Gearbox Fault Diagnosis Based on MSCNN-LSTM-CBAM-SE.

Ensuring the safety of mechanical equipment, gearbox fault diagnosis is crucial for the stable operation of the whole system. However, existing diagnostic methods still have limitations, such as the analysis of single-scale features and insufficient recognition of global temporal dependencies. To address these issues, this article proposes a new method for gearbox fault diagnosis based on MSCNN-LSTM-CBAM-SE. The output of the CBAM-SE module is deeply integrated with the multi-scale features from MSCNN and the temporal features from LSTM, constructing a comprehensive feature representation that provides richer and more precise information for fault diagnosis. The effectiveness of this method has been validated with two sets of gearbox datasets and through ablation studies on this model. Experimental results show that the proposed model achieves excellent performance in terms of accuracy and F1 score, among other metrics. Finally, a comparison with other relevant fault diagnosis methods further verifies the advantages of the proposed model. This research offers a new solution for accurate fault diagnosis of gearboxes.

Does preoperative gamma knife treatment affect the result of microresection of vestibular schwannoma?

PURPOSE: We aimed to explore the influence of preoperative gamma knife treatment on the clinical effect of microsurgical resection of vestibular schwannoma. METHODS: The data of patients who underwent vestibular schwannoma resection in our hospital between November 2010 and December 2019 were retrospectively collected. According to the data collected retrospectively and the inclusion and exclusion criteria, we selected these patients and divided them into Group A (with preoperative gamma knife treatment) and Group B (without preoperative gamma knife treatment). The pre/postoperative clinical manifestations, neurological function grade, postoperative complications, tumor recurrence and increase were collected and compared between the two groups. RESULTS: There were 40 and 823 patients enrolled in Groups A and B, respectively. There were no significant differences in the general condition, tumor size and side, or neurological performance of the patients in those two groups before the operation. At the last follow-up, the number of patients with poor facial nerve function was 15 (39.5%) in Group A and 170 (20.7%) in Group B (P = 0.021 < 0.05). In Group A and Group B, disequilibrium occurred in 14 (36.8%) patients and 124 (15.1%) patients, respectively, after the operation (P = 0.012 < 0.05). Seven (17.5%) patients had pneumonia in Group A, and 21 (2.6%) patients had pneumonia in Group B (P = 0.04 < 0.05) after the operation. CONCLUSION: When a patient with vestibular schwannoma undergoes microsurgical surgery, the preoperative history with gamma knife treatment may make recovery from postoperative facial paralysis difficult for the patients, making them more prone to suffer from postoperative disequilibrium and postoperative pneumonia.

Giant Brain Arteriovenous Malformation Managed by Staged Embolizations and Surgical Resection with Satisfactory Outcome.

Spetzler-Martin grade V (>6 cm) arteriovenous malformations (AVMs) are traditionally considered inoperable. A 35-year-old man presented with repeated seizures for 7 years, and computed tomography arteriography and magnetic resonance imaging revealed left deep hemispheric AVM. A combination of embolization and surgical resection successfully achieved a cure of the patient. Well-equipped neurosurgery facilities can best manage selective Spetzler-Martin grade V AVMs with no neurologic deficits contrary to their traditionally inoperable concept. Successful surgery offers the patient a better quality of life.

Localized Congenital Cutis Verticis Gyrate with Skull Erosion.

Localized congenital cutis verticis gyrate (CVG) is rare and potentially risks skull involvement. A 23-year-old woman presented with a congenital scalp mass in the occipital region. Local thickening of her left occipital scalp with ridges and furrows was observed on examination. Head computed tomography scan showed a lytic area underneath the same area of the occipital calvarium. The mass was surgically removed due to the skull erosion and cosmetic reasons. Pathologic evaluation established CVG. Surgical excision is best for localized congenital CVG with skull erosion due to cosmetic reasons. Surgical excision was rewarding to the patient it allowed her to style her hair.

