1.Modified Xiaoyaosan Alleviates Neuronal Dysfunction in Rat Model of Post-myocardial Infarction Depression by Regulating Mitochondrial Quality Control Through Drp1/PINK1/Parkin Signaling Pathway
Zhen ZHONG ; Dongsheng WEI ; Xinyue XIONG ; Lin LI ; Mingli YAO ; Xinnuan SHI ; Youming JIANG
Chinese Journal of Experimental Traditional Medical Formulae 2026;32(13):20-31
ObjectiveTo investigate the effects of modified Xiaoyaosan (JJXYS) on behavioral abnormalities and hippocampal mitochondrial quality control (MQC) in the rat model of post-myocardial infarction depression (PMD) and preliminarily explore its potential mechanism. MethodsA rat model of PMD was established by left anterior descending coronary artery ligation combined with chronic unpredictable mild stress (CUMS). Rats were randomized into a control group, a model group, a fluoxetine (FLX, 10 mg·kg-1) group, and low-, medium-, and high-dose JJXYS (JJXYS-L/M/H, 1.12, 2.24, 4.48 g·kg-1, respectively) groups. Depressive-like behaviors were evaluated by body weight monitoring, sucrose preference test, open field test, and forced swimming test. Hematoxylin-eosin staining and Nissl staining were used to observe hippocampal histomorphology and neuronal changes. Enzyme-linked immunosorbent assay was conducted to determine the serum levels of 5-hydroxytryptamine (5-HT), dopamine (DA), interleukin-1 beta (IL-1β), interleukin-6 (IL-6), and tumor necrosis factor-alpha (TNF-α). The mRNA levels of MQC-related genes including peroxisome proliferator-activated receptor-gamma coactivator-1 alpha (PGC-1α), nuclear respiratory factor 1 (Nrf1), and transcription factor A, mitochondrial (TFAM) in the hippocampal tissue were measured by real-time PCR. The expression of proteins related to the dynamin-related protein 1 (Drp1)/PTEN-induced putative kinase 1 (PINK1)/Parkin signaling pathway was determined by Western blot. ResultsCompared with the control group, the model group showed restricted body weight gain, aggravated depressive-like behaviors, declined serum 5-HT and DA levels, evident hippocampal neuronal damage and reduced Nissl bodies, as well as downregulated expression of MQC-related genes and proteins (P<0.05). Compared with the model group, both FLX and JJXYS alleviated the above changes to varying degrees. Moreover, the JJXYS-M and JJXYS-H groups showed more pronounced effects, improving behavioral performance, restoring 5-HT and DA levels, alleviating hippocampal pathological injury, and upregulating the expression of PGC-1α/Nrf1/TFAM mRNA and Drp1/PINK1/Parkin signaling pathway-related proteins (P<0.05). ConclusionJJXYS can significantly alleviate depressive-like behaviors and neurotransmitter imbalance in the rat model of PMD by regulating hippocampal MQC and upregulating the Drp1/PINK1/Parkin-related pathway. This study provides experimental evidence for the intervention of PMD with JJXYS.
2.Analysis of high-frequency plateletpheresis on age-dependent bone metabolism in female donors
Huibin ZHONG ; Huaheng LI ; Wei YANG ; Jieting HUANG ; Zhen WANG ; Fenfang LIAO ; Yongmei NIE
Chinese Journal of Blood Transfusion 2026;39(1):97-102
Objective: To explore whether the long-term and frequent use of citrate anticoagulants negatively affects the bone metabolism balance of female frequent plateletpheresis donors, so as to better protect their health. Methods: A total of 65 female plateletpheresis donors and 55 female whole-blood donors from Guangzhou Blood Center (May to December 2024) were enrolled as experimental and control groups respectively, stratified into age subgroups (18-39 years and 40-60 years). Serum levels of 25-hydroxyvitamin D [25(OH)D], procollagen type I N-terminal propeptide (PINP), osteocalcin (OC), and type I collagen carboxy-terminal telopeptide (CTX) were measured. Differences in bone metabolism markers between experimental and control groups across age subgroups were compared. ANOVA was used to analyze dose-response relationships between donation age, annual apheresis donation frequency, and biochemical indicators. Results: In the 40-60 age subgroup, 25(OH)D levels were significantly lower in the experimental group (P<0.05), exhibiting a linear increase with age and a linear decrease with annual donation frequency. No significant differences in CTX or PINP levels were observed between experimental and control groups in either age subgroup. Conclusion: High-frequency plateletpheresis donation does not disrupt bone metabolic balance in female donors. However, it is associated with reduced vitamin D levels in female donors aged >40 years, potentially increasing the risk of osteoporosis. Vitamin D supplementation is recommended for high-frequency female plateletpheresis donors in this age group.
