BACKGROUND: Postoperative pulmonary complications (PPCs) are major adverse events in neurosurgical patients. This study aimed to develop and validate machine learning models predicting PPCs after neurosurgery. METHODS: PPCs were defined according to the European Perioperative Clinical Outcome standards as occurring within 7 postoperative days. Data of cases meeting inclusion/exclusion criteria were extracted from the anesthesia information management system to create three datasets: The development (data of Huashan Hospital, Fudan University from 2018 to 2020), temporal validation (data of Huashan Hospital, Fudan University in 2021) and external validation (data of other three hospitals in 2023) datasets. Machine learning models of six algorithms were trained using either 35 retrievable and plausible features or the 11 features selected by Lasso regression. Temporal validation was conducted for all models and the 11-feature models were also externally validated. Independent risk factors were identified and feature importance in top models was analyzed. RESULTS: PPCs occurred in 712 of 7533 (9.5%), 258 of 2824 (9.1%), and 207 of 2300 (9.0%) patients in the development, temporal validation and external validation datasets, respectively. During cross-validation training, all models except Bayes demonstrated good discrimination with an area under the receiver operating characteristic curve (AUC) of 0.840. In temporal validation of full-feature models, deep neural network (DNN) performed the best with an AUC of 0.835 (95% confidence interval [CI]: 0.805-0.858) and a Brier score of 0.069, followed by Logistic regression (LR), random forest and XGBoost. The 11-feature models performed comparable to full-feature models with very close but statistically significantly lower AUCs, with the top models of DNN and LR in temporal and external validations. An 11-feature nomogram was drawn based on the LR algorithm and it outperformed the minimally modified Assess respiratory RIsk in Surgical patients in CATalonia (ARISCAT) and Laparoscopic Surgery Video Educational Guidelines (LAS VEGAS) scores with a higher AUC (LR: 0.824, ARISCAT: 0.672, LAS: 0.663). Independent risk factors based on multivariate LR mostly overlapped with Lasso-selected features, but lacked consistency with the important features using the Shapley additive explanation (SHAP) method of the LR model. CONCLUSIONS: The developed models, especially the DNN model and the nomogram, had good discrimination and calibration, and could be used for predicting PPCs in neurosurgical patients. The establishment of machine learning models and the ascertainment of risk factors might assist clinical decision support for improving surgical outcomes. TRIAL REGISTRATION ChiCTR 2100047474; https://www.chictr.org.cn/showproj.html?proj=128279 .
Adult ; Aged ; Female ; Humans ; Male ; Middle Aged ; Algorithms ; Lung Diseases/etiology* ; Machine Learning ; Neurosurgical Procedures/adverse effects* ; Postoperative Complications/diagnosis* ; Risk Factors ; ROC Curve

Objective:To analyze the clinical characteristics and prognosis of primary autoimmune cerebellar ataxia (PACA) patients with autoantibodies.Methods:Patients from the Department of Neurology, Peking Union Medical College Hospital (from March 2013 to December 2023) who met the modified diagnostic criteria of PACA were collected. Cell based assay and tissue based assay were used to detect anti-cerebellar antibodies. The clinical features, results of neuroimaging, cerebrospinal fluid examinations and the prognosis of the patients were analyzed. Modified Rankin Scale (mRS) score≤2 at the last follow-up was defined as a favorable prognosis. Exacerbation of cerebellar ataxia after clinical improvement or stabilization for at least 2 months was defined as relapse.Results:A total of 20 patients were included, including 7 males. The onset age was 48.4 (22.8, 59.3) years. Gait ataxia was the most common cerebellar symptom. Extracerebellar neurological abnormalities included pyramidal sign, peripheral neuropathy/radiculopathy and diplopia. Elevated cerebrospinal fluid white blood cells and positive specific oligoclonal bands were observed in 4/16 and 7/15 of patients, respectively. The brain magnetic resonance imaging examination of the patients showed that 8 patients had no obvious abnormalities, 9 patients showed cerebellar atrophy, and 3 patients showed abnormal signals in the brain or cerebellum. A total of 9 different anti-cerebellar antibodies were detected in the patient′s serum and (or) cerebrospinal fluid, with the most common being anti-Homer-3 antibodies ( n=7). After immunotherapy, 13/17 of patients improved. After 37.5 (21.0, 93.0) months of follow-up, the median mRS score of the patients was 3, and 8 patients (8/20) achieved good prognosis and 6 patients experienced disease recurrence. Conclusions:The clinical manifestations of PACA patients have certain heterogeneity, and positive anti-neuroantibodies and meeting PACA diagnostic criteria are the main basis for diagnosing the disease. Immunotherapy is effective for most patients, but there is still a considerable proportion of patients who have not achieved a good long-term functional prognosis.

Objective:To compare postoperative inflammatory markers and surgical outcomes between open reduction and internal fixation versus double reverse traction closed reduction and percutaneous internal fixation for tibial plateau fractures.Methods:A retrospective analysis was conducted of the data of 229 patients with tibial plateau fracture who had been admitted to Department of Orthopaedic Surgery, The Third Hospital of Hebei Medical University from January 2023 to December 2023. There were 155 males and 74 females with an age of (48.7±10.9) years. According to the surgical methods, the patients were divided into 2 groups. A conventional group of 87 cases were treated by open reduction and internal fixation while a minimally invasive group of 142 cases treated with double reverse traction closed reduction and percutaneous internal fixation. The 2 groups were compared in terms of hematological indexes [white blood cell count (WBC), neutrophil count (NEUT), lymphocyte count (LYM), monocyte count (Mono), platelet count (PLT), and albumin (ALB)] and composite inflammatory indexes [neutrophil to lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), systemic immune-inflammatory index (SII), systemic inflammatory response index (SIRI)] before operation and on the first day after operation, intraoperative blood loss, operation time, fracture healing time, Hospital for Special Surgery (HSS) knee score and incidence of thrombosis.Results:There were no significant differences in baseline characteristics or treatment variables between the 2 groups, indicating comparability ( P > 0.05). All the 229 patients were followed up for (16.5±2.8) months. In each group, comparisons between preoperation and postoperation showed that LYM and ALB significantly decreased while WBC, NEUT, Mono, PLT, NLR, PLR, SII and SIRI significantly increased on the first day after operation ( P < 0.05). Preoperatively, there were no significant differences between the 2 groups in terms of hematological or composite inflammatory indexes ( P > 0.05). On the first day after operation, there was no significant difference in WBC, NEUT, LYM, ALB or NLR between the 2 groups ( P > 0.05), but Mono, PLT, PLR, SII and SIRI in the minimally invasive group were significantly lower than those in the conventional group ( P < 0.05). The intraoperative blood loss, operation time, fracture healing time, HSS knee score and incidence of thrombosis in the minimally invasive group were significantly better than those in the conventional group ( P < 0.05). Conclusion:In the treatment of tibial plateau fractures, compared with conventional open reduction and internal fixation, double reverse traction closed reduction and percutaneous internal fixation shows obvious advantages in reducing inflammatory indicators and leads to better surgical outcomes.

Objective To investigate the effect of field angle on the results of in vivo dose validation of electronic portal imaging device(EPID)in patients.Methods Design the mold test and analyze the influence of different mold thicknesses and different frame angles on the 2D γ pass rate.Twenty-three patients who un-derwent radiotherapy in the Department of Radiotherapy of Jinhua Municipal Central Hospital from January to June 2023 were selected as the research object.In vivo dose verification was carried out during treatment to obtain 2D γ pass rate using same-day sector beam CT(FBCT)of planned CT and executive image guided(IG-RT)as reference images,and the influence of field angle on pass rate was analyzed.Results When the frame angle was unchanged,the area of the shooting field was larger than 17 cm×17 cm,and the 2D γ passing rate decreased with the increase of the thickness.The frame angle had no effect on the 2D γ pass rate when the mold thickness was constant.In clinical treatment data,the passage rate of 2D γ near 0°/180° was higher than that near 90°/270°(P＜0.05),and the passage rate near 90°/270° in the FBCT group was higher than that in the IGRT group(P＜0.05).The median passing rate of 3 mm 2D γ was 97.97％in 3％of the 23 patients.The non-IGRT group was 96.81％,the IGRT group was 97.89％,the FBCT group was 98.94％.There was a statistically significant difference in 2D γ passing rate between the non-IGRT group and the IGRT group(Z=-5.083,P＜0.05),and there was a statistically significant difference in 2D γ passing rate between the IGRT group and the FBCT group(Z=-10.657,P＜0.05).Conclusion Clinically,the difference of pass rate in vi-vo dose verification at different rack angles is mainly due to the difference of images within and between ses-sions.Using same-day FBCT as the reference image for in-vivo dose verification can improve the accuracy of pass rate and eliminate the influence of image difference between sessions.