Lhermitte-Duclos disease with excessive calcification in a septuagenarian: A case report.

RATIONALE: Lhermitte-Duclos disease (LDD), or dysplastic cerebellar gangliocytoma (DCG), is a rare tumor originating from the cerebellar cortex. LDD is a benign neuroglial tumor with uncertain prognosis. Over 200 cases have been reported in the literature mostly in the form of case reports. Thus, we present a spectacular case of LDD with excessive calcification in a female septuagenarian. PATIENT CONCERNS: A 72-year-old female presented with progressive dizziness for 8 months and suffered a head and sacrococcygeal region injury 20 days prior to her admission in our neurosurgery department. DIAGNOSIS: Computed tomography scan showed a right nonspecific cerebellar mass with striated calcification. Magnetic resonance imaging revealed a right "tiger-striped" alteration of the cerebellar cortex. H&E staining revealed a low grade glial neural tumor which was consistent with the diagnosis of LDD or DCG. INTERVENTION: The lesion was total resected. OUTCOMES: The patient recovered well and the cerebellar dysfunctional symptoms subsided 3 months after the operation and 2 years follow-up revealed no recurrence of the lesion and no neurological deficits. LESION: We postulate that the calcification of LDD is age-related and the pathogenesis of disease often observed in young adulthood.

Posterior Inferior Cerebellar Artery Aneurysm Shaped Like a "Calabash Gourd" and Mimicking a Tumor.

Posterior inferior cerebellar artery aneurysms are likely to be fusiform, yet they hardly enlarge to mimic a tumor in the posterior fossa on radiology. They constitute about 3%-4% of all cerebral aneurysms. A 65-year-old woman presented with tremor in her right upper limb for 1 year and intermittent dizziness for 8 months. Interestingly, magnetic resonance imaging revealed 2 unanimously enhanced masses like mother and daughter located in the right cerebellum hemisphere. The lesion was resected via surgery, and histopathology established the diagnosis of an aneurysm. Her tremor and dizziness subsided 3 months after the surgery, and at her 2-year follow-up she was well with no further neurologic deficits.

Hemifacial spasms triggered by compression of tortuous anterior inferior cerebellar artery loop on the facial nerve in the internal auditory canal: A case report.

RATIONALE: Hemifacial spasm (HFS) is triggered by neurovascular compression mostly at the root entry/exit zone of the facial nerve. HFS with the responsible blood vessel located in the internal auditory canal (IAC) is a very rare occurrence. In our case, the HFS was triggered by compression of the anterior inferior cerebellar artery (AICA) loop on the facial nerve in the IAC. PATIENT CONCERNS: A 27-year-old female presented with a 5-year history of right-sided facial twitching with no obvious course. The frequency and severity of the attacks increases when the patient was anxious or agitated which severely affected her quality of life. DIAGNOSIS: Preoperative 3D-TOF magnetic resonance imaging (MRI) evaluation of cranial nerves showed that the right AICA loop had a tortuous course within the IAC and compressed the facial nerve. INTERVENTION: Microvascular decompression (MVD) surgery was carried out to separate the tortuous AICA loop and facial nerve in the IAC using a Teflon pad. OUTCOMES: The abnormal muscle response disappeared intraoperatively and 2-years follow-up revealed no recurrence of her symptomatology. She is current well and go about her daily activities with no neurological deficits. LESSON: The attachment of the facial nerve to the tortuous AICA loop coupled with the pulsatile impulse of tortuous AICA loop may have resulted in the entrapment and compression of the CN VII in the IAC.

Validation and Evaluation of 5 Scoring Systems for Predicting Metastatic Risk in Pheochromocytoma and Paraganglioma.

