Affiliated to Jilin University, and Department of Neurology, Xijing Hospital, Fourth Military Medical University of Chinese PLA.PARTICIPANTS: Ninety-seven consecutive patients with ischemic stroke (71 males and 26 females) treated between November 2001 and May 2002were recruited, who were diagnosed by CT scan or MRI in the Department of Neurology, Xijing Hospital, Fourth Military Medical University of Chinese PLA. The control group consisted of 94 subjects (58 males and 36 females) without history of ischemic stroke. All the subjects were free of intracranial hemorrhage, cancer, renal dysfunction, and none used multivitamins or estrogen.METHODS: Serum homocysteine was measured by fluorescence polarization immunoassay. Polymerase chain reaction-restriction length polymorphism (PCR-RFLP) method was employed to detect the genotype at the two sites of C677T and A1298C in MTHFR gene.MAIN OUTCOME MEASURES: Serum homocysteine levels and the genotypic frequency frequencies of the two mutations of MTHFR.RESULTS: The 677T allele frequency was 59.3% in IS patients and 44.7% in the controls, showing significant differences (P=0.006), but no difference in 1298C allele frequency was detected between the two groups (22.7% vs 19.7%, P > 0.05). Homozygous 677TT genotype was closely associated with hyperhomocysteinemie (P < 0.01). In multivariate logistic regression analysis,677T gene mutation and hyperhomocysteinemie were all associated with the IS, with an OR of 1.870 and 1.031 (P< 0.05), respectively.CONCLUSION: Hyperhomocysteinemie is a risk factor of IS, and C677T mutation significantly increases homocysteine levels, and serves also as an independent genetic risk factor of IS.

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