Objective: To investigate the factors influencing intraoperative blood transfusion in patients with hip fractures and to develop a machine learning (ML) model for predicting this risk. Methods: A total of 424 patients with hip fractures who underwent surgical treatment between November 2022 and March 2025 in our hospital were selected. Key feature variables of intraoperative blood transfusion risk were identified using the Boruta algorithm. Four different ML algorithms—support vector machine (SVM), linear discriminant analysis (LDA), mixed discriminant analysis (MDA), and extreme gradient boosting (XGBoost)—were used to develop predictive models for intraoperative blood transfusion risk. The predictive performance of the four ML models were evaluated using accuracy, precision, receiver operating characteristic (ROC) curves, precision-recall curves (PRC), precision-recall gain curves (PRGC), and F1 scores. Shapley additive interpretation (SHAP) was used to interpret the final model. Results: Among the 424 patients, 77(18.2%) received intraoperative blood transfusion. The Boruta algorithm identified albumin (ALB), activated partial thromboplastin time (APTT), types of anesthesia, types of fracture, and hemoglobin (Hb) as key feature variables for predicting intraoperative blood transfusion risk. In model evaluation, the SVM model outperforms the other three models across multiple metrics, including the area under the receiver operating characteristic curve (AUC), recall, recall gain, accuracy, precision, F1 score, and the area under the precision-recall curve (PRC-AUC). The SVM model, interpreted and visualized based on SHAP values, effectively predicted intraoperative blood transfusion risk in patients with hip fracture. A visual online application was developed based on the SVM model (https://pbo-nomogram.shinyapps.io/blood/). Conclusion: Preoperative low ALB and Hb levels, prolonged APTT, general anesthesia, and intertrochanteric fractures are risk factors for intraoperative blood transfusion in hip fracture patients. The risk prediction model for intraoperative blood transfusion constructed based on the SVM algorithm has optimal performance, which provides new ideas and methods for the clinical early identification of hip fracture patients with high transfusion risk and the implementation of targeted interventions.

As the most common phenotype of type 1 neurofibromatosis(NF1),plexiform neurofibromas(pNF)exhibit early asymptomatic presentation but multisite involvement,with a risk of progression.Imaging serves as vital tool for evaluation and management of NF1-associated pNF.The progresses of imaging for evaluating NF1-related pNF were reviewed in this article.

Objective To investigate the neuroprotective effect of TGP on PS rats and determine the impact on the Ste20-like proline/alanine-rich kinase/Na+-K+-Cl cotransport(SPAK/NKCC1)signaling pathway.Methods After PS model was successfully established in 60 male SD rats(7 weeks old),they were randomly divided into model group,low-and high-dose TGP groups,high-dose TGP+negative control group,and high-dose TGP+WNK3 overexpression group,with 12 rats in each group.Another 12 healthy rats served as the control group.After modeling,50 or 200 mg/kg TGP was given to the rats of corresponding groups intragastrically,the overexpression plasmids of WNK3 were given to the rats from the high-dose TGP+WNK3 overexpression group through tail vein injection,and same volume of normal saline was given to the control group.All of these agents were administrated once per day for 7 consecutive days.ELISA was applied to de-tect serum levels of IL-6,IL-1β,MDA and SOD.HE staining was applied to detect the pathological morphology of the substantia nigra region in brain tissue.TUNEL staining was used to observe neuronal apoptosis.Immunohistochemistry was conducted to measure the expression of α-synucle-in(α-syn),and Western blotting for the expression of Bax,Bcl-2 and SPAK/NKCC1 signaling pathway related proteins(WNK3,p-SPAK,SPAK,p-NKCC1 and NKCC1).Results Compared with the model group,the pathological damage of neurons in substantia nigra was reduced in low-and high dose TGP groups,reduced contents of IL-6,IL-1β and MDA,lower neuronal apoptotic rate,and declined expression of Bax,α-syn,WNK3,p-SPAK/SPAK,and p-NKCC1/NKCC1,but raised SOD content and Bcl-2 expression level(88.39±8.96 U/mg,119.57±12.01 U/mg vs 60.28±6.14 U/mg,P＜0.05;0.57±0.06,0.82±0.09 vs 0.38±0.04,P＜0.05).The intervention with WNK3 overexpression resulted in more severe pathological damage to neurons in the sub-stantia nigra,increased contents of IL-6,IL-1β and MDA,higher neuronal apoptotic rate,enhanced expression of Bax,α-syn,WNK3,p-SPAK/SPAK,and p-NKCC1/NKCC1,and reduced SOD con-tent and Bcl-2 expression level when compared with the high-dose TGP+negative control group(P＜0.05).Conclusion TGP exerts neuroprotective effects on PS rats,and its mechanism is re-lated to the inhibition of the SPAK/NKCC1 signaling pathway.

