Article
Mathematical & Computational Biology
Jianing Wang
Summary: This study uses machine learning and SMOTE-ENN techniques to predict the postoperative facial nerve function recovery in patients with acoustic neuroma. It finds that the XGBoost model can accurately predict the recovery and provides important preoperative indicators to improve patients' postoperative outcomes.
MATHEMATICAL BIOSCIENCES AND ENGINEERING
(2022)
Article
Mathematical & Computational Biology
Jianing Wang
Summary: This study accurately predicts the postoperative facial nerve function recovery of patients with acoustic neuroma using machine learning and SMOTE-ENN techniques, potentially improving postoperative recovery for patients.
MATHEMATICAL BIOSCIENCES AND ENGINEERING
(2022)
Article
Medicine, General & Internal
Chengyuan Ji, Wei Wang, Jiyuan Bu, Jiangang Liu, Zhong Wang
Summary: This study analyzed the risk factors of postoperative recurrence in patients with acoustic neuroma and found that tumor size, blood supply, texture, vascular invasion, and incomplete resection were associated with recurrence. These findings can provide reference for clinical prevention and treatment.
IRANIAN RED CRESCENT MEDICAL JOURNAL
(2022)
Article
Radiology, Nuclear Medicine & Medical Imaging
Ji Ye Lee, Ji-hoon Kim, Eung Koo Yeon, Inpyeong Hwang, Roh-Eul Yoo, Koung Mi Kang, Tae Jin Yun, Seung Hong Choi, Chul-Ho Sohn
Summary: This study evaluated the complementary role of CT in aiding the differentiation between traumatic neuromas and recurrent tumors in postoperative thyroid cancer patients, finding that CT corrected false-positive and false-negative diagnoses, potentially avoiding unnecessary procedures.
EUROPEAN RADIOLOGY
(2022)
Article
Oncology
Qingqing Dai, Meijun Zheng, Qiurong Chen, Hong Zheng, Bilan Li
Summary: This study aimed to compare the preoperative diagnostic accuracy of MRI and ONT for acoustic neuroma. The results showed that ONT was more effective in identifying unilateral incipient AN than MRI, making it an optimal screening test for asymptomatic AN patients and early stage detection.
FRONTIERS IN ONCOLOGY
(2021)
Article
Neurosciences
Zhuo Zhang, Xiaochen Zhang, Yong Yang, Jieyu Liu, Chenzi Zheng, Hua Bai, Quanfeng Ma
Summary: An automatic segmentation method based on Transformer is proposed in this paper, using TransUNet as the core model. By combining Atrous Spatial Pyramid Pooling with CNN, a larger receptive field can be obtained without losing too much resolution. Channel attention and pixel attention are combined in the up-sampling stage to allow the model to automatically learn different weights. The experimental results show that the proposed method is reasonable and effective, outperforming classical models and state-of-the-art models.
FRONTIERS IN NEUROSCIENCE
(2023)
Review
Medicine, General & Internal
Le Zhou, Wanqian Pan, Renjun Huang, Ziwei Lu, Zhiqun You, Yonggang Li
Summary: Inflammatory myofibroblastic tumor (IMT) is a rare neoplasm with unknown underlying pathogenesis. While primarily occurring in the lungs, it can also affect other sites such as the mesentery and retroperitoneum, with intracranial involvement being extremely rare. Diagnosing intracranial IMT remains difficult due to the lack of specific clinical symptoms and characteristic radiographic features. Successful pharmacological treatment suggests that surgery may not be the only therapeutic option, highlighting the importance of accurate diagnosis and appropriate treatment selection.
Article
Medicine, General & Internal
Hye Ran Park, Sang Soon Jeong, Jung Hoon Kim, Ho Sung Myeong, Hyun Joo Park, Kwang Hyon Park, Kawngwoo Park, Byung Woo Yoon, Suyeon Park, Jin Wook Kim, Hyun-Tai Chung, Dong Gyu Kim, Sun Ha Paek
Summary: This retrospective study analyzed the long-term outcomes of 106 patients with unilateral sporadic acoustic neuromas who underwent gamma knife radiosurgery (GKS) as an initial treatment. The results showed that GKS could effectively control tumors, preserve serviceable hearing, and prevent cranial neuropathy.
