Deep learning models for rapid discrimination of high-grade gliomas from solitary brain metastases using multi-plane T1-weighted contrast-enhanced (T1CE) images.

Background: High-grade gliomas (HGG) and solitary brain metastases (SBM) are two common types of brain tumors in middle-aged and elderly patients. HGG and SBM display a high degree of similarity on magnetic resonance imaging (MRI) images. Consequently, differential diagnosis using preoperative MRI remains challenging. This study developed deep learning models that used pre-operative T1-weighted contrast-enhanced (T1CE) MRI images to differentiate between HGG and SBM before surgery. Methods: By comparing various convolutional neural network models using T1CE image data from The First Medical Center of the Chinese PLA General Hospital and The Second People's Hospital of Yibin (Data collection for this study spanned from January 2016 to December 2023), it was confirmed that the GoogLeNet model exhibited the highest discriminative performance. Additionally, we evaluated the individual impact of the tumoral core and peritumoral edema regions on the network's predictive performance. Finally, we adopted a slice-based voting method to assess the accuracy of the validation dataset and evaluated patient prediction performance on an additional test dataset. Results: The GoogLeNet model, in a five-fold cross-validation using multi-plane T1CE slices (axial, coronal, and sagittal) from 180 patients, achieved an average patient accuracy of 92.78%, a sensitivity of 95.56%, and a specificity of 90.00%. Moreover, on an external test set of 29 patients, the model achieved an accuracy of 89.66%, a sensitivity of 90.91%, and a specificity of 83.33%, with an area under the curve of 0.939 [95% confidence interval (CI): 0.842-1.000]. Conclusions: GoogLeNet performed better than previous methods at differentiating HGG from SBM, even for core and peritumoral edema in both. HGG and SBM could be fast screened using this end-to-end approach, improving workflow for both tumor treatments.

Bilateral Simultaneous Basal Ganglia Hemorrhage: A Case Report.

BACKGROUND Simultaneous bilateral basal ganglia hemorrhage is an infrequent occurrence in medical literature. The etiology of bilateral basal ganglia intracerebral hemorrhage remains elusive, in contrast to that of unilateral basal ganglia hypertensive intracerebral hemorrhage, resulting in lack of consensus among scholars. Importantly, patients with uremia and cerebral hemorrhage, especially patients with large hematoma volumes, exhibit a markedly elevated mortality rate. Patients can benefit from implementation of positive and efficacious therapeutic approaches. CASE REPORT We present a clinical case involving a 42-year-old male patient who was admitted to the hospital in a comatose state. The initial head computed tomography scan revealed the presence of simultaneous basal ganglia hemorrhage; this phenomenon could potentially be attributed to the occurrence of cerebral hemorrhage induced by severe renal hypertension in individuals with uremia. The patient underwent emergency surgical intervention to evacuate the hematoma, followed by continuous blood purification treatment. Ultimately, these interventions have the potential to improve patient outcomes. CONCLUSIONS Incidence of bilateral basal ganglia hemorrhage is exceptionally rare and associated with an unfavorable prognosis, often resulting in mortality among individuals with severe underlying conditions or complications. The hematoma was successfully eliminated through the use of skull resection and neuroendoscopy techniques, resulting in favorable outcomes. The implementation of bedside continuous hemodialysis in patients with uremic cerebral hemorrhage can enhance therapeutic efficacy, thus warranting its recommendation for similar cases. Based on our observations, it is plausible that severe hypertension plays a contributory role in the development of simultaneous bilateral basal ganglia bleeding.

Intracranial solitary fibrous tumor in a 15-year-old girl: illustrative case.

BACKGROUND: Solitary fibrous tumor (SFT) is an infrequent spindle cell tumor derived from mesenchymal tissue, which can manifest in diverse anatomical locations, primarily in the pleural cavity and infrequently in the central nervous system. SFT is predominantly observed in individuals aged between 40 and 50 years old, with a slightly higher occurrence in males than in females. OBSERVATIONS: This case report describes a female, age 15, who had migraines for 2 months prior to the diagnosis of an intracranial tumor. Computed tomography and magnetic resonance imaging showed a mass located in the right parietooccipital region with surrounding edema and a compressed right lateral ventricle. Neurosurgery was utilized to successfully remove the mass, and single intracranial fibrous tumor (grade I) was identified by postoperative pathological analysis. During an 8-month follow-up period, the patient did not experience any recurrences. LESSONS: SFT is often misdiagnosed as meningioma because of their similar imaging characteristics. However, identifying the distinctive features of SFT on magnetic resonance imaging can distinguish it from meningioma and help to select appropriate treatment. The complete preoperative imaging data for this case indicated a highly vascularized tumor. Preoperative vascular embolization treatment reduced any difficulties during the subsequent tumor resection and minimized intraoperative bleeding.

Case report: A rare case of cerebral herniation during glioma resection in a syphilis-positive patient.