As the most common phenotype of type 1 neurofibromatosis(NF1),plexiform neurofibromas(pNF)exhibit early asymptomatic presentation but multisite involvement,with a risk of progression.Imaging serves as vital tool for evaluation and management of NF1-associated pNF.The progresses of imaging for evaluating NF1-related pNF were reviewed in this article.

Objective To quantify the mean fat fraction(FF)values of hip abductor muscles using the MR least squares estimation method of iterative water-fat separation(IDEAL-IQ)technique and to analyze the correlation between muscle fat infiltration and cartilage damage in hip osteoarthritis(HOA),age and gender.Methods Ninety-five patients with clinical symptoms of hip joint(HOA group)and volunteers(control group)underwent MRI conventional sequence and IDEAL-IQ sequence scans of the hip joint were selected.Hip cartilage damage was graded based on conventional MRI sequences(mild HOA group and severe HOA group),and the FF values of hip abductor muscles were measured for each group.ANOVA analysis and Pearson correlation tests were used to compare the differences between the groups and correlation analyses were performed.Results The FF values of hip abductor muscles in the mild HOA group and severe HOA group were significantly higher than those in the control group,with statistically significant differences(P＜0.05).There were correlations between the FF values of hip abductor muscles and the degree of HOA cartilage damage,age and gender(r=0.677,0.566,0.311).Conclusion The IDEAL-IQ technique can be used for quantitative research on muscle fat infiltration,and fat infiltration in hip abductor muscles is an important risk factor for HOA cartilage damage.

Objective:To identify the risk factors for postoperative pain and construct a risk prediction model and validate it in the patients with mixed hemorrhoids.Methods:In this case-control study, 231 mixed haemorrhoid patients at Suzhou Hospital affiliated to Nanjing University Shool of Medicine from October 2022 to February 2024 were selected as the study subjects and divided into model group( n=161) and validation group( n=70)in a ratio of 7∶3, and the patients in model group were divided into pain group( n=40)and non-pain group( n=121)based on their pain scores at 24 h postoperatively. Univariate analysis and binary logistic regression analysis were used to identify the risk factors for postoperative pain in the patients with mixed haemorrhoids, and a column-line diagram prediction model was plotted, the differentiation and consistency of the column-line diagram model were validated using receiver operating characteristic (ROC) curves and calibration curves, and the clinical benefit of the model was evaluated using the decision curve analysis. Results:The results of logistic regression analysis showed that male, preoperative anxiety score≥50, self-efficacy score <80, and external peeling and internal ligation were independent risk factors for postoperative pain in patients with mixed haemorrhoids ( P<0.05). The area under the ROC curve in model group was 0.745, Hosmer-Lemeshow test χ2=1.912, P=0.752; in validation group, the area under the ROC curve was 0.729, Hosmer-Lemeshow test χ2=1.635, P=0.651, and the calibration curve was in good agreement with the actual curve, with good model consistency; the results of the decision curve analysis showed that, when interventions were conducted within the probability range of 0.1 to 0.9 for predicting postoperative pain in patients with mixed hemorrhoids, the clinical benefit was increased. Conclusions:Male, preoperative anxiety score≥50, self-efficacy score <80, and external peeling and internal ligation are independent risk factors for postoperative pain in patients with mixed haemorrhoids, and the column-line graph prediction model of postoperative pain constructed has good differentiation and consistency and high clinical benefit.