JOURNAL OF KOREAN MEDICAL SCIENCE
(2023)
Article
Mathematical & Computational Biology
Cenyi Yang
Summary: This paper proposes a postoperative hearing preservation prediction model based on extreme gradient boost tree (XGBoost) for class-imbalanced hospital real data. The synthetic minority oversampling technique (SMOTE) is applied to address sample imbalance. Multiple machine learning models are used to accurately predict surgical hearing preservation in acoustic neuroma patients. Experimental results show that the proposed model outperforms existing research. In summary, this paper's method contributes significantly to the development of personalized preoperative diagnosis and treatment plans, allowing for effective judgment of hearing retention in patients with acoustic neuroma following surgery, simplifying the lengthy medical process, and saving medical resources.
MATHEMATICAL BIOSCIENCES AND ENGINEERING
(2023)
Article
Clinical Neurology
Sunish Shah, Joseph Durkin, Karin E. Byers, Carl H. Snyderman, Paul A. Gardner, Ryan K. Shields
Summary: This study aims to define the microbiologic and clinical characteristics of post-endoscopic endonasal surgery (EES) central nervous system (CNS) infections. The rate of CNS infection after EES is low and the causative pathogens vary. Further research is needed to determine the impact of methicillin-resistant Staphylococcus aureus (MRSA) nares screening on antimicrobial prophylaxis before EES.
WORLD NEUROSURGERY
(2023)
Article
Psychiatry
Xueyun Deng, Lizhen Liu, Zhiming Zhen, Quan Chen, Lihua Liu, Xuhui Hui
Summary: This study aimed to investigate the cognitive function changes in patients with acoustic neuroma (AN) and explored possible mechanisms using structural and functional magnetic resonance imaging (fMRI). The results showed that AN patients had worse cognitive performance compared to healthy controls. Functional activity was increased in certain brain regions of AN patients, compensating for cognitive decline. Additionally, decreased functional connectivity and changes in brain structure were observed in AN patients. These findings highlight the importance of understanding cognitive impairment and brain changes in AN patients.
FRONTIERS IN PSYCHIATRY
(2022)
Article
Medicine, Research & Experimental
Omid Moshtaghi, Joe Saliba, Mihir Gupta, Pasha Mehranpour, Kareem O. Tawfik, Yin Ren, Marc S. Schwartz, Rick A. Friedman
Summary: This study showed that preoperative mobility assessments can predict functional limitations and length of hospitalization after acoustic neuroma resection. These objective tools can help clinicians manage patient expectations and guide preoperative counseling for patients considering surgery.
Article
Geriatrics & Gerontology
Xueyun Deng, Lihua Liu, Jiuhong Li, Hui Yao, Shuai He, Zhiwei Guo, Jiayu Sun, Wenke Liu, Xuhui Hui
Summary: Patients with acoustic neuroma show cognitive impairments in various domains, including memory, executive function, attention, and processing speed compared to healthy controls. Changes in the structural brain network, especially the efficiency of subnetworks and fiber connections, are associated with cognitive impairments in these patients. Including neuropsychological aspects in clinical evaluation and appropriate treatments may help improve the life quality of patients with acoustic neuroma.
FRONTIERS IN AGING NEUROSCIENCE
(2022)
Article
Otorhinolaryngology
Tasha S. Nasrollahi, Shane Shahrestani, Michela Borrelli, Martin L. Hopp, Arthur W. Wu, Dennis M. Tang, John S. Yu
Summary: This study investigated the impact of modifiable risk factors on the perioperative outcomes of patients undergoing surgical resection of their acoustic neuroma. It was found that malnutrition performed best in predicting nonroutine discharge, while models using malnutrition, obesity, and smoking performed well in predicting readmission. The study suggests that these risk factors may complicate the perioperative course of patients.