Acute intraoperative cerebral herniation is catastrophic in craniotomy and seriously affects the outcomes of surgery and the prognosis of the patient. Although the probability of its occurrence is low, it can lead to severe disability and high mortality. We describe a rare case of intraoperative cerebral herniation that occurred in a syphilis-positive patient. The patient was diagnosed with both glioma and syphilis. When the glioma was completely removed under the surgical microscope, acute cerebral herniation occurred. An urgent intervention in cerebral herniation identified a collection of colorless, transparent, and protein-rich gelatinous substances rather than a hematoma, which is a more commonly reported cause of intraoperative cerebral herniation in the literature. We have found no previous descriptions of such cerebral herniation during craniotomy in a patient with syphilis and glioma. We suspected that the occurrence of intraoperative cerebral hernia might be related to the patient's infection with syphilis. We considered the likelihood of an intraoperative cerebral herniation to be elevated when a patient had a disease similar to syphilis that could cause increased vascular permeability.

Malignant transformation of meningioma: Case report.

RATIONALE: Meningiomas are mostly benign brain tumors with minimal malignant cases. Anaplastic meningioma has malignant morphological characteristics and a World Health Organization grade of III. PATIENT CONCERNS: The present study reports a case of an occipital meningioma in a patient who initially chose observation and follow-up after diagnosis. The patient ultimately underwent surgery due to the enlargement of the tumor and the development of visual field defects after a decade of imaging follow-up. The postoperative pathology slides indicated the presence of an anaplastic meningioma (World Health Organization-grade III). DIAGNOSES: The patient's diagnosis was established through cranial magnetic resonance imaging, which revealed an irregular mixed mass in the right occipital region with isointense T1 and hypointense T2 signal, irregular lobulation, and a maximum diameter of approximately 5.4 cm. Heterogenous enhancement was observed in the contrast-enhanced scan. INTERVENTIONS: The patient opted for surgical intervention to remove the tumor, and the pathology slides of the tumor sample confirmed the diagnosis of anaplastic meningioma. The patient also received radiotherapy (40Gy/15fr). OUTCOMES: No recurrence was observed during the 9-month follow-up. LESSONS: This case highlights the potential for low-grade meningiomas to undergo malignant transformation, particularly in the presence of irregular lobulation, peritumoral brain edema, and heterogeneous enhancement on contrast-enhanced scans. Total excision (Simpson grade I) is the preferred treatment option, and long-term imaging follow-up is recommended.

Attenuating tumour angiogenesis: a preventive role of metformin against breast cancer.

Metformin is one of the most widely prescribed antidiabetics for type 2 diabetes. A critical role of metformin against tumorigenesis has recently been implicated, although several studies also reported the lack of anticancer property of the antidiabetics. Given the controversies regarding the potential role of metformin against tumour progression, the effect of metformin against breast, cervical, and ovarian tumour cell lines was examined followed by in vivo assessment of metformin on tumour growth using xenograft breast cancer models. Significant inhibitory impact of metformin was observed in MCF-7, HeLa, and SKOV-3 cells, suggesting an antiproliferative property of metformin against breast, cervical, and ovarian tumour cells, respectively, with the breast tumour cells, MCF-7, being the most responsive. In vivo assessment was subsequently carried out, where mice with breast tumours were treated with metformin (20 mg/kg body weight) or sterile PBS solution for 15 consecutive days. No inhibition of breast tumour progression was detected. However, tumour necrosis was significantly increased in the metformin-treated group, accompanied by decreased capillary formation within the tumours. Thus, despite the lack of short-term benefit of metformin against tumour progression, a preventive role of metformin against breast cancer was implicated, which is at partially attributable to the attenuation of tumour angiogenesis.

Hospitalized pediatric burns in North China: a 10-year epidemiologic review.

Retrospective surveys of all hospitalized pediatric burns under the age of 15 years were conducted in 18 hospitals from 5 provinces and municipal cities of North China between 2001 and 2010. A total of 17,770 patients were included in this study. The epidemiological characteristics of hospitalized pediatric burns and influencing factors of length of hospital stay and hospitalization cost were analyzed. In this study, children accounted for 43.57% of all hospitalized burns, with a gradually increasing trend (P=0.003). Among children hospitalized burns, the percentage of children younger than three years was 69.9%, with an upward trend (P<0.001). The ratio of male to female was 1.53:1. Scald burns accounted for 89.79% and 71.54% had burns of <10% total body surface area, with increasing trends (P≤0.001). The medians of length of hospital stay and hospitalization cost were eight days and 2469 RMB yuan respectively. The most important factors affecting length of hospital stay and hospitalization cost were burned surface area, surgery and treatment outcome. Children under three years of age, boys and children with a small area of mild scald burns should be made the focus of childhood burn prevention. Improving the medical insurance system for children is urgently needed.