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 investigate the effect of health failure mode and effect analysis(HFMEA)in optimizing the management process of postoperative diabetes insipidus in children undergoing neurosurgery.Methods Based on HFMEA,a management flowchart for postoperative diabetes insipidus in children undergoing neurosurgery was created.Brainstorming was adopted to identify failure modes in the workflow,analyze risk factors,and develop improvement measures,thereby refining the management flowchart.The amelioration and prognosis of diabetes insipidus in these children before(October 2022 to November 2023)and after(January 2024 to February 2025)implementation of the management flowchart were compared.Results The HFMEA-based management process for postoperative diabetes insipidus in children undergoing neurosurgery alleviated the symptoms of diabetes insipidus regarding the number of diabetes insipidus in the pediatric intensive care unit(P=0.006),the average daily urine output in the pediatric intensive care unit(P=0.001),the proportion of electrolyte abnormalities at discharge/transfer(P=0.037),the duration of mechanical ventilation(P=0.007),and the length of stay in the intensive care unit(P=0.001).Conclusion The HFMEA-based management process for postoperative diabetes insipidus in children undergoing neurosurgery is beneficial to the optimization of the management process,the alleviation of postoperative diabetes insipidus,and the improvement of prognosis in these children.
Humans ; Diabetes Insipidus/etiology* ; Neurosurgical Procedures/adverse effects* ; Child ; Postoperative Complications/therapy* ; Healthcare Failure Mode and Effect Analysis ; Intensive Care Units, Pediatric ; Risk Factors

INTRODUCTIONPostoperative cerebrospinal fluid (CSF) leak is a serious complication following transsphenoidal surgery for which elevated body mass index (BMI) has been implicated as a risk factor, albeit only in two recent North American studies. Given the paucity of evidence, we sought to determine if this association holds true in an Asian population, where the BMI criteria for obesity differ from the international standard.

METHODSA retrospective study of 119 patients who underwent 123 transsphenoidal procedures for sellar lesions between May 2000 and May 2012 was conducted. Univariate and multivariate logistic regression analyses were performed to investigate the impact of elevated BMI and other risk factors on postoperative CSF leak.

RESULTS10 (8.1%) procedures in ten patients were complicated by postoperative CSF leak. The median BMI of patients with postoperative leak following transsphenoidal procedures was significantly higher than that of patients without postoperative CSF leak (27.0 kg/m vs. 24.6 kg/m; p = 0.018). Patients categorised as either moderate or high risk under the Asian BMI classification were more likely to suffer from a postoperative leak (p = 0.030). Repeat procedures were also found to be significantly associated with postoperative CSF leak (p = 0.041).

CONCLUSIONElevated BMI is predictive of postoperative CSF leak following transsphenoidal procedures, even in an Asian population, where the definition of obesity differs from international standards. Thus, BMI should be considered in the clinical decision-making process prior to such procedures.

Adolescent ; Adult ; Aged ; Aged, 80 and over ; Anthropometry ; Asian Continental Ancestry Group ; Body Mass Index ; Body Weight ; Cerebrospinal Fluid Leak ; diagnosis ; Cerebrospinal Fluid Rhinorrhea ; diagnosis ; Female ; Humans ; Male ; Middle Aged ; Multivariate Analysis ; Neurosurgical Procedures ; adverse effects ; Obesity ; classification ; Postoperative Complications ; Postoperative Period ; Regression Analysis ; Retrospective Studies ; Risk Factors ; Singapore ; Young Adult

Ischemic neurological injury is the most feared complication of spinal deformity surgery.In recent years, more attention has been paid to ischemic neurological injury during spinal deformity surgery including causes, risk factors, and prevention. The direct and indirect causes of ischemic neurological injury contains ligature of the segmental arteries, perioperative bleeding and excessive stretching or shortening of the spinal cord.Those patients at greatest risk for paraplegia following diagnosis of thoracic kyphosis or kyphoscoliosis, unilateral vessel ligation, perioperative hypotension, and extensive anterior and posterior surgery. Keeping reasonable mean arterial pressure and multimodal intraoperative monitoring may effectively prevent ischemic neurologic injury during surgery for spinal deformity.
Arteries ; Humans ; Ischemia ; physiopathology ; Kyphosis ; surgery ; Ligation ; Monitoring, Intraoperative ; Neurosurgical Procedures ; adverse effects ; Paraplegia ; Risk Factors ; Scoliosis ; surgery ; Spinal Cord Injuries

