1.Clinical guideline for diagnosis and treatment of nonunion of osteoporotic vertebral fractures (version 2025)
Haipeng SI ; Le LI ; Junjie NIU ; Wencan ZHANG ; Fuxin WEI ; Jinqiu YUAN ; Qiang YANG ; Hongli WANG ; Guangchao WANG ; Shihong CHEN ; Yunzhen CHEN ; Xiaoguang CHENG ; Jianwen DONG ; Shiqing FENG ; Rui GU ; Yong HAI ; Tianyong HOU ; Bo HUANG ; Xiaobing JIANG ; Lei ZANG ; Chunhai LI ; Nianhu LI ; Hua LIN ; Hongjian LIU ; Peng LIU ; Xinyu LIU ; Sheng LU ; Shibao LU ; Chunshan LUO ; Lvy CHAOLIANG ; Lvy WEIJIA ; Xuexiao MA ; Wei MEI ; Chunyang MENG ; Cailiang SHEN ; Chunli SONG ; Ruoxian SONG ; Jiacan SU ; Honglin TENG ; Hui SHENG ; Beiyu WANG ; Bingwu WANG ; Liang WANG ; Xiangyang WANG ; Nan WU ; Guohua XU ; Yayi XIA ; Jin XU ; Youjia XU ; Jianzhong XU ; Cao YANG ; Maowei YANG ; Zibin YANG ; Xiaojian YE ; Hailong YU ; Xijie YU ; Hua YUE ; Zhili ZENG ; Xinli ZHAN ; Hui ZHANG ; Peixun ZHANG ; Wei ZHANG ; Zhenlin ZHANG ; Jianguo ZHANG ; Tengyue ZHU ; Qiang LIU ; Huilin YANG
Chinese Journal of Trauma 2025;41(10):932-945
Nonunion of osteoporotic vertebral fractures (OVF), predominantly affecting the elderly, can lead to intractable pain, vertebral collapse, progressive kyphotic deformity, and neurological impairment, significantly compromising patients′ quality of life. There exists considerable debate on diagnosis and management of OVF, encompassing key issues such as clinical diagnosis and staging criteria for nonunion, surgical indications and procedure selection, and postoperative rehabilitation planning. Currently, there lacks standardized clinical guideline and expert consensus on the diagnosis and management of OVF nonunion in China. To address this gap, Minimally Invasive Surgery Group of Chinese Orthopedic Association, Osteoporosis Committee of Chinese Association of Orthopedic Surgeons, Prevention and Rehabilitation Committee for Osteoporosis of Chinese Association of Rehabilitation Medicine and Minimally Invasive Orthopedic Surgery Branch of China Association for Geriatric Care jointly organized domestic experts in spinal surgery, endocrinology, and rehabilitation to formulate the Clinical guideline for the diagnosis and treatment for nonunion of osteoporotic vertebral fractures ( version 2025), based on existing literature and clinical experience and adhering to principles of scientific rigor and practicality. The guideline provided 13 evidence-based recommendations encompassing diagnosis and treatment of OVF nonunion, aiming to standardize its clinical management.
2.Prognostic value of myocardial contrast echocardiography in patients with acute anterior STEMI revas-cularization
Yu-ping LIN ; Jin-hang HUANG ; Hai-lin ZHANG ; Sheng LI ; Zhan-yang WEI
Chinese Journal of cardiovascular Rehabilitation Medicine 2025;34(2):194-198
Objective:This study aimed to investigate the value of myocardial contrast echocardiography(MCE)in the prognostic assessment of patients undergoing revascularization for acute anterior ST-segment elevation myocar-dial infarction(STEMI).Methods:A total of 234 patients with acute anterior STEMI who underwent percutaneous coronary intervention(PCI)and completed MCE admitted in Dongguan People's Hospital between July 1st 2019 and October 1st 2021 were included.According to presence of major adverse cardiovascular events(MACE)during 6 months,patients were divided into no MACE group(n=188)and MACE group(n=46).General data and MCE indexes were compared between the two groups.Multivariate Logistic regression analysis was employed to analyze influencing factors for MACE in patients with acute anterior STEMI after PCI.Receiver operating characteristic(ROC)curve was applied to analyze predictive value of MCE indexes for MACE in patients with acute anterior STE-MI after PCI.Results:Compared with patients in no MACE group,those in MACE group had significant higher proportion of previous myocardial infarction,D-dimer,C reactive protein,B-type natriuretic peptide,creatine kinase isoenzyme MB(CK-MB),incidence of T-wave inversion and ST-segment resolution amplitude(P<0.05 or<0.01).MCE showed that compared with those in no MACE group,those in MACE group had significant lower left ventricular ejection fraction(LVEF)[(52.54±7.66)% vs.(55.98±10.04)%],and significant higher wall motion score index(WMSI)[(1.22±0.13)vs.(1.17±0.15)]and contrast score index(CSI)[(1.54±0.32)%vs.(1.16±0.21)%](P<0.05 or<0.01).Multivariate Logistic regression analysis revealed that previous myocar-dial infarction,C-reactive protein,CSI and T-wave inversion were independent risk factors for MACE in patients with acute anterior STEMI after PCI(OR=13.790~6601.747,P<0.05 or<0.01).ROC curve indicated that CSI had good predictive value for MACE in patients with acute anterior STEMI after PCI,the area under curve(AUC)was 0.874(95%CI 0.825~0.914)and optimal cutoff point was 1.33%.Conclusion:Myocardial contrast echocardiography plays an important role in prognostic assessment of patients undergoing revascularization for acute anterior STEMI.