Currently, 5 scoring systems have been proposed in the literature for predicting metastatic risk in pheochromocytoma and paraganglioma (PPGL): Pheochromocytoma of the Adrenal Gland Scaled Score (PASS), Grading System for Adrenal Pheochromocytoma and Paraganglioma (GAPP), Composite Pheochromocytoma/paraganglioma Prognostic Score (COPPS), Age, Size, Extra-adrenal location, Secretion type (ASES) score, and Size, Genetic, Age, and PASS (SGAP) model. To validate and evaluate these 5 scoring systems, we conducted a retrospective review of cases diagnosed as PPGL at the Department of Pathology, West China Hospital of Sichuan University, between January 2012 and December 2019. A total of 185 PPGL cases were included, comprising 35 cases with metastasis and 150 cases remained metastasis-free for over 8 years after surgery. The criteria of the 5 scoring systems were used for scoring and risk classification. The predictive performance of the 5 scoring systems was validated, compared, and evaluated using concordance index (C-index) and decision curve analysis (DCA). The C-indices for PASS, GAPP, and SGAP were 0.600, 0.547, and 0.547, respectively, indicating low discriminative ability. In contrast, COPPS and ASES had C-indices of 0.740 and 0.706, respectively, indicating better discriminative performance. DCA also showed that the predictive capability of COPPS was superior to that of ASES, with both outperformed PASS, while PASS had better predictive ability than GAPP and SGAP. Our analysis indicated that pathology-based scoring systems cannot accurately predict metastatic risk of PPGL. Establishing a precise prediction system requires integrating clinical, pathologic, and molecular information, using a scientific methodology for predictive factor selection and weight assessment.

Raney clip left behind the titanium mesh after cranial surgery: Case report.

RATIONALE: Raney clips are commonly used in neurosurgical procedures to hold the scalp in place and stop bleeding during surgery. The removal of Raney clips is often the last process during cranial surgery prior to the closure of skin incision. Thus, a Raney clip found underneath the titanium mesh resulting in fever is a very rare occurrence. PATIENT CONCERNS: An 18-year-old male patient underwent cranial surgery due to intracranial abscess in the frontal lobe and subsequently underwent frontal skull repair using titanium mesh during which a Raney clip was unintentional left underneath the titanium mesh resulting in fever. DIAGNOSIS: A thin-slice computed tomography (CT) scan was used to identify the Raney clip. INTERVENTION: A third surgery was performed to remove the Raney clip. OUTCOMES: The patient fever total resolved after the third surgery with no further neurological deficits and 2-years follow-up revealed the patient is well and go about his daily activities. LESSONS: It is crucial to ensure that all foreign objects are removed after the surgery by counting all instruments used at and after each step during the operation, including all Raney clips. This will help prevent complications and ensure the safety as well as the well-being of the patient.

Diagnosing residual or recurrent cerebral aneurysms after clipping by computed tomographic angiography: Meta-analysis.

BACKGROUND: A cerebral aneurysm with incomplete treatment may re-grow and cause new bleeding. This meta-analysis calculates the sensitivity and specificity of computed tomographic angiography (CTA) in the detection of the residual or recurrent cerebral aneurysms after clipping, in comparison with digital subtraction angiography (DSA). MATERIALS AND METHODS: Between October 1997 and October 2012, relevant data were systematically and prospectively collected without language restrictions from the PUBMED and EMBASE databases for analysis. A total of 10 eligible studies compared CTA with DSA in the detection of the residual or recurrent cerebral aneurysms after clipping by two independent observers. The sensitivity, specificity, positive likelihood ratio (+LR), and negative likelihood ratio (-LR) were calculated on a per-aneurysm basis, and the area under the sROC curve (AUC), heterogeneity, and publication bias also were evaluated. RESULTS: A total of 487 aneurysms were included for meta-analysis. The pooled sensitivity, specificity, +LR, -LR, DOR, and AUC of CTA for detecting the residual or recurrent aneurysms after clipping were 71%, 94%, 9.39, 0.32, 28.32, and 0.8558, respectively. The between-study heterogeneity of DOR and the presence of publication bias were not statistically significant. CONCLUSIONS: As a noninvasive and convenient screening method, CTA has a high diagnostic value for the detection of the residual or recurrent aneurysms after clipping. In the future, it may be used as a routine diagnostic tool for evaluation of aneurysms after clipping.

Targeting protein kinases for the treatment of Alzheimer's disease: Recent progress and future perspectives.

Alzheimer's disease (AD) is a serious neurodegenerative disease characterized by memory impairment, mental retardation, impaired motor balance, loss of self-care and even death. Among the complex and diverse pathological changes in AD, protein kinases are deeply involved in abnormal phosphorylation of Tau proteins to form intracellular neuronal fiber tangles, neuronal loss, extracellular ß-amyloid (Aß) deposits to form amyloid plaques, and synaptic disturbances. As a disease of the elderly, the growing geriatric population is directly driving the market demand for AD therapeutics, and protein kinases are potential targets for the future fight against AD. This perspective provides an in-depth look at the role of the major protein kinases (GSK-3ß, CDK5, p38 MAPK, ERK1/2, and JNK3) in the pathogenesis of AD. At the same time, the development of different protein kinase inhibitors and the current state of clinical advancement are also outlined.

Rapid disappearance of acute subdural hematoma due to abrogated hyper-fibrinolytic activity by tranexamic acid: Case report.

RATIONALE: Acute subdural hematoma (ASDH) occurs after tearing of bridging veins within the dura resulting in the accumulation of blood between the arachnoid and dura layers within 72 hours after traumatic head injury. Also, antigen fibrin D-dimer (DD) is the principal enzymatic degradation product of cross-linked fibrin by plasmin. We observed that early tranexamic acid (TXA) treatment resolved hyper-fibrinolysis and rapid disappearance ASDH. PATIENTS CONCERNS: A 48-year-old female presented with unconsciousness for 2 hours after head trauma. Her Glasgow Coma Scale score was >8 points. DIAGNOSIS: Computed tomography scan established ASDH with midline shift and brainstem compression and surgery was scheduled. Also, laboratory results indicated high DD spike of 34,820 µg/L and a reduction in plasma fibrinogen 1 hour after the injury. INTERVENTION: She was treated with intravenous TXA immediately after admission. OUTCOMES: Her DD spike decreased remarkably in 48 hours with associated rapid disappearance of ASDH thereby averting surgical intervention. She recovered fully with no long-term complications. LESSONS: Historically, hyper-fibrinolysis is associated with poor outcome in head trauma. However, early initiation of TXA which is noninvasive treatment modality for ASDH could avert surgery and reduce cost, anesthesia, and other complications associated with surgery.

Surgical Treatment of Pineal Region Tumors: An 18 year-Experience at a Single Institution.

BACKGROUND: The pineal tumor was once considered as a restricted area for surgery. Such cases are rare, with many different opinions on surgical treatment. This study aimed to review our experience of tumor treatment in the pineal region and explore the optimal treatment strategy. METHODS: The clinical data of 72 patients with pineal tumors from January 1997 to May 2015 (18 years) were retrospectively analyzed. Preoperative preparation, pathology type, tumor resection rate, surgical approach, and follow-up outcomes were used as the indicators to evaluate the treatment efficacy. RESULTS: The Krause approach was used in 46 cases, the Poppen approach in 10 cases, and the transcallosal-lateral ventricle-choroid fissure approach in 16 cases. The postoperative pathological results were as follows: 24 cases of germinoma, 11 of teratoma, 15 of glioma, 6 of meningioma, 11 of Pineocytoma, 2 of cholesteatoma, 2 of cavernous hemangioma, and 1 of choriocarcinoma. Further, the study included 64 cases of total surgical resections, 8 of subtotal resections, and 2 deaths. The follow-up period was from 7 months to 10 years. Further, 51 (70.8%) patients were followed up. The multivariate regression model showed that the surgical method and the pathological type contributed significantly to predicting outcomes. CONCLUSIONS: The type of pathology, extent of excision, and surgical approach had a significant impact on the prognosis of patients. The transcallosal-lateral ventricle-choroid fissure approach for large and medium-sized pineal tumors near the posterior part of the third ventricle had good efficacy.

Spatial transcriptomics reveals niche-specific enrichment and vulnerabilities of radial glial stem-like cells in malignant gliomas.

Diffuse midline glioma-H3K27M mutant (DMG) and glioblastoma (GBM) are the most lethal brain tumors that primarily occur in pediatric and adult patients, respectively. Both tumors exhibit significant heterogeneity, shaped by distinct genetic/epigenetic drivers, transcriptional programs including RNA splicing, and microenvironmental cues in glioma niches. However, the spatial organization of cellular states and niche-specific regulatory programs remain to be investigated. Here, we perform a spatial profiling of DMG and GBM combining short- and long-read spatial transcriptomics, and single-cell transcriptomic datasets. We identify clinically relevant transcriptional programs, RNA isoform diversity, and multi-cellular ecosystems across different glioma niches. We find that while the tumor core enriches for oligodendrocyte precursor-like cells, radial glial stem-like (RG-like) cells are enriched in the neuron-rich invasive niche in both DMG and GBM. Further, we identify niche-specific regulatory programs for RG-like cells, and functionally confirm that FAM20C mediates invasive growth of RG-like cells in a neuron-rich microenvironment in a human neural stem cell derived orthotopic DMG model. Together, our results provide a blueprint for understanding the spatial architecture and niche-specific vulnerabilities of DMG and GBM.

Endoscopic surgery versus conservative treatment for the moderate-volume hematoma in spontaneous basal ganglia hemorrhage (ECMOH): study protocol for a randomized controlled trial.

BACKGROUND: Spontaneous intracerebral hemorrhage is a disease with high morbidity, high disability rate, high mortality, and high economic burden. Whether patients can benefit from surgical evacuation of hematomas is still controversial, especially for those with moderate-volume hematomas in the basal ganglia. This study is designed to compare the efficacy of endoscopic surgery and conservative treatment for the moderate-volume hematoma in spontaneous basal ganglia hemorrhage. METHODS: Patients meet the criteria will be randomized into the endoscopic surgery group (endoscopic surgery for hematoma evacuation and the best medical treatment) or the conservative treatment group (the best medical treatment). Patients will be followed up at 1, 3, and 6 months after initial treatment. The primary outcomes include the Extended Glasgow Outcome Scale and the Modified Rankin Scale. The secondary outcomes consist of the National Institutes of Health Stroke Scale and the mortality. The Barthel Index(BI) will also be evaluated. The sample size is 100 patients. DISCUSSION: The ECMOH trial is a randomized controlled trial designed to evaluate if endoscopic surgery is better than conservative treatment for patients with moderate-volume hematomas in the basal ganglia. TRIAL REGISTRATION: Chinese Clinical Trial Registry: ChiCTR-TRC-11001614(http://www.chictr.org/en/proj/show.aspx?proj=1618).

Successful use of Gamma Knife surgery in a distal lenticulostriate artery aneurysm intervention.

We report a case of a 21-year-old woman who underwent radiosurgical treatment of a distal lenticulostriate artery (LSA) aneurysm. Twenty-two months after treatment, repeat angiography demonstrated patency of the parent vessel and complete obliteration of the aneurysm. Our case implies that Gamma Knife surgery (GKS) might serve as an alternative microinvasive technique in the treatment of LSA aneurysms, making this procedure a potential addition to present methods.

Epidemiological features of 1 281 patients with head injuries arising from the 2008 Wenchuan earthquake.