PURPOSE: Comatose elderly patients with acute neurological illness have a great risk of deep vein thrombosis (DVT). In this study, the incidence of DVT and the effectiveness of early initiation of treatment were evaluated in those patients. MATERIALS AND METHODS: Total 323 patients were admitted to our ward due to neurological diseases in one year, and 43 patients, whose Glasgow Coma Scale was < or =11 and who was older than > or =60 years, were included in this study. D-dimer was measured on admission and day 7, and lower-extremity ultrasonography was performed on day 7. When DVT was positive, heparin treatment was initiated, and further evaluation of pulmonary embolism (PE) was conducted. Vena cava filter protection was inserted in PE-positive patients. Incidence of DVT and PE, alteration of D-dimer value, and effect of heparin treatment were analyzed. RESULTS: DVT was positive in 19 (44.2%) patients, and PE was in 4 (9.3%). D-dimer was significantly higher in DVT-positive group on day 7 (p<0.01). No DVT were identified in patients with ischemic disease, while 66.7% of intracerebral hemorrhage and 53.3% of brain contusion patients were DVT positive. Surgery was a definite risk factor for DVT, with an odds ratio of 5.25. DVT and PE disappeared by treatment in all cases, and no patients were succumbed to the thrombosis. CONCLUSION: Patients with hemorrhagic diseases or who undergo operation possess high risk of DVT, and initiation of heparin treatment in 7 days after admission is an effective prophylaxis for DVT in comatose elderly patients without causing bleeding.
Acute Disease ; Aged ; Anticoagulants/adverse effects/therapeutic use ; Antifibrinolytic Agents/therapeutic use ; *Coma ; Female ; Fibrin Fibrinogen Degradation Products/therapeutic use ; Hemorrhage/*epidemiology ; Heparin/adverse effects/therapeutic use ; Humans ; Incidence ; Japan/epidemiology ; Lower Extremity ; Male ; Middle Aged ; Nervous System Diseases/epidemiology ; Neurosurgical Procedures/*adverse effects ; Pulmonary Embolism/*complications/epidemiology/prevention & control ; Risk Factors ; Venous Thrombosis/epidemiology/*etiology/prevention & control

To seek a reasonable microsurgical technique for dorsal wall aneurysms in the internal carotid artery (ICA), and to evaluate its efficacy.
 Methods: A total of 21 patients with dorsal wall aneurysms in the ICA who received microsurgical techniques were retrospectively analyzed. The directive surgical clapping was applied for saccular aneurysm, while the techniques of stitching and wrapping, simple wrapping, and trapping with extracranial-intracranial bypass were used for cystic and blood blister false aneurysms.
 Results: One patient died after operation, 1 patient suffered rebleeding and gave up treatment, the remaining 19 patients achieved saticfactory outcomes.
 Conclusion: According to types of aneurysm wall, the different microsurgical treatments should be applied, and good outcomes can be achieved for patients with dorsal wall aneurysms in the ICA.
Adult ; Aneurysm, False ; surgery ; Carotid Artery, Internal ; surgery ; Female ; Humans ; Intracranial Aneurysm ; mortality ; surgery ; Male ; Microsurgery ; adverse effects ; methods ; mortality ; Middle Aged ; Neurosurgical Procedures ; adverse effects ; Postoperative Hemorrhage ; etiology ; Retrospective Studies ; Treatment Outcome

No abstract available.
Angiogenesis Inhibitors/*therapeutic use ; Bevacizumab/*therapeutic use ; Choroid/*blood supply ; Ciliary Arteries/pathology ; Fluorescein Angiography ; Humans ; Intravitreal Injections ; Ischemia/*drug therapy/etiology/physiopathology ; Male ; Meningeal Neoplasms/surgery ; Meningioma/surgery ; Neurosurgical Procedures/*adverse effects ; Retinal Detachment/*drug therapy/etiology/physiopathology ; Subretinal Fluid ; Vascular Endothelial Growth Factor A/antagonists & inhibitors ; Visual Acuity/physiology ; Young Adult

Tension pneumocephalus is a rare but treatable neurosurgical emergency. Prompt and accurate diagnosis of tension pneumocephalus requires a high index of clinical suspicion corroborated by imaging. Herein, we describe a case of extensive tension pneumocephalus in a patient who had undergone transsphenoidal surgery and repair of the sellar floor, with subsequent successful decompression. This case report discusses the pertinent imaging features of tension pneumocephalus and its management.
Aged ; Craniopharyngioma ; surgery ; Decompression, Surgical ; methods ; Humans ; Male ; Neurosurgical Procedures ; adverse effects ; Pneumocephalus ; diagnosis ; diagnostic imaging ; Postoperative Complications ; Reproducibility of Results ; Tomography, X-Ray Computed

This study describes the neuropathologic features of normal canine brain ablated with non-thermal irreversible electroporation (N-TIRE). The parietal cerebral cortices of four dogs were treated with N-TIRE using a dose-escalation protocol with an additional dog receiving sham treatment. Animals were allowed to recover following N-TIRE ablation and the effects of treatment were monitored with clinical and magnetic resonance imaging examinations. Brains were subjected to histopathologic and ultrastructural assessment along with Bcl-2, caspase-3, and caspase-9 immunohistochemical staining following sacrifice 72 h post-treatment. Adverse clinical effects of N-TIRE were only observed in the dog treated at the upper energy tier. MRI and neuropathologic examinations indicated that N-TIRE ablation resulted in focal regions of severe cytoarchitectural and blood-brain-barrier disruption. Lesion size correlated to the intensity of the applied electrical field. N-TIRE-induced lesions were characterized by parenchymal necrosis and hemorrhage; however, large blood vessels were preserved. A transition zone containing parenchymal edema, perivascular inflammatory cuffs, and reactive gliosis was interspersed between the necrotic focus and normal neuropil. Apoptotic labeling indices were not different between the N-TIRE-treated and control brains. This study identified N-TIRE pulse parameters that can be used to safely create circumscribed foci of brain necrosis while selectively preserving major vascular structures.
Animals ; Brain/metabolism/*pathology/surgery/ultrastructure ; Caspase 3/metabolism ; Caspase 9/metabolism ; Dogs ; Electroporation/veterinary ; Magnetic Resonance Imaging/methods ; Microscopy, Electron, Transmission ; Necrosis/metabolism/pathology ; Neurosurgical Procedures/*adverse effects

Mixed autonomic hyperactivity disorder (MAHD) among patients with acquired brain injury can be rare. A delayed diagnosis of MAHD might exacerbate the clinical outcome and increase healthcare expenses with unnecessary testing. However, MAHD is still an underrecognized and evolving disease entity. A 25-yr-old woman was admitted the clinic due to craniopharyngioma. After an extensive tumor resection, she complained of sustained fever, papillary contraction, hiccup, lacrimation, and sighing. An extensive evaluation of the sustained fever was conducted. Finally, the cause for MAHD was suspected, and the patient was successfully treated with bromocriptine for a month.
Adult ; Brain/radionuclide imaging ; Bromocriptine/*therapeutic use ; Craniopharyngioma/complications/diagnosis/surgery ; Female ; Fever/complications/*drug therapy ; Hormone Antagonists/*therapeutic use ; Humans ; Hyperkinesis/complications/*diagnosis ; Magnetic Resonance Imaging ; Neurosurgical Procedures/*adverse effects ; Pituitary Neoplasms/complications/diagnosis/surgery ; Tomography, X-Ray Computed