3.Clinical value of repeated endoscopic ultrasound-guided fine-needle aspiration
Jun GAO ; Xinyan XU ; Ruiguang MA ; Miaomiao MA ; Zhen LI ; Ning ZHONG
Chinese Journal of Digestive Endoscopy 2025;42(3):207-211
Objective:To investigate the diagnostic value of repeated endoscopic ultrasound-guided fine-needle aspiration (EUS-FNA) in patients with suspected neoplastic lesions.Methods:Patients with clinically suspected neoplastic lesions, who did not receive a definitive diagnosis following the initial EUS-FNA and subsequently underwent repeated EUS-FNA, were collected from the gastrointestinal endoscopy center of Qilu Hospital of Shandong University from January 2018 to October 2023. The ultrasonographic endoscopic images, pathology, and follow-up data were reviewed. Patients with confirmed diagnoses following repeated EUS-FNA were analyzed to determine the diagnostic sensitivity, specificity, positive predictive value, negative predictive value, and accuracy of repeat EUS-FNA for tumor and non-neoplastic lesions.Results:A total of 36 patients with space-occupying lesions in different parts were included in the study, and the final diagnosis was 80.6% (29/36) of tumor lesions and 19.4% (7/36) of non-tumor lesions. Among these, 34 patients received definitive diagnoses. The diagnostic sensitivity of repeated EUS-FNA for tumor was 82.8% (24/29), the specificity was 100.0% (7/7), the positive predictive value was 100.0% (24/24), the negative predictive value was 58.3% (7/12), and the accuracy was 86.1% (31/36).Conclusion:Repeated EUS-FNA proves to be an effective and practical approach for cases where is suspicion of neoplastic lesions and the initial EUS-FNA pathology findings remain inconclusive.
4.A clinical research of endoscopic submucosal dissection for ileocecal valve lipoma
Shaobin LUO ; Li WANG ; Keyang FAN ; Zuqiang LIU ; Hao HU ; Wenzheng QIN ; Zhen ZHANG ; Mingyan CAI ; Jianwei HU ; Lili MA ; Yiqun ZHANG ; Yunshi ZHONG ; Quanlin LI ; Pinghong ZHOU
Chinese Journal of Digestive Endoscopy 2025;42(6):469-473
Objective:To evaluate the efficacy and safety of endoscopic submucosal dissection (ESD) for the treatment of ileocecal valve lipoma.Methods:A retrospective cohort study was performed on data of ileocecal lipoma patients who underwent ESD at the Endoscopy Center of Zhongshan Hospital, Fudan University from December 2013 to June 2023. According to the lesion location, the patients were divided into ileocecal valve group and cecum group. The operation time, operation speed, en bloc resection rate, complications, and follow-up outcomes between the two groups were compared.Results:A total of 59 patients with ileocecal lipoma were enrolled, including 31 patients in the ileocecal valve group and 28 patients in the cecum group.There were no significant differences in gender, age, specimen size, or lesion size between the two groups ( P>0.05). Lipomas in both the ileocecal valve group and the cecum group were successfully resected by ESD. The en bloc resection rates were 100.0% (31/31) and 92.9% (26/28) respectively, and the difference was not statistically significant ( χ2=0.033, P=0.133). Median operative duration significantly differed between the two groups ( ileocecal valve group 26 min VS cecum group 20 min, Z=-0.136, P=0.027), as did resection speed (ileocecal valve group 0.14 cm2/min VS cecum group 0.24 cm2/min, Z=-0.223, P=0.022). Adverse events included one postoperative fever in the ileocecal valve group and one delayed bleeding in the cecum group. During the median follow-up of 38 months (7-106 months), there was no case of residual tumor or recurrence. Conclusion:Despite technical challenges in ESD of ileocecal valve lipoma, it is still a safe, feasible and effective treatment method.
5.Whole-course management of abdominal opening with enteroatmospheric fistula
Weidong ZHONG ; Gen HU ; Zhenguo ZHAO ; Zhen WANG ; Jinchun LIU ; Wei LI ; Liqiang DAI ; Lingxiao PU ; Surui WANG ; Yuefan SHEN ; Xuxia XUE ; Guoyi SHAO
Chinese Journal of Gastrointestinal Surgery 2025;28(3):323-326
Severe intra-abdominal infections are life-threatening conditions and a significant challenge for surgeons. This article presents a case of an elderly patient with a severe intra-abdominal infection complicated by an anastomotic leak. This patient had experienced prolonged sepsis and multiple surgical traumas. Upon admission to our department, exploratory surgery revealed extensive bowel edema and adhesions, an anastomotic leak, and abdominal contamination with infection. In accordance with the principles of damage control surgery, the anastomotic leak was exteriorized, the abdomen was left open, and continuous intra-abdominal lavage with dual-lumen catheters was implemented to effectively control the infection. Negative pressure wound therapy was used to manage the open abdomen, and a negative pressure-assisted drainage device was used to manage the enteroatmospheric fistula. After granulation of the abdominal wound, split-thickness skin grafting was performed. The enteroatmospheric fistula was converted into an enterocutaneous fistula. A 3D-printed stoma baseplate was used to manage the digestive fistula. Concurrently, enhanced parenteral and enteral nutritional support was provided. Six months later, the patient successfully underwent definitive fistula resection and abdominal wall defect repair.
6.Efficacy of vacuum sealing drainage in the management of full-thickness incision dehiscence wounds in the perineum after total pelvic exenteration
Gen HU ; Yuefan SHEN ; Lingxiao PU ; Zhenguo ZHAO ; Weidong ZHONG ; Zhen WANG ; Wei LI ; Jinchun LIU ; Liqiang DAI ; Guoyi SHAO
Chinese Journal of Gastrointestinal Surgery 2025;28(7):767-772
Objective:To evaluate the efficacy of vacuum sealing drainage (VSD) in the comprehensive management of full-thickness perineal wound dehiscence following pelvic exenteration (PE).Methods:This study employed a descriptive case series design. We retrospectively analyzed the clinical data of 29 patients who developed postoperative perineal wound infections with full-thickness dehiscence after PE. These cases included 16 patients from the Department of General Surgery at Jiangyin People's Hospital (Jiangsu Province) and 13 patients from the Department of Colorectal Surgery at the Second Affiliated Hospital of Naval Medical University (Shanghai Changzheng Hospital). VSD was applied to manage the dehisced wounds, with outcomes assessed based on wound healing time, complications, and follow-up data.Results:A total of 29 patients were included in the study. The operative time for PE was (498 ± 83) minutes. Among them, 23 patients underwent combined sacrococcygeal resection. The median number of VSD devices used was 28 (22, 39). The postoperative perineal wound healing time was 95 (82, 110) days in patients who underwent combined sacrococcygeal resection, 74 (63, 89) days in those without sacrococcygeal resection, 93 (79, 102) days in those treated with simple pelvic-abdominal isolation using a biological basement membrane mesh and 76 (60, 91) days in those who received combined pelvic packing with a pedicled omental flap. All patients uniformly developed Clavien-Dindo grade III complications at 2 weeks postoperatively, manifesting as perineal wound infection and dehiscence, which were successfully managed with VSD therapy. Subsequent evaluation identified delayed (>30 days) grade III complications, including enterocutaneous (3 cases) and urinary (2 cases) fistulae, all requiring surgical revision. All patients completed the follow-up at 6 months postoperatively. Three patients still presented with minimal exudate from the perineal wound, which resolved after standardized wound care and packing with alginate silver ion dressings. Four cases (13.8%) developed stoma high-output syndrome, which improved after oral medication. Eight patients (27.6%) developed adhesive intestinal obstruction, which improved with conservative treatment.Conclusions:VSD demonstrates unique advantages in managing complex wounds. For full-thickness perineal wound dehiscence after PE, VSD is a safe and effective therapeutic strategy.
7.Correlation between postoperative changes in femoral head coverage and sagittal imbalance in adult spinal deformity patients undergoing S 2-alar-iliac screw fixation
Dongyue LI ; Kiram ABDUKAHAR ; Jie LI ; Yanjie XU ; Zhong HE ; Zongshan HU ; Xiaodong QIN ; Zhen LIU ; Yong QIU ; Zezhang ZHU
Chinese Journal of Orthopaedics 2025;45(14):936-945
Objective:To evaluate the relationship between postoperative changes in femoral head coverage (FHC) after S 2-Alar-Iliac (S 2AI) screw fixation and the development of sagittal imbalance during follow-up in patients with adult spinal deformity (ASD), providing insights for clinical assessment and treatment strategies. Methods:A consecutive cohort of 98 ASD patients who underwent S2AI fixation between September 2019 and September 2021 was retrospectively analyzed. Patients were divided into two groups based on changes in femoral head coverage (ΔFHC): the FHC-C group (upper quartile ΔFHC, 25 cases) and the FHC-NC group (lower quartile ΔFHC, 24 cases). Additionally, patients were classified into proximal junctional kyphosis (PJK) and non-PJK groups based on their clinical outcomes at the last follow-up. Standing full-spine anteroposterior and lateral X-rays were taken preoperatively, postoperatively, and at the two-year follow-up to measure and document the following spinal parameters: Cobb angle, proximal lumbar lordosis (PLL), distal lumbar lordosis (DLL), lumbar lordosis (LL), lordosis distribution index (LDI), sagittal vertical axis (SVA), coronal balance distance (CBD), thoracic kyphosis (TK), T 1 pelvic angle (T 1PA), pelvic incidence (PI), pelvic tilt (PT), sacral slope (SS), PI-LL, and proximal junctional angle (PJA). Parameters related to hip joint coverage included: femoral head coverage (FHC), lateral center-edge angle (LCE angle), acetabular index (AI), Sharp angle, and extrusion index (EI). Comparisons of radiographic indicators between the two groups were performed at preoperative, postoperative, and final follow-up assessments. The visual analogue scale (VAS) was used to evaluate the hip pain and back pain. Results:At final follow-up, the incidence of PJK was significantly higher in the FHC-NC group [37.5% (9/24)] compared to the FHC-C group [16.0% (4/25)] (χ 2=3.952, P=0.042). Moreover, the increase in sagittal vertical axis (ΔSVA) was significantly greater in the FHC-NC group (35.9±44.7 mm vs. 14.6±31.8 mm, t=2.216, P=0.031). Patients with PJK had significantly higher preoperative T 1PA (36.8°±10.8° vs. 31.9°±18.4°, t=2.150, P=0.034) and lower immediate postoperative ΔFHC (1.7%±1.5% vs. 3.3%±2.5%, t=2.987, P=0.004), as well as lower changes in lateral center-edge angle during follow-up (0.3°±3.0° vs. 1.1°±8.9°, t=2.334, P=0.022). Pearson correlation analysis revealed significant negative correlations between postoperative ΔFHC and both ΔSVA ( r=-0.374, P=0.008) and proximal junctional angle changes (ΔPJA, r=-0.429, P=0.006). Additionally, increases in VAS leg pain scores correlated negatively with immediate postoperative FHC ( r=-0.314, P=0.025) and ΔFHC ( r=-0.298, P=0.031). Logistic regression indicated that immediate postoperative ΔFHC was a protective factor against PJK [ OR=0.722, 95% CI (0.541, 0.963), P=0.009), with a ROC-determined optimal ΔFHC cut-off of 3.90% (AUC=0.723, Youden index=0.847). Conclusions:Postoperative evaluation of femoral head coverage is clinically important for ASD patients undergoing S2AI screw fixation. A pre-to-post ΔFHC below 3.90% may indicate reduced hip compensation capacity, increasing risks for hip pain, sagittal imbalance progression, and PJK postoperatively.
8.Development of a visualizable machine learning model for mechanical complication risk in adult spinal deformity surgery
Jie LI ; Zhen TIAN ; Zhong HE ; Xiaodong QIN ; Jun QIAO ; Saihu MAO ; Benlong SHI ; Yong QIU ; Zezhang ZHU ; Zhen LIU
Chinese Journal of Orthopaedics 2025;45(17):1137-1146
Objective:To predict mechanical complications (MC) following spinal deformity surgery for adult spine deformity (ASD) using machine learning models, identify key risk factors, and develop a visualizable tool for individualized risk assessment.Methods:Clinical and radiological data from 525 patients with ASD who underwent surgery in our hospital between January 2017 and December 2021 were collected. Patients were randomly assigned to a training set (70%) and a test set (30%) for model development. The cohort included 88 males and 437 females, with a mean age of 42.2±18.1 years. Variables included demographic data, comorbidities, local and systemic radiological parameters, paraspinal muscle fat infiltration (FI), and vertebral bone quality (VBQ) scores. Multiple machine learning algorithms: Random Forest (RF), Gaussian Naive Bayes (GNB), Light GBM, Support Vector Machine (SVM), XGBoost (XGB), and Logistic Regression (LR) were trained and evaluated. Model performance was compared using the receiver operating characteristic curve (ROC) and precision-recall curve (PRC). SHAP (Shapley Additive Explanations) was used to rank risk factors, while LIME (Local Interpretable Model-Agnostic Explanations) was applied to visualize MC risk in individual cases.Results:Of the 525 patients, 135 (25.7%) developed postoperative MC. Among these, 80 (59.3%) experienced proximal junction kyphosis or failure (PJK/PJF), 7 (5.2%) had distal junction kyphosis or failure (DJK/DJF), 28 (20.7%) sustained rod fractures, and 29 (21.5%) showed significant loss of correction. In the validation cohort, the RF model achieved the highest area under the curve (AUC=0.80), followed by GNB (0.77), XGB (0.76), LR (0.74), LightGBM (0.73), and SVM (0.66). The RF model also demonstrated the best PRC value (0.58), highest sensitivity (0.65), and lowest Brier score (0.20). GNB, Light GBM, and LR models achieved the highest accuracy (0.78 each), while LightGBM exhibited the highest specificity (0.93). SHAP analysis identified higher preoperative VBQ scores, larger T 1 pelvic angle (TPA), and higher paraspinal muscle FI as the main risk factors for MC. Based on the RF model, a LIME-based tool was successfully constructed for individualized MC risk estimation. Conclusion:The RF model demonstrated the best overall predictive performance for MC. A machine learning-based prediction model has the potential to provide valuable guidance for surgical decision-making in ASD patients.
9.Clinical Efficacy and Renal Protective Mechanism of Dan Qi Yishen Prescription in Treating Patients with Diabetic Nephropathy
Jianping LI ; Deli ZHU ; Zhen MA ; Xiaoman CHEN ; Gan LUO ; Lin ZHONG ; Jie WANG ; Rongli GAO ; Haixia LIN
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(2):350-357
Objective To observe the clinical efficacy of Dan Qi Yishen Prescription in treating diabetic nephropathy(DN)and explore its renal protective mechanism.Methods A total of 150 patients with DN of qi-yin deficiency complicated with blood stasis syndrome who admitted to Sanya Hospital of Traditional Chinese Medicine Affiliated to Guangzhou University of Chinese Medicine from October 2021 to April 2023 were divided into a control group and an observation group according to the random number table method,with 75 patients in each group.Both groups were given conventional therapies such as dietary treatment,blood glucose control,blood pressure control,lipid-lowering treatment and treatment of complications.Additionally,the control group was given intravenous injection of reduced glutathione,while the observation group was given oral use of the decoction of Dan Qi Yishen Prescription and ionic introduction of Dan Qi Yishen Prescription in renal region.Thirty days constituted one course of treatment,and both groups were treated for three courses.Before and after treatment,the scores of traditional Chinese medicine(TCM)syndrome,and the levels of renal function indicators,renal hemodynamic indicators,coagulation and fibrinolysis indicators,and vascular endothelial function indicators in the two groups were observed.Results(1)After treatment,the scores of TCM symptoms such as fatigue and weakness,palpitations and shortness of breath,dizziness and tinnitus,spontaneous sweating and night sweating,restlessness and insomnia,and thirst with preference for drinks in the two groups were decreased compared with those before treatment(P<0.01),and the decrease in the observation group was significantly superior to that in the control group(P<0.01).