3.Prognostic value of myocardial contrast echocardiography in patients with acute anterior STEMI revas-cularization
Yu-ping LIN ; Jin-hang HUANG ; Hai-lin ZHANG ; Sheng LI ; Zhan-yang WEI
Chinese Journal of cardiovascular Rehabilitation Medicine 2025;34(2):194-198
Objective:This study aimed to investigate the value of myocardial contrast echocardiography(MCE)in the prognostic assessment of patients undergoing revascularization for acute anterior ST-segment elevation myocar-dial infarction(STEMI).Methods:A total of 234 patients with acute anterior STEMI who underwent percutaneous coronary intervention(PCI)and completed MCE admitted in Dongguan People's Hospital between July 1st 2019 and October 1st 2021 were included.According to presence of major adverse cardiovascular events(MACE)during 6 months,patients were divided into no MACE group(n=188)and MACE group(n=46).General data and MCE indexes were compared between the two groups.Multivariate Logistic regression analysis was employed to analyze influencing factors for MACE in patients with acute anterior STEMI after PCI.Receiver operating characteristic(ROC)curve was applied to analyze predictive value of MCE indexes for MACE in patients with acute anterior STE-MI after PCI.Results:Compared with patients in no MACE group,those in MACE group had significant higher proportion of previous myocardial infarction,D-dimer,C reactive protein,B-type natriuretic peptide,creatine kinase isoenzyme MB(CK-MB),incidence of T-wave inversion and ST-segment resolution amplitude(P<0.05 or<0.01).MCE showed that compared with those in no MACE group,those in MACE group had significant lower left ventricular ejection fraction(LVEF)[(52.54±7.66)% vs.(55.98±10.04)%],and significant higher wall motion score index(WMSI)[(1.22±0.13)vs.(1.17±0.15)]and contrast score index(CSI)[(1.54±0.32)%vs.(1.16±0.21)%](P<0.05 or<0.01).Multivariate Logistic regression analysis revealed that previous myocar-dial infarction,C-reactive protein,CSI and T-wave inversion were independent risk factors for MACE in patients with acute anterior STEMI after PCI(OR=13.790~6601.747,P<0.05 or<0.01).ROC curve indicated that CSI had good predictive value for MACE in patients with acute anterior STEMI after PCI,the area under curve(AUC)was 0.874(95%CI 0.825~0.914)and optimal cutoff point was 1.33%.Conclusion:Myocardial contrast echocardiography plays an important role in prognostic assessment of patients undergoing revascularization for acute anterior STEMI.