The clinical characteristics, diagnosis and treatment process of a patient with type Ⅰ sialidosis (ST-1) caused by a homozygous mutation in the NEU1 gene who was missed diagnosis for 5 years were retrospectively analyzed to improve the understanding of the disease. A 16-year-old female patient presented with episodic limb shaking for more than 5 years and single generalised tonic-clonic seizure. Electroencephalogram (EEG) tests conducted at external hospital did not show any abnormalities, and head magnetic resonance imaging (MRI) showed general normality. Multiple antiepileptic drugs could not control the attack and the symptoms gradually worsened. After admission, the patient was found to have symptoms of easy wrestling and decreased vision, as well as signs of nystagmus and ataxia. The reexamination of the EEG showed extensive spike-and-slow complexes, and the brain MRI showed cerebellar atrophy. Furthermore, the whole-exome gene testing revealed the c.544A>G homozygous mutation in the NEU1 gene, leading to the diagnosis of ST-1. Levetiracetam tablets and clonazepam were given to improve the patient′s symptoms. During the follow-up, sleep improved compared to before, and myoclonus was significantly reduced. Therefore, patients with recurrent myoclonus, ataxia, and visual impairment without cognitive impairment should be aware of the possibility of sialidosis. Genetic testing plays an important role in the diagnosis of sialidosis.

Objective:To evaluate the safety, and feasibility of transoral robot-assisted retropharyngeal lymph node (RPLN) dissection.Methods:Clinical data of head and neck cancer patients who underwent transoral robot-assisted RPLN dissection at the Department of Otorhinolaryngology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, and Sun Yat-sen University Cancer Centre from December 2017 to March 2024 were retrospectively analyzed. A total of 35 patients(22 males, 13 females, aged 47.4±13.4 years old) with RPLN metastases from head and neck cancer, including 20 cases of nasopharyngeal cancer, 9 cases of thyroid cancer, 2 cases of salivary adenocarcinoma, 2 cases of tonsil cancer, and 2 cases of hypopharyngeal cancer. Operation time, intraoperative bleeding and complications, postoperative nasogastric tube retention time, hospital stay and complications were evaluated. Statistical analysis was performed using SPSS 22.0 software.Results:All patients successfully received transoral robot-assisted RPLN dissection without intermediate open surgery, with removals of 2 (1, 3) RPLNs. The total operation time was 130 (102, 210) minutes. The intraoperative bleeding was 50 (20, 100) ml, and there was no major bleeding or organ damage during the operation. Prophylactic tracheotomy was performed in 8 cases, and postoperatively nasogastric tubes were left in 22 patients, with retention time of 10.5 (7.5, 14.0) days. Postoperative hospital stay was 5 (4, 9) days. Postoperative complications included incision dehiscence in 4 cases and dysphagia in 4 cases. The median postoperative follow-up was 23.4 months, with progression or recurrence in 5 patients, including regional recurrence in 3 patients, lung metastasis in 1 patient, and bone metastasis in 1 patient. The 2-year regional failure-free survival and disease-free survival rates were 91.43% and 85.71%, respectively.Conclusion:Transoral robot-assisted RPLN dissection is a safe and feasible surgical method with less trauma, fewer complications, and higher safety. Patients need to be carefully selected at the initial stage of application.

Objective:To explore the safety, effectiveness, and short-term outcomes of transoral robotic surgery (TORS) for supraglottic laryngeal cancer.Methods:A retrospective analysis was conducted on patients with supraglottic laryngeal cancer who underwent TORS at Sun Yat-sen Memorial Hospital of Sun Yat-sen University, Tongji Hospital of Tongji Medical College of Huazhong University of Science and Technology, Eye Ear Nose and Throat Hospital of Fudan University, and the First Affiliated Hospital of China Medical University between January 2018 and April 2024. Data on operative time, intraoperative blood loss, postoperative hospital stay, perioperative tracheostomy, nasogastric feeding, complications, and short-term follow-up were analyzed. Statistical analysis was performed using Python.Results:A total of 27 patients with supraglottic laryngeal cancer were included from the four centers, including 24 males and 3 females, with a median age of 66 (65, 68) years [ M( Q1, Q3), same below]. There were 26 cases of squamous cell carcinoma and 1 case of adenoid cystic carcinoma.The TNM staging included T1 in 10 cases (37.04%), T2 in 13 cases (48.15%), and T3 in 4 cases (14.81%); N0 in 14 cases (51.85%), N1 in 7 cases (25.93%), and N2 in 6 cases (22.22%). The Da Vinci Si system was used in 23 cases, and the Da Vinci Xi in 4 cases. The robotic surgical time was 53 (30, 58) min. Concurrent neck dissection was performed in 25 cases, neoadjuvant therapy was given preoperatively in 8 cases (29.63%), and postoperative radiotherapy was administered in 13 cases (48.15%). Tracheostomy was performed in 11 cases (40.74%). Nasogastric tube placement was required in 23 cases (85.19%), with a median duration of 16 (12, 21) days. The postoperative hospital stay was 9.19±4.07 days. The median follow-up time was 12 (3, 30) months. Local recurrence occurred in 2 cases. The 3-year overall survival rate was 100%, and the 3-year disease-free survival rate was 94.1%. Conclusion:With appropriate patient selection, TORS for supraglottic laryngeal cancer demonstrates satisfactory short-term outcomes, thereby offering advantages in safety, efficacy, and minimal invasiveness, which can be considered a new treatment option for this condition.

Objective:To evaluate the clinical efficacy of transoral robotic surgery (TORS) in the treatment of malignant tongue base tumors.Methods:A multicenter study was conducted to collect and analyze the clinical data of patients with malignant tongue base tumors who underwent TORS at five otolaryngology-head and neck surgery centers in China, including Eye Ear Nose and Throat Hospital of Fudan University, Sun Yat-sen University Cancer Center, Tongji Hospital of Huazhong University of Science and Technology, Sun Yat-sen Memorial Hospital of Sun Yat-sen University, and the First Affiliated Hospital of China Medical University between January 2017 and January 2023. Among the patients, 38 were males and 11 were females, with a mean age of 59.0±8.8 years. Baseline characteristics, complications, and follow-up data were compared between groups. Independent sample t-tests or Mann-Whitney U tests was used for comparisons of continuous variables; chi-square tests or Fisher′s exact tests was applied for categorical variables. Survival analysis was performed using the Kaplan-Meier method to calculate overall survival and disease-free survival, and differences between groups were compared using the log-rank test. Results:Among the 49 patients, 41 (83.7%) were diagnosed with squamous cell carcinoma (SCC), with a p16 positive rate of 51.2% (21/41). There were no statistically significant differences between the p16-positive group ( n=21) and the p16-negative group ( n=20) in age, sex, or postoperative bleeding (all P>0.05). However, there was a significant difference in TNM stage between the two groups ( χ2=14.556, P=0.020), with the p16-positive group predominantly in stage I (66.7%) and the p16-negative group primarily in stages Ⅲ and Ⅳ (40.0% and 30.0%, respectively). The postoperative tracheotomy rate was 30.6% (15/49), and the incidence of postoperative bleeding was 6.1% (3/49). The 1-year and 3-year overall survival rates were 98.0% and 92.5%, respectively, while, the 1-year and 3-year disease-free survival rates were 89.2% and 84.9%, respectively. No significant differences were observed between the p16-positive and p16-negative groups in 3-year overall survival (100% vs. 83.8%, χ2=1.093, P=0.518) or 3-year disease-free survival (68.2% vs. 88.9%, χ2=2.161, P=0.382). Conclusion:TORS for malignant tongue base tumors demonstrates high clinical safety and favorable oncological outcomes.