(2)After treatment,the levels of renal function indicators such as blood urea nitrogen(BUN),serum creatinine(SCr),collagen Ⅳ(CⅣ),and plasma laminin(LN)of patients in the two groups were improved compared with those before treatment(P<0.01),and the improvement in the observation group was significantly superior to that in the control group(P<0.01).(3)After treatment,the levels of renal hemodynamic indicators such as systolic maximum blood flow velocity(Vsmax)and diastolic minimum blood flow velocity(Vdmin)of the main renal artery(MRA)and interlobar artery(IRA)in the two groups were increased compared with those before treatment(P<0.05 or P<0.01),while the resistance index(RI)and pulsatility index(PI)of MRA and RI of IRA in the two group as well as PI of IRA in the observation group were decreased compared with those before treatment(P<0.05 or P<0.01).The increase of Vsmax and Vdmin of MRA and IRA as well as the decrease of RI and PI of MRA and IRA in the observation group was significantly superior to that in the control group(P<0.05 or P<0.01).(4)After treatment,the levels of coagulation and fibrinolysis indicators such as prothrombin time(PT),activated partial thromboplastin time(APTT),D-dimer(D-D),and fibrinogen(FIB)in the two groups were improved compared with those before treatment(P<0.01),and the improvement in the observation group was significantly superior to that in the control group(P<0.01).(5)The analysis of vascular endothelial function indicators showed that after treatment,the serum vasohibin 1(VASH-1)level in the two groups was increased compared with that before treatment(P<0.01),and the serum vascular endothelial growth factor(VEGF)and endothelin 1(ET-1)levels were decreased compared with those before treatment(P<0.01),and the increase of serum VASH-1 level as well as the decrease of serum VEGF and ET-1 levels in the observation group was significantly superior to that in the control group(P<0.01).Conclusion Dan Qi Yishen Prescription exerts good clinical efficacy in treating patients with DN of qi-yin deficiency complicated with blood stasis syndrome,and it has protective effect on renal function probably by improving the coagulation and fibrinolysis system and vascular endothelial function of the patients.
10.Development of a visualizable machine learning model for mechanical complication risk in adult spinal deformity surgery
Jie LI ; Zhen TIAN ; Zhong HE ; Xiaodong QIN ; Jun QIAO ; Saihu MAO ; Benlong SHI ; Yong QIU ; Zezhang ZHU ; Zhen LIU
Chinese Journal of Orthopaedics 2025;45(17):1137-1146
Objective:To predict mechanical complications (MC) following spinal deformity surgery for adult spine deformity (ASD) using machine learning models, identify key risk factors, and develop a visualizable tool for individualized risk assessment.Methods:Clinical and radiological data from 525 patients with ASD who underwent surgery in our hospital between January 2017 and December 2021 were collected. Patients were randomly assigned to a training set (70%) and a test set (30%) for model development. The cohort included 88 males and 437 females, with a mean age of 42.2±18.1 years. Variables included demographic data, comorbidities, local and systemic radiological parameters, paraspinal muscle fat infiltration (FI), and vertebral bone quality (VBQ) scores. Multiple machine learning algorithms: Random Forest (RF), Gaussian Naive Bayes (GNB), Light GBM, Support Vector Machine (SVM), XGBoost (XGB), and Logistic Regression (LR) were trained and evaluated. Model performance was compared using the receiver operating characteristic curve (ROC) and precision-recall curve (PRC). SHAP (Shapley Additive Explanations) was used to rank risk factors, while LIME (Local Interpretable Model-Agnostic Explanations) was applied to visualize MC risk in individual cases.Results:Of the 525 patients, 135 (25.7%) developed postoperative MC. Among these, 80 (59.3%) experienced proximal junction kyphosis or failure (PJK/PJF), 7 (5.2%) had distal junction kyphosis or failure (DJK/DJF), 28 (20.7%) sustained rod fractures, and 29 (21.5%) showed significant loss of correction. In the validation cohort, the RF model achieved the highest area under the curve (AUC=0.80), followed by GNB (0.77), XGB (0.76), LR (0.74), LightGBM (0.73), and SVM (0.66). The RF model also demonstrated the best PRC value (0.58), highest sensitivity (0.65), and lowest Brier score (0.20). GNB, Light GBM, and LR models achieved the highest accuracy (0.78 each), while LightGBM exhibited the highest specificity (0.93). SHAP analysis identified higher preoperative VBQ scores, larger T 1 pelvic angle (TPA), and higher paraspinal muscle FI as the main risk factors for MC. Based on the RF model, a LIME-based tool was successfully constructed for individualized MC risk estimation. Conclusion:The RF model demonstrated the best overall predictive performance for MC. A machine learning-based prediction model has the potential to provide valuable guidance for surgical decision-making in ASD patients.

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