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Gu Z, Dai W, Chen J, Jiang Q, Lin W, Wang Q, Chen J, Gu C, Li J, Ying G, Zhu Y. Convolutional neural network-based magnetic resonance image differentiation of filum terminale ependymomas from schwannomas. BMC Cancer 2024; 24:350. [PMID: 38504164 PMCID: PMC10949807 DOI: 10.1186/s12885-024-12023-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2023] [Accepted: 02/20/2024] [Indexed: 03/21/2024] Open
Abstract
PURPOSE Preoperative diagnosis of filum terminale ependymomas (FTEs) versus schwannomas is difficult but essential for surgical planning and prognostic assessment. With the advancement of deep-learning approaches based on convolutional neural networks (CNNs), the aim of this study was to determine whether CNN-based interpretation of magnetic resonance (MR) images of these two tumours could be achieved. METHODS Contrast-enhanced MRI data from 50 patients with primary FTE and 50 schwannomas in the lumbosacral spinal canal were retrospectively collected and used as training and internal validation datasets. The diagnostic accuracy of MRI was determined by consistency with postoperative histopathological examination. T1-weighted (T1-WI), T2-weighted (T2-WI) and contrast-enhanced T1-weighted (CE-T1) MR images of the sagittal plane containing the tumour mass were selected for analysis. For each sequence, patient MRI data were randomly allocated to 5 groups that further underwent fivefold cross-validation to evaluate the diagnostic efficacy of the CNN models. An additional 34 pairs of cases were used as an external test dataset to validate the CNN classifiers. RESULTS After comparing multiple backbone CNN models, we developed a diagnostic system using Inception-v3. In the external test dataset, the per-examination combined sensitivities were 0.78 (0.71-0.84, 95% CI) based on T1-weighted images, 0.79 (0.72-0.84, 95% CI) for T2-weighted images, 0.88 (0.83-0.92, 95% CI) for CE-T1 images, and 0.88 (0.83-0.92, 95% CI) for all weighted images. The combined specificities were 0.72 based on T1-WI (0.66-0.78, 95% CI), 0.84 (0.78-0.89, 95% CI) based on T2-WI, 0.74 (0.67-0.80, 95% CI) for CE-T1, and 0.81 (0.76-0.86, 95% CI) for all weighted images. After all three MRI modalities were merged, the receiver operating characteristic (ROC) curve was calculated, and the area under the curve (AUC) was 0.93, with an accuracy of 0.87. CONCLUSIONS CNN based MRI analysis has the potential to accurately differentiate ependymomas from schwