1.Qingjie Huagong Formula (清解化攻方) Combined with Conventional Western Medicine in the Treatment of Acute Pancreatitis:A Randomized,Double-Blind,Placebo-Controlled Trial
Xialan LAI ; Guozhong CHEN ; Xiaodong ZHU ; Weizhizi LI ; Xiping TANG ; Xiaoyi HUANG ; Dewen LI
Journal of Traditional Chinese Medicine 2026;67(19):2095-2102
ObjectiveTo investigate the clinical efficacy of oral/ gastric tube/ jejunal tube administration or retention enema of Qingjie Huagong Formula (清解化攻方, QHF) mirabilite abdominal bag external application combined with conventional western medicine in patients with acute pancreatitis (AP). MethodsA prospective, randomized, double-blind, placebo-controlled trial was conducted. A total of 128 AP patients were enrolled and randomly assigned to a control group and a treatment group, with 64 cases in each group. The control group received placebo and conventional western medicine, while the treatment group additionally received oral/ gastric tube/ jejunal tube administration or retention enema of QHF, and mirabilite abdominal bag external application. Both groups received treatment from admission to discharge as one complete course, with the maximum treatment duration not exceeding 14 days.The primary outcome was the severity grading of AP. Secondary outcomes were clinical efficacy, laboratory indicators including white blood cell count (WBC), C-reactive protein (CRP), procalcitonin (PCT), blood urea nitrogen (BUN), lactate (Lac), and D-dimer, gastrointestinal function recovery indicators including time to relief of abdominal pain, time to recovery of bowel sounds, and time to resumption of enteral nutrition, total fluid volume administered within 24 h after admission, intra-abdominal pressure, length of hospital stay, hospitalization costs, and incidence of complications. ResultsDuring the treatment period, 3 cases dropped out in the control group and 9 cases in the treatment group, leaving 116 cases for final analysis (55 in the treatment group and 61 in the control group). After treatment, the markedly effective rate and overall effective rate in the treatment group were 69.09% (38/55) and 92.73% (51/55), respectively, which was higher than 49.18% (30/61) and 80.33% (49/61) in the control group. The severity of the disease in the treatment group was significantly lower than that in the control group (P<0.05). Compared to the control group, the treatment group showed significantly reduced levels of WBC, CRP, PCT, BUN, Lac, and D-dimer; the time to relief of abdominal pain, time to recovery of bowel sounds, and time to resumption of enteral nutrition were significantly shortened; the fluid volume administered within 24 h after admission and intra-abdominal pressure were significantly reduced, as well as the length of hospital stay and hospitalization costs (P<0.05 or P<0.01). The incidences of acute kidney injury, systemic inflammatory response syndrome, and infected pancreatic necrosis in the treatment group were significantly lower than those in the control group (P<0.05). ConclusionQHF combined with conventional western medicine can significantly improve the inflammatory status of AP patients, promote gastrointestinal function recovery, reduce intra-abdominal pressure and fluid resuscitation requirements, lower the risk of certain complications, and shorten the length of hospital stay.
2.Qingjie Huagong Formula (清解化攻方) Combined with Conventional Western Medicine in the Treatment of Acute Pancreatitis:A Randomized,Double-Blind,Placebo-Controlled Trial
Xialan LAI ; Guozhong CHEN ; Xiaodong ZHU ; Weizhizi LI ; Xiping TANG ; Xiaoyi HUANG ; Dewen LI
Journal of Traditional Chinese Medicine 2026;67(19):2095-2102
ObjectiveTo investigate the clinical efficacy of oral/ gastric tube/ jejunal tube administration or retention enema of Qingjie Huagong Formula (清解化攻方, QHF) mirabilite abdominal bag external application combined with conventional western medicine in patients with acute pancreatitis (AP). MethodsA prospective, randomized, double-blind, placebo-controlled trial was conducted. A total of 128 AP patients were enrolled and randomly assigned to a control group and a treatment group, with 64 cases in each group. The control group received placebo and conventional western medicine, while the treatment group additionally received oral/ gastric tube/ jejunal tube administration or retention enema of QHF, and mirabilite abdominal bag external application. Both groups received treatment from admission to discharge as one complete course, with the maximum treatment duration not exceeding 14 days.The primary outcome was the severity grading of AP. Secondary outcomes were clinical efficacy, laboratory indicators including white blood cell count (WBC), C-reactive protein (CRP), procalcitonin (PCT), blood urea nitrogen (BUN), lactate (Lac), and D-dimer, gastrointestinal function recovery indicators including time to relief of abdominal pain, time to recovery of bowel sounds, and time to resumption of enteral nutrition, total fluid volume administered within 24 h after admission, intra-abdominal pressure, length of hospital stay, hospitalization costs, and incidence of complications. ResultsDuring the treatment period, 3 cases dropped out in the control group and 9 cases in the treatment group, leaving 116 cases for final analysis (55 in the treatment group and 61 in the control group). After treatment, the markedly effective rate and overall effective rate in the treatment group were 69.09% (38/55) and 92.73% (51/55), respectively, which was higher than 49.18% (30/61) and 80.33% (49/61) in the control group. The severity of the disease in the treatment group was significantly lower than that in the control group (P<0.05). Compared to the control group, the treatment group showed significantly reduced levels of WBC, CRP, PCT, BUN, Lac, and D-dimer; the time to relief of abdominal pain, time to recovery of bowel sounds, and time to resumption of enteral nutrition were significantly shortened; the fluid volume administered within 24 h after admission and intra-abdominal pressure were significantly reduced, as well as the length of hospital stay and hospitalization costs (P<0.05 or P<0.01). The incidences of acute kidney injury, systemic inflammatory response syndrome, and infected pancreatic necrosis in the treatment group were significantly lower than those in the control group (P<0.05). ConclusionQHF combined with conventional western medicine can significantly improve the inflammatory status of AP patients, promote gastrointestinal function recovery, reduce intra-abdominal pressure and fluid resuscitation requirements, lower the risk of certain complications, and shorten the length of hospital stay.
3.Exploration of the application of vehicle-mounted 5G remote mobile robotic surgical system in thyroid surgery
Meng WANG ; Wen TIAN ; Qingqing HE ; Guolou LI ; Jian ZHU ; Xiaodong MA ; Wei WEI ; Qiongqiong TAN ; Jinzhi HU ; Yingying WANG ; Peng ZHOU ; Gang WANG ; Yixin LIU ; Hejun WANG ; Yu LIU ; Lihu LIU
International Journal of Surgery 2025;52(1):28-32
Objective:To investigate the feasibility and safety of implementing a domestic vehicle-mounted remote mobile robotic surgical system in thyroid surgery applications, integrated with 5G communication technology.Methods:Using the main system located on the vehicle-mounted mobile robot operating platform of the 960th Hospital of PLA Joint Logistics Support Force and the slave system of Weifang Traditional Chinese Hospital, the remote radical thyroidectomy 5G communication technology, and analyze the clinical and information transmission data of two female patients who underwent remote mobile robot thyroid cancer surgery on October 21, 2024 at Weifang Traditional Chinese Medicine Hospital.Results:The remote radical thyroidectomy was conducted by the robosurgeons utilizing a vehicle-mounted mobile robotic surgical system, and the procedure was successfully completed without necessitating intermediate open surgery. The operation durations for patient 1 and patient 2 were 135 minutes and 108 minutes, respectively, with 7 and 13 lymph nodes dissected, respectively. The average delay in surgical data transmission was recorded at 61.9 milliseconds, with no instances of signal interruption or frame loss. The procedure proceeded smoothly, without any jamming, and the audio and video transmissions were consistently clear. Follow up for 21 days after surgery showed no complications such as hoarseness, skin damage, or lymphatic fistula.Conclusion:The implementation of a vehicle-mounted remote mobile robotic surgery system for thyroid surgery has demonstrated safety and feasibility. Furthermore, the utilization of the 5G network offers rapid data transmission and minimal latency, closely approximating the therapeutic efficacy of traditional robotic thyroidectomy.