Botulinum toxin poisoning can lead to severe health crises, and multidisciplinary collaboration is crucial for rapid diagnosis and emergency treatment. This article reported a case of a 21-year-old female patient who developed symptoms of botulinum toxin poisoning 4 days after receiving botulinum toxin type A through an unofficial route. Significant symptomatic improvement was observed 9 days after the onset of poisoning following botulinum antitoxin treatment. Through a case report and a review of neurophysiological literature, the role of neurophysiological examinations in aiding diagnosis was analyzed, providing a scientific basis for clinical treatment..

Objective:To analyze the clinical characteristics and prognosis of primary autoimmune cerebellar ataxia (PACA) patients with autoantibodies.Methods:Patients from the Department of Neurology, Peking Union Medical College Hospital (from March 2013 to December 2023) who met the modified diagnostic criteria of PACA were collected. Cell based assay and tissue based assay were used to detect anti-cerebellar antibodies. The clinical features, results of neuroimaging, cerebrospinal fluid examinations and the prognosis of the patients were analyzed. Modified Rankin Scale (mRS) score≤2 at the last follow-up was defined as a favorable prognosis. Exacerbation of cerebellar ataxia after clinical improvement or stabilization for at least 2 months was defined as relapse.Results:A total of 20 patients were included, including 7 males. The onset age was 48.4 (22.8, 59.3) years. Gait ataxia was the most common cerebellar symptom. Extracerebellar neurological abnormalities included pyramidal sign, peripheral neuropathy/radiculopathy and diplopia. Elevated cerebrospinal fluid white blood cells and positive specific oligoclonal bands were observed in 4/16 and 7/15 of patients, respectively. The brain magnetic resonance imaging examination of the patients showed that 8 patients had no obvious abnormalities, 9 patients showed cerebellar atrophy, and 3 patients showed abnormal signals in the brain or cerebellum. A total of 9 different anti-cerebellar antibodies were detected in the patient′s serum and (or) cerebrospinal fluid, with the most common being anti-Homer-3 antibodies ( n=7). After immunotherapy, 13/17 of patients improved. After 37.5 (21.0, 93.0) months of follow-up, the median mRS score of the patients was 3, and 8 patients (8/20) achieved good prognosis and 6 patients experienced disease recurrence. Conclusions:The clinical manifestations of PACA patients have certain heterogeneity, and positive anti-neuroantibodies and meeting PACA diagnostic criteria are the main basis for diagnosing the disease. Immunotherapy is effective for most patients, but there is still a considerable proportion of patients who have not achieved a good long-term functional prognosis.

Objective:To compare postoperative inflammatory markers and surgical outcomes between open reduction and internal fixation versus double reverse traction closed reduction and percutaneous internal fixation for tibial plateau fractures.Methods:A retrospective analysis was conducted of the data of 229 patients with tibial plateau fracture who had been admitted to Department of Orthopaedic Surgery, The Third Hospital of Hebei Medical University from January 2023 to December 2023. There were 155 males and 74 females with an age of (48.7±10.9) years. According to the surgical methods, the patients were divided into 2 groups. A conventional group of 87 cases were treated by open reduction and internal fixation while a minimally invasive group of 142 cases treated with double reverse traction closed reduction and percutaneous internal fixation. The 2 groups were compared in terms of hematological indexes [white blood cell count (WBC), neutrophil count (NEUT), lymphocyte count (LYM), monocyte count (Mono), platelet count (PLT), and albumin (ALB)] and composite inflammatory indexes [neutrophil to lymphocyte ratio (NLR), platelet-to-lymphocyte ratio (PLR), systemic immune-inflammatory index (SII), systemic inflammatory response index (SIRI)] before operation and on the first day after operation, intraoperative blood loss, operation time, fracture healing time, Hospital for Special Surgery (HSS) knee score and incidence of thrombosis.Results:There were no significant differences in baseline characteristics or treatment variables between the 2 groups, indicating comparability ( P > 0.05). All the 229 patients were followed up for (16.5±2.8) months. In each group, comparisons between preoperation and postoperation showed that LYM and ALB significantly decreased while WBC, NEUT, Mono, PLT, NLR, PLR, SII and SIRI significantly increased on the first day after operation ( P < 0.05). Preoperatively, there were no significant differences between the 2 groups in terms of hematological or composite inflammatory indexes ( P > 0.05). On the first day after operation, there was no significant difference in WBC, NEUT, LYM, ALB or NLR between the 2 groups ( P > 0.05), but Mono, PLT, PLR, SII and SIRI in the minimally invasive group were significantly lower than those in the conventional group ( P < 0.05). The intraoperative blood loss, operation time, fracture healing time, HSS knee score and incidence of thrombosis in the minimally invasive group were significantly better than those in the conventional group ( P < 0.05). Conclusion:In the treatment of tibial plateau fractures, compared with conventional open reduction and internal fixation, double reverse traction closed reduction and percutaneous internal fixation shows obvious advantages in reducing inflammatory indicators and leads to better surgical outcomes.