ENT-EAR NOSE & THROAT JOURNAL
(2023)
Article
Neurosciences
Xueyun Deng, Lizhen Liu, Jun Luo, Lihua Liu, Xuhui Hui, Hua Feng
Summary: This study compared the cognitive function of patients with acoustic neuroma (AN) and healthy controls (HCs) and explored the possible underlying mechanisms. The results showed that patients with AN performed worse in neuropsychological evaluations and had widespread alterations in different diffusion tensor imaging (DTI) metrics, which correlated with cognitive function. It was also found for the first time that the decrease in fractional anisotropy (FA) in the minor forceps was related to cognitive decline, suggesting it could be a neurobiological marker of cognitive impairment in AN patients.
FRONTIERS IN NEUROSCIENCE
(2022)
Article
Clinical Neurology
Brendan P. O'Connell, Jacob B. Hunter, Matthew L. Carlson, Brandon Isaacson, Alejandro Rivas, George B. Wanna
JOURNAL OF NEUROLOGICAL SURGERY PART B-SKULL BASE
(2017)
Article
Clinical Neurology
Cameron C. Wick, Mark Sakai, Timothy E. Richardson, Brandon Isaacson
OTOLOGY & NEUROTOLOGY
(2017)
Article
Clinical Neurology
Daniel E. Killeen, Cameron C. Wick, Jacob B. Hunter, Alejandro Rivas, George B. Wanna, Joao Flavio Nogueira, Joe Walter Kutz, Brandon Isaacson
OTOLOGY & NEUROTOLOGY
(2017)
Article
Clinical Neurology
Cameron C. Wick, Daniel E. Killeen, Michael Clark, Joe Walter Kutz, Brandon Isaacson
OTOLOGY & NEUROTOLOGY
(2017)
Article
Clinical Neurology
Cameron C. Wick, Alexander R. Hansen, Joe Walter Kutz, Brandon Isaacson
OTOLOGY & NEUROTOLOGY
(2017)
Article
Surgery
Austin Hembd, Purushottam A. Nagarkar, Salim Saba, Dinah Wan, J. Walter Kutz, Brandon Isaacson, Sachin Gupta, Charles L. White, Rod J. Rohrich, Shai M. Rozen
PLASTIC AND RECONSTRUCTIVE SURGERY
(2017)
Article
Clinical Neurology
T. N. Booth, C. Wick, R. Clarke, J. W. Kutz, M. Medina, D. Gorsage, Y. Xi, B. Isaacson
AMERICAN JOURNAL OF NEURORADIOLOGY
(2018)
Article
Medicine, Research & Experimental
Brandon Isaacson, Cameron C. Wick, Carlos Perez, Sarah C. Cantrell, Daniel E. Killeen
Editorial Material
Medicine, Research & Experimental
Ashley M. Nassiri, Robert J. Yawn, Matthew M. Dedmon, Anthony M. Tolisano, Jacob B. Hunter, Brandon Isaacson, Alejandro Rivas
Article
Medicine, Research & Experimental
Daniel E. Killeen, Brandon Isaacson
Article
Medicine, Research & Experimental
Christen L. Caloway, Razan A. Basonbul, Evette A. Ronner, Anthony M. Tolisano, Angela W. Zhu, Harini Suresh, Daniel J. Lee, Brandon Isaacson, Michael S. Cohen
Article
Medicine, Research & Experimental
Daniel E. Killeen, Samuel L. Barnett, Bruce E. Mickey, Jacob B. Hunter, Brandon Isaacson, Joe Walter Kutz
Summary: The study revealed that patients with tumor volume >3 cm(3) had worse facial nerve outcomes 12 months following surgical resection. Tumor volume was identified as a key factor affecting facial nerve function outcomes.
Editorial Material
Medicine, Research & Experimental
Daniel E. Killeen, Joe W. Kutz, Jacob B. Hunter, Brandon Isaacson
Article
Clinical Neurology
R. L. Clarke, B. Isaacson, J. W. Kutz, Y. Xi, T. N. Booth
Summary: The study found that MRI can be used to diagnose imaging abnormalities related to sensorineural hearing loss in children. The measurements of the normal endolymphatic duct on MRI are similar to those on CT, and MRI showed high sensitivity and specificity in diagnosing an enlarged vestibular aqueduct.
AMERICAN JOURNAL OF NEURORADIOLOGY
(2021)
Article
Pathology
Brandon Isaacson
HEAD & NECK PATHOLOGY
(2018)