4.Asiaticoside Alleviates Renal Fibrosis in Diabetic Nephropathy Rats by Regulating the Hippo-YAP/TAZ Signaling Pathway
Xiaodong ZHU ; Xiaoyu WANG ; Chuan JIANG ; Chengmei YANG ; Shumei SHI
Journal of Guangzhou University of Traditional Chinese Medicine 2025;42(6):1472-1477
Objective To observe the effects of asiaticoside on renal fibrosis in diabetic nephropathy(DN)rats by regulating the Hippo-yes-associated protein(YAP)/transcriptional co-activator with PDZ-binding motif(TAZ)signaling pathway.Methods A DN rat model was established by feeding a high-sugar and high-fat diet combined with intraperitoneal injection of streptozotocin(STZ).The successfully modeled rats were randomly divided into model group,low-and high-dose asiaticoside groups,and high-dose asiaticoside+XMU-MP-1(Hippo-YAP/TAZ pathway activator)group,with a normal group set as control.After group intervention,blood urea nitrogen(BUN),serum creatinine(SCr),fasting blood glucose(FBG),and 24-hour urinary protein levels were measured.Hematoxylin-eosin(HE)staining was used to observe renal histopathological changes,Masson staining was used to assess renal fibrosis,and Western Blot was used to detect the protein expressions of YAP and TAZ in renal tissue.Results Compared with the normal group,the model group showed disordered renal tissue structure,enlarged and irregular cystic cavities,enlarged renal tubules with thickened basement membranes,inflammatory cell infiltration,and significant collagen deposition in the glomeruli,renal tubules,and vascular walls.The levels of FBG,BUN,SCr,24-hour urinary protein,and the protein expressions of YAP and TAZ in renal tissue were significantly increased(P<0.05).Compared with the model group,the low-and high-dose asiaticoside groups showed significant improvement in renal tissue damage and fibrosis,with reduced levels of FBG,BUN,SCr,24-hour urinary protein,and decreased protein expressions of YAP and TAZ in renal tissue(P<0.05).Compared with the high-dose asiaticoside group,the high-dose asiaticoside+XMU-MP-1 group showed a reversal in all the above indicators.Conclusion Asiaticoside may alleviate renal fibrosis and improve renal injury in DN rats by inhibiting the Hippo-YAP/TAZ pathway.
5.Performance evaluation of a wearable steady-state visual evoked potential based brain-computer interface in real-life scenario.
Xiaodong LI ; Xiang CAO ; Junlin WANG ; Weijie ZHU ; Yong HUANG ; Feng WAN ; Yong HU
Journal of Biomedical Engineering 2025;42(3):464-472
Brain-computer interface (BCI) has high application value in the field of healthcare. However, in practical clinical applications, convenience and system performance should be considered in the use of BCI. Wearable BCIs are generally with high convenience, but their performance in real-life scenario needs to be evaluated. This study proposed a wearable steady-state visual evoked potential (SSVEP)-based BCI system equipped with a small-sized electroencephalogram (EEG) collector and a high-performance training-free decoding algorithm. Ten healthy subjects participated in the test of BCI system under simplified experimental preparation. The results showed that the average classification accuracy of this BCI was 94.10% for 40 targets, and there was no significant difference compared to the dataset collected under the laboratory condition. The system achieved a maximum information transfer rate (ITR) of 115.25 bit/min with 8-channel signal and 98.49 bit/min with 4-channel signal, indicating that the 4-channel solution can be used as an option for the few-channel BCI. Overall, this wearable SSVEP-BCI can achieve good performance in real-life scenario, which helps to promote BCI technology in clinical practice.