4.Clinical guideline for diagnosis and treatment of nonunion of osteoporotic vertebral fractures (version 2025)
Haipeng SI ; Le LI ; Junjie NIU ; Wencan ZHANG ; Fuxin WEI ; Jinqiu YUAN ; Qiang YANG ; Hongli WANG ; Guangchao WANG ; Shihong CHEN ; Yunzhen CHEN ; Xiaoguang CHENG ; Jianwen DONG ; Shiqing FENG ; Rui GU ; Yong HAI ; Tianyong HOU ; Bo HUANG ; Xiaobing JIANG ; Lei ZANG ; Chunhai LI ; Nianhu LI ; Hua LIN ; Hongjian LIU ; Peng LIU ; Xinyu LIU ; Sheng LU ; Shibao LU ; Chunshan LUO ; Lvy CHAOLIANG ; Lvy WEIJIA ; Xuexiao MA ; Wei MEI ; Chunyang MENG ; Cailiang SHEN ; Chunli SONG ; Ruoxian SONG ; Jiacan SU ; Honglin TENG ; Hui SHENG ; Beiyu WANG ; Bingwu WANG ; Liang WANG ; Xiangyang WANG ; Nan WU ; Guohua XU ; Yayi XIA ; Jin XU ; Youjia XU ; Jianzhong XU ; Cao YANG ; Maowei YANG ; Zibin YANG ; Xiaojian YE ; Hailong YU ; Xijie YU ; Hua YUE ; Zhili ZENG ; Xinli ZHAN ; Hui ZHANG ; Peixun ZHANG ; Wei ZHANG ; Zhenlin ZHANG ; Jianguo ZHANG ; Tengyue ZHU ; Qiang LIU ; Huilin YANG
Chinese Journal of Trauma 2025;41(10):932-945
Nonunion of osteoporotic vertebral fractures (OVF), predominantly affecting the elderly, can lead to intractable pain, vertebral collapse, progressive kyphotic deformity, and neurological impairment, significantly compromising patients′ quality of life. There exists considerable debate on diagnosis and management of OVF, encompassing key issues such as clinical diagnosis and staging criteria for nonunion, surgical indications and procedure selection, and postoperative rehabilitation planning. Currently, there lacks standardized clinical guideline and expert consensus on the diagnosis and management of OVF nonunion in China. To address this gap, Minimally Invasive Surgery Group of Chinese Orthopedic Association, Osteoporosis Committee of Chinese Association of Orthopedic Surgeons, Prevention and Rehabilitation Committee for Osteoporosis of Chinese Association of Rehabilitation Medicine and Minimally Invasive Orthopedic Surgery Branch of China Association for Geriatric Care jointly organized domestic experts in spinal surgery, endocrinology, and rehabilitation to formulate the Clinical guideline for the diagnosis and treatment for nonunion of osteoporotic vertebral fractures ( version 2025), based on existing literature and clinical experience and adhering to principles of scientific rigor and practicality. The guideline provided 13 evidence-based recommendations encompassing diagnosis and treatment of OVF nonunion, aiming to standardize its clinical management.
5.Clinical trial of Morinda officinalis oligosaccharides in the continuation treatment of adults with mild and moderate depression
Shu-Zhe ZHOU ; Zu-Cheng HAN ; Xiu-Zhen WANG ; Yan-Qing CHEN ; Ya-Ling HU ; Xue-Qin YU ; Bin-Hong WANG ; Guo-Zhen FAN ; Hong SANG ; Ying HAI ; Zhi-Jie JIA ; Zhan-Min WANG ; Yan WEI ; Jian-Guo ZHU ; Xue-Qin SONG ; Zhi-Dong LIU ; Li KUANG ; Hong-Ming WANG ; Feng TIAN ; Yu-Xin LI ; Ling ZHANG ; Hai LIN ; Bin WU ; Chao-Ying WANG ; Chang LIU ; Jia-Fan SUN ; Shao-Xiao YAN ; Jun LIU ; Shou-Fu XIE ; Mao-Sheng FANG ; Wei-Feng MI ; Hong-Yan ZHANG
The Chinese Journal of Clinical Pharmacology 2024;40(6):815-819
Objective To observe the efficacy and safety of Morinda officinalis oligosaccharides in the continuation treatment of mild and moderate depression.Methods An open,single-arm,multi-center design was adopted in our study.Adult patients with mild and moderate depression who had received acute treatment of Morinda officinalis oligosaccharides were enrolled and continue to receive Morinda officinalis oligosaccharides capsules for 24 weeks,the dose remained unchanged during continuation treatment.The remission rate,recurrence rate,recurrence time,and the change from baseline to endpoint of Hamilton Depression Scale(HAMD),Hamilton Anxiety Scale(HAMA),Clinical Global Impression-Severity(CGI-S)and Arizona Sexual Experience Scale(ASEX)were evaluated.The incidence of treatment-related adverse events was reported.Results The scores of HAMD-17 at baseline and after treatment were 6.60±1.87 and 5.85±4.18,scores of HAMA were 6.36±3.02 and 4.93±3.09,scores of CGI-S were 1.49±0.56 and 1.29±0.81,scores of ASEX were 15.92±4.72 and 15.57±5.26,with significant difference(P<0.05).After continuation treatment,the remission rate was 54.59%(202 cases/370 cases),and the recurrence rate was 6.49%(24 cases/370 cases),the recurrence time was(64.67±42.47)days.The incidence of treatment-related adverse events was 15.35%(64 cases/417 cases).Conclusion Morinda officinalis oligosaccharides capsules can be effectively used for the continuation treatment of mild and moderate depression,and are well tolerated and safe.
6.Effects of Tianma Jiannao Granules Combined with Hyperbaric Oxygen on Expressions of Inflammatory Factors,Matrix Metalloproteinase 9,Homocysteine and Superoxide Dismutase in Patients with Vascular Dementia
Xiao-Ling WU ; Wei-Min NING ; Fa-Sheng LIU ; Li-Min WEN ; Zhan ZHAO
Journal of Guangzhou University of Traditional Chinese Medicine 2024;41(10):2648-2655
Objective To investigate the effects of Tianma Jiannao Granules(derived from Banxia Baizhu Tianma Decoction)combined with hyperbaric oxygen on cognitive function,activities of daily living(ADL),and the expression levels of serum inflammatory factors,matrix metalloproteinase 9(MMP-9),homocysteine(Hcy)and superoxide dismutase(SOD)in patients with vascular dementia(VD).Methods A total of 100 VD patients with wind-phlegm and stasis obstruction type were randomly divided into a trial group and a control group,50 cases in each group.The patients in the two groups were given symptomatic treatment such as controlling blood pressure,lowering blood glucose and regulating blood lipid.Additionally,the control group was given Oxiracetam Capsules orally,and the trial group was given Tianma Jiannao Granules orally combined with hyperbaric oxygen therapy on the basis of treatment for the control group.The course of treatment covered 12 weeks.The changes of traditional Chinese medicine(TCM)syndrome scores,Mini-Mental State Examination(MMSE)scores,ADL scores,and the expression levels of serum inflammatory factors,neurotransmitters,apoptosis-related factors,MMP-9,Hcy and SOD in the two groups were observed before and after treatment.Results(1)The scale scoring showed that after treatment,the TCM syndrome scores and ADL scores of the two groups were significantly decreased compared with those before treatment(P<0.05),and the MMSE scores were significantly increased compared with those before treatment(P<0.05).The decrease of TCM syndrome scores and ADL scores and the increase of MMSE scores in the trial group were significantly superior to those in the control group(P<0.01).(2)After treatment,the serum levels of inflammatory factors such as tumor necrosis factor α(TNF-α),C-reactive protein(CRP)and interleukin 6(IL-6)in the two groups were significantly decreased compared with those before treatment(P<0.05),and the decrease of serum TNF-α,CRP and IL-6 levels in the trial group was significantly superior to that in the control group(P<0.01).(3)After treatment,the serum levels of neurotransmitters such as norepinephrine(NE),dopamine(DA)and 5-hydroxytryptamine(5-HT)in the two groups were significantly increased compared with those before treatment(P<0.05),and the increase of serum NE,DA and 5-HT levels in the trial group was significantly superior to that in the control group(P<0.01).(4)After treatment,the serum level of apoptosis-related factor of heme oxygenase-1(HO-1)in the two groups was significantly increased compared with that before treatment(P<0.05),and the levels of serum soluble apoptosis-related factors(sFAS)and their ligands(sFASL)were significantly decreased compared with those before treatment(P<0.05).The increase of serum HO-1 level and the decrease of serum sFAS and sFASL levels in the trial group were significantly superior to those in the control group(P<0.01).(5)After treatment,the serum SOD level in the two groups was significantly increased compared with that before treatment(P<0.05),and the levels of serum MMP-9 and Hcy were significantly decreased compared with those before treatment(P<0.05).The increase of serum SOD level and the decrease of serum MMP-9 and Hcy levels in the trial group were significantly superior to those in the control group(P<0.01).Conclusion Tianma Jiannao Granules combined with hyperbaric oxygen is effective on improving the cognitive function and ADL of VD patients,and has certain effects on counteracting inflammatory response and oxidation and on regulating the expression of neurotransmitters.
7.A multicenter study of neonatal stroke in Shenzhen,China
Li-Xiu SHI ; Jin-Xing FENG ; Yan-Fang WEI ; Xin-Ru LU ; Yu-Xi ZHANG ; Lin-Ying YANG ; Sheng-Nan HE ; Pei-Juan CHEN ; Jing HAN ; Cheng CHEN ; Hui-Ying TU ; Zhang-Bin YU ; Jin-Jie HUANG ; Shu-Juan ZENG ; Wan-Ling CHEN ; Ying LIU ; Yan-Ping GUO ; Jiao-Yu MAO ; Xiao-Dong LI ; Qian-Shen ZHANG ; Zhi-Li XIE ; Mei-Ying HUANG ; Kun-Shan YAN ; Er-Ya YING ; Jun CHEN ; Yan-Rong WANG ; Ya-Ping LIU ; Bo SONG ; Hua-Yan LIU ; Xiao-Dong XIAO ; Hong TANG ; Yu-Na WANG ; Yin-Sha CAI ; Qi LONG ; Han-Qiang XU ; Hui-Zhan WANG ; Qian SUN ; Fang HAN ; Rui-Biao ZHANG ; Chuan-Zhong YANG ; Lei DOU ; Hui-Ju SHI ; Rui WANG ; Ping JIANG ; Shenzhen Neonatal Data Network
Chinese Journal of Contemporary Pediatrics 2024;26(5):450-455
Objective To investigate the incidence rate,clinical characteristics,and prognosis of neonatal stroke in Shenzhen,China.Methods Led by Shenzhen Children's Hospital,the Shenzhen Neonatal Data Collaboration Network organized 21 institutions to collect 36 cases of neonatal stroke from January 2020 to December 2022.The incidence,clinical characteristics,treatment,and prognosis of neonatal stroke in Shenzhen were analyzed.Results The incidence rate of neonatal stroke in 21 hospitals from 2020 to 2022 was 1/15 137,1/6 060,and 1/7 704,respectively.Ischemic stroke accounted for 75%(27/36);boys accounted for 64%(23/36).Among the 36 neonates,31(86%)had disease onset within 3 days after birth,and 19(53%)had convulsion as the initial presentation.Cerebral MRI showed that 22 neonates(61%)had left cerebral infarction and 13(36%)had basal ganglia infarction.Magnetic resonance angiography was performed for 12 neonates,among whom 9(75%)had involvement of the middle cerebral artery.Electroencephalography was performed for 29 neonates,with sharp waves in 21 neonates(72%)and seizures in 10 neonates(34%).Symptomatic/supportive treatment varied across different hospitals.Neonatal Behavioral Neurological Assessment was performed for 12 neonates(33%,12/36),with a mean score of(32±4)points.The prognosis of 27 neonates was followed up to around 12 months of age,with 44%(12/27)of the neonates having a good prognosis.Conclusions Ischemic stroke is the main type of neonatal stroke,often with convulsions as the initial presentation,involvement of the middle cerebral artery,sharp waves on electroencephalography,and a relatively low neurodevelopment score.Symptomatic/supportive treatment is the main treatment method,and some neonates tend to have a poor prognosis.
8.Intraoperative slide rail CT assistance in percutaneous sacroiliac joint screws for the treatment of pelvic posterior ring injury
Bin SHENG ; Yi-Wei WANG ; Yu-Si WANG ; De-Long LIU ; Zhan-Yu YANG ; Rui GUAN ; Chao LIU
China Journal of Orthopaedics and Traumatology 2024;37(5):438-444
Objective To compare the clinical efficacy of intraoperative slide rail CT combined with C-arm X-ray assis-tance and just C-arm for percutaneous screw in the treatment of pelvic posterior ring injury.Methods A retrospective analysis was performed on the patient data of 76 patients with posterior pelvic ring injury admitted to the Department of Orthopedic Trauma from December 2018 to February 2022.Among them,39 patients in the CT group were treated with C-arm combined with slide rail CT-assisted inline fixation including 23 males and 16 females with an average age of(44.98±7.33)years old;and the other 37 patients in the C-arm group were treated with intraline fixation treatment under only C-arm fluoroscopy in-cluding 24 males and 13 females with an average age of(44.37±10.82)years old.Among them,42 patients with anterior ring fractures were treated with percutaneous inferior iliac spines with internal fixation(INFIX)or suprapubic support screws to fix the anterior pelvic ring.Postoperative follow-up time,operation time,complications of the two groups were compared.Results of Matta reduction criteria,Majed efficacy evaluation,the CT grading and the rate of secondary surgical revision were com-pared.Results The nailing time of(32.63±7.33)min in CT group was shorter than that of(52.95±10.64)min in C-arm group(t=-9.739,P<0.05).The follow-up time between CT group(11.97±1.86)months and C-arm group(12.03±1.71)months were not statistically significant(P>0.05).The postoperative complication rates between two groups were not statistically significant(x2=0.159,P>0.05).Results of Matta reduction criteria(Z=2.79,P<0.05),Majeed efficacy evaluation(Z=2.79,P<0.05),CT grading(Z=2.83,P<0.05)in CT group were better than those in C-arm group(P<0.05);the secondary surgical revision rate in the CT group was significantly lower than that in the C-arm group(x2=5.641,P<0.05).Conclusion Compared with traditional C-arm fluoroscopy,intraoperative slide rail CT combined with C-arm assisted percutaneous sacroiliac joint screw placement surgery has the characteristics of short operation time,high accuracy and safety,and significant decrease in postoperative sec-ondary revision rate,and is one of the effective methods for re-establishing the stability of the posterior ring of pelvic fracture.
9.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.
10.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.

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