OBJECTIVE: To analyze the epidemiological features of patients with head injuries in the 2008 Wenchuan earthquake. METHODS: Medical records of patients with head injuries who were admitted to 14 hospitals in Deyang, Mianyang and Chengdu cities after the earthquake were retrospectively analyzed. The patients'age, gender, cause of injury, diagnosis, and outcome were analyzed retrospectively. RESULTS: A total of 1 281 patients with 807 males and 474 females were included. According to Glasgow Coma Scale score at admission, 1 029 patients presented with mild injury, 161 moderate injury and 91 severe injury. The major cause of injuries (83%) was bruise by collapsed buildings. Open head injuries accounted for 60.8%. A total of 720 patients underwent surgical treatment. Good recovery was achieved in 1 056 patients, moderate disability in 106, severe disability in 71, coma in 29 and death in 19. CONCLUSIONS: In this series, male patients were more than female patients. The main cause of injury was hit by falling objects due to building collapse. Minor and open craniocerebral injuries were most common. The epidemiological features of head injuries in Wenchuan earthquake may be helpful to preparation for future rescue.

The impact of residual hematoma after evacuation on the outcomes of patients with ruptured intracranial aneurysms with intracerebral hematoma: A longitudinal single-center observational study.

Intracerebral hematoma (ICH) as a result of ruptured of intracranial aneurysms often arises in patients with subarachnoid hemorrhage. Few studies focused on risk factors for ICH and not the impact of residual hematoma after evacuation on the outcomes of the patients. Therefore, 2 questions need to be answered: does residual hematoma after evacuation have impact on the outcome of patients who present with ICH as a result of ruptured intracranial aneurysms? Is radical pursuit of the hematoma necessary? The study was a single-center longitudinal observational type. Data of 2044 consecutive patients with subarachnoid hemorrhage from January 2009 to December 2019 were reviewed. ICHs were established and the locations of aneurysms as well as hematoma volumes were measured by computed tomographic scan before aneurysm occlusion. Only patients who received aneurysm clipping were included. Patients were stratified into hematoma evacuation without residuals versus residual hematoma after evaluation groups, and outcome was assessed according to the modified Rankin Scale (mRS) at 6 months. Out of the 1365 patients who received clipping, 476 patients presented in poor grade, whereas 889 patients' good grade. Our mRS scores revealed that patients who attained hematoma evacuation without residuals in the good-grade category attained better functional outcome than those with residual hematoma after evacuation. Contrarily, our mRS scores did not establish any significant difference in outcome between the poor-grade patients with hematoma evacuation without residuals and patients with residual hematoma after evacuation. Furthermore, our logistic regression model showed that advance age, poor Hunt-Hess grade, and vascular injury due to surgery were contributing factors for poor outcome of patients with ICH. Our data suggested that aggressive hematoma evacuation may not benefit the poor-grade patients. Majority of poor outcomes were due to surgical complications which were vascular related as a result of excessive pursuit of ICH.

Hemangioblastoma masquerading as a ring enhancing lesion in the cerebellum: A case report.

RATIONALE: Hemangioblastomas (HGBMs) are very rare, and the cerebellum is usually the most common site of occurrence. HGBMs with ring-enhanced walls are often misdiagnosed as metastases, abscesses, glioblastomas, tuberculomas, and demyelinating diseases. Thus, we present a rare case of HGBM masquerading as a ring-enhancing lesion in the cerebellum. PATIENT CONCERNS: We present a 33-year-old female who was admitted to our department because of headaches, unstable walking, and visual loss in both eyes. Cranial nerve examination revealed deficits in cranial nerve II. DIAGNOSIS: Magnetic resonance imaging revealed 2 cystic lesions in the cerebellum, with irregular ring-enhanced cyst walls composed of smaller nodular parts. Immunohistochemical staining of resected specimens established HGBM. INTERVENTIONS: The lesions were completely resected using a right retrosigmoid approach. OUTCOMES: Two years of follow-up revealed no recurrence of her symptoms or tumor. She is currently well and performs her daily duties. LESSONS: HGBMs with enhanced cysts are often misdiagnosed by radiology because of their ring-enhanced nature. Computed tomography angiography may be the best modality for differentiating cerebellar HGBM from other ring-enhancing lesions. Surgery is the gold standard of treatment for these lesions.