Brain-Computer Interfaces
;
Humans
;
Evoked Potentials, Visual/physiology*
;
Electroencephalography
;
Wearable Electronic Devices
;
Algorithms
;
Signal Processing, Computer-Assisted
;
Adult
;
Male
6.Clinical,imaging and pathological analysis of children with myofibroma
Xiaodong ZHU ; Xueying WANG ; Jing FAN ; Changjian LI ; Jun HU
Journal of Practical Radiology 2025;41(1):102-105
Objective To investigate the clinical,imaging,and pathological manifestations of myofibroma in children.Methods The data of 31 patients with myofibroma confirmed by pathology were analyzed retrospectively,and the imaging features were observed.Results Among the 31 cases,28 cases were treated with subcutaneous painless mass.There were 28 cases of single lesions and 3 cases of multiple lesions.There were 5 cases with calcification,13 cases with cystic degeneration,and 12 cases with capsules.The enhanced scan showed mild to moderate progressive enhancement in 8 cases,obvious uniform/uneven enhancement in 11 cases(obvious peripheral enhancement in 5 cases),and no obvious enhancement in 2 cases.Among them,26 cases were subcutaneous type,mainly manifested as subcutane-ous round mass,with uniform or uneven density/signal,and the enhancement was mainly mild to moderate progressive enhancement or obvious enhancement.There were 3 cases of intraosseous type,mainly manifested as expansive bone destruction,without periosteal reaction and sclerotic edge,with uniform density/signal and obvious enhancement.There were 2 cases of visceral type,mainly with obvious uneven mass enhancement.Conclusion The imaging findings of myofibroma are characteristic,especially the subcutaneous and intraosseous types,which are highly consistent with pathology.Preoperative imaging examination can clearly show the size,number,enhancement and visceral involvement of the lesions.
7.Experience summary of laparoscopes adhesiolysis for adhesive intestinal obstruction: a case series of 30 patients
Yanyun HONG ; Yang DONG ; Hailong JIN ; Kankai ZHU ; Xiaodong WANG ; Yang LI ; Jiren YU ; Xiaosun LIU
Chinese Journal of Postgraduates of Medicine 2025;48(9):788-791
Objective:To evaluate the safety and efficacy of laparoscopes adhesiolysis in the treatment of adhesive intestinal obstruction.Methods:A retrospective analysis was conducted on the clinical data of 30 patients with adhesive intestinal obstruction who underwent laparoscopes adhesiolysis at the First Affiliated Hospital, Zhejiang University School of Medicine between January 2021 and December 2024. The demographics, surgical parameters and postoperative complications were recorded.Results:Among the 30 patients, 16 were male and 14 were female, with age of (55.93 ± 13.83) years. A history of abdominal surgery was present in 25 patients (83.3%). Of the surgeries, 4 cases (13.3%) were performed as emergency procedures and 26 cases (86.7%) were elective. The operative time was (125.57 ± 48.25) min, and intraoperative blood loss was (26.17 ± 16.90) ml. The time to first flatus was (3.30 ± 1.95) d, the time to first oral intake was 4.00 (3.00, 5.00) d, the hospital stay was (24.23 ± 17.97) d, and the postoperative hospital stay was 11.50 (6.75, 18.75) d. The incision pain score 0 score was in 8 cases (26.7%), 1 score in 5 cases (16.7%), 2 scores in 10 cases (33.3%), 3 scores in 3 cases (10.0%), 4 scores in 3 cases (10.0%), and 5 scores in 1 case (3.3%). One case developed a postoperative wound infection. The patients were followed up for 1 year, 1 patient experienced recurrent incomplete intestinal obstruction due to widespread peritoneal metastasis from gastric cancer.Conclusions:Laparoscopes adhesiolysis is a safe and effective treatment for adhesive intestinal obstruction, offering advantages in terms of postoperative recovery and low complication rates. The continued use of minimally invasive techniques is recommended in the management of this condition.
8.Posterior minimally invasive surgery for treating paralytic scoliosis with pelvic obliquity in children following spinal cord injury
Yi CHEN ; Xiaodong QIN ; Zhong HE ; Zhen LIU ; Saihu MAO ; Benlong SHI ; Yong QIU ; Zezhang ZHU
Chinese Journal of Orthopaedics 2025;45(2):67-76
Objective:To compare the clinical efficacy of Minimally Invasive Surgery (MIS) and traditional Posterior Spinal Fusion (PSF) in treating children with paralytic scoliosis with pelvic obliquity (PSPO) following spinal cord injury.Methods:A retrospective analysis was conducted on the data of 25 patients with PSPO who underwent surgical treatment at the Drum Tower Hospital affiliated with Nanjing University Medical School from January 2017 to June 2023. The cohort included 4 males and 21 females, aged 12.3±2.8 years (range 9-14 years). Patients were divided into the MIS group (12 cases) and the PSF group (13 cases). Radiological parameters were measured preoperatively, postoperatively, and at the last follow-up. Surgical time, intraoperative blood loss, intraoperative blood transfusion volume, length of hospital stay, total hospitalization costs, and complications were recorded. The Scoliosis Research Society questionnaires-22 (SRS-22) Chinese version were used to assess patient satisfaction and efficacy.Results:There were no statistically significant differences between the MIS and PSF groups in age, gender, Risser sign, preoperative Cobb angle for scoliosis, pelvic tilt angle, or local kyphosis angle ( P>0.05). The MIS group demonstrated surgical time of 176±30 minutes, intraoperative blood loss of 300±70 ml, blood transfusion volume of 280±175 ml, and total hospitalization costs of 87'800± 13'300 yuan, all of which were lower than PSF group, with values of 280±91 minutes, 1'433±116 ml, 1'351±996 ml, and 14'8400±26'100 yuan, respectively. These differences were statistically significant ( t=3.789, P=0.001; t=29.328, P<0.001; t=3.667, P=0.001; t=7.271, P<0.001). In the MIS group, preoperative, postoperative, and last follow-up Cobb angles were 79.11°±6.74°, 35.86°±4.98°, and 36.27°±4.84° respectively; pelvic tilt angles were 24.79°±5.58°, 9.18°±3.32°, and 8.79°±2.94°; local kyphosis angles were 38.84°±4.18°, 12.96°±4.87°, and 11.43°±6.08°, respectively. Postoperative and last follow-up angles were significantly reduced compared to preoperative values, with statistically significant differences ( P<0.05). In the PSF group, preoperative, postoperative, and last follow-up Cobb angles were 82.06°±9.26°, 34.75°±5.14°, and 35.15°±5.04° respectively; pelvic tilt angles were 26.60°±6.21°, 10.12°±3.21°, and 9.91°±2.97°; local kyphosis angles were 40.92°±7.04°, 10.92°±7.26°, and 14.02°±5.58°, respectively. Differences from preoperative to postoperative measurements were statistically significant ( P<0.05). At the last follow-up, both groups showed no significant loss of scoliosis correction, and there were no statistically significant differences between the groups postoperatively or at the last follow-up ( P>0.05). In the MIS group, one case of superficial surgical site infection and one case of postoperative atelectasis occurred. In the PSF group, two cases of deep surgical site infection, one case of poor screw placement, and two cases were transferred to the ICU postoperatively due to excessive intraoperative bleeding. Preoperative SRS-22 total scores were 2.0±0.6 for PSF and 2.1±0.4 for MIS. Postoperative SRS-22 total scores (excluding satisfaction) were 3.0±0.5 for PSF and 2.9±0.3 for MIS. The within-group differences from preoperative to postoperative were statistically significant ( P<0.05), while the between-group differences from preoperative to postoperative were not statistically significant ( P>0.05). Conclusion:Compared to the PSF technique, MIS can shorten surgery time, reduce intraoperative blood loss and perioperative complications, and decrease hospitalization costs. MIS can achieve similar early clinical efficacy.
9.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.
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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