Botulinum toxin poisoning can lead to severe health crises, and multidisciplinary collaboration is crucial for rapid diagnosis and emergency treatment. This article reported a case of a 21-year-old female patient who developed symptoms of botulinum toxin poisoning 4 days after receiving botulinum toxin type A through an unofficial route. Significant symptomatic improvement was observed 9 days after the onset of poisoning following botulinum antitoxin treatment. Through a case report and a review of neurophysiological literature, the role of neurophysiological examinations in aiding diagnosis was analyzed, providing a scientific basis for clinical treatment..

Objective:To analyze the clinical characteristics and prognosis of patients with stiff-person syndrome (SPS) associated with glutamic acid decarboxylase (GAD) antibodies.Methods:A retrospective analysis was conducted on demographic characteristics, clinical manifestations, auxiliary examination results, treatment, and prognosis of patients with GAD antibody-related SPS treated at Peking Union Medical College Hospital from January 2015 to July 2023.Results:A total of 33 patients were included, comprising 26 females (78.8%) and 7 males (21.2%), with an onset age of (42±12) years and a disease duration of 24.0 (10.5, 37.5) months. Two cases (6.1%) were diagnosed with tumors, including 1 case with invasive thymoma and 1 case with small cell lung cancer. The majority of patients (87.9%, 29/33) presented with stiffness of trunk and proximal limb muscles, 42.4% (14/33) of patients exhibited episodic spasm, and 54.5% (18/33) of patients were triggered by stimuli such as sound and light. Babinski or Chaddock reflexes were elicited in 33.3% (11/33) of patients. Some patients (36.4%, 16/33) had concurrent limbic encephalitis/epilepsy or cerebellar ataxia (referred to as complex SPS). The median cerebrospinal fluid (CSF) white blood cell count was 2×10 6/L [quartile: 1×10 6/L, 6×10 6/L; range: (0-30)×10 6/L], with mild elevation in 28.0% (7/25) of patients. Multi-channel surface electromyography in 14 out of 21 cases (66.7%) suggested synchronous contraction of agonist and antagonist muscles in a relaxed state. The modified Rankin Scale (mRS) score during the acute phase was 4 (3, 4). All patients received treatment with benzodiazepines or baclofen. Thirty patients (90.9%, 30/33) received first-line immunotherapy, 3 patients (9.1%, 3/33) received second-line immunotherapy with rituximab, and 14 (42.4%, 14/33) received mycophenolate mofetil as long-term immunotherapy. The follow-up period was 16 (10, 42) months, with a median best mRS score of 2; 66.7% (22/33) of patients had a favorable functional prognosis (mRS score≤2), and the recurrence rate was 30.0% (9/30). At the last follow-up, the median mRS score was 2, and 53.3% (16/30) of patients had a favorable functional prognosis. Prognosis was not significantly correlated with gender, age, clinical type, or CSF white blood cell level (all P>0.05). Conclusions:SPS is one of the main clinical phenotypes of GAD antibody-related neuroimmune diseases, commonly observed in middle-aged women, and exhibits a chronic progressive course. Only a minority of patients have concomitant tumors. The diagnosis relies on typical symptoms, GAD antibody testing, and electromyography examination. The initial immune therapy yields good results, but the prognosis for recurrent patients is poor.

A three-dimensional(3D)medical image segmentation network(CA-SegResNet)which incorporates a 3D coordinate attention mechanism is proposed to address the issue of segmenting identified vertebral bones from spinal computed tomography(CT)images.The network extracts image features through a deep residual convolutional neural network and fuses the feature maps from each encoder layer with the input of the corresponding decoder layer.Subsequently,a 3D coordinate attention module is introduced to capture inter-channel relationships as well as directional and positional information,establishing long-range dependencies across different spatial directions,thereby enabling precise segmentation of the identified vertebral bones.For the segmentation tasks involving the identified cervical vertebra(the 7th cervical vertebra)and the identified thoracic vertebra(the 12th thoracic vertebra)across 105 cases,CA-SegResNet achieves average Dice similarity coefficients(DSC)of 0.934 5 and 0.918 9 on the test set,with average Hausdorff distances(HD)of 7 and 8 mm.Compared with U-Net results,the average DSC is improved by 0.014 5 and 0.0463,while average HD is reduced by 176 and 388 mm.The results demonstrate that the network can realize the precise segmentation of identified vertebral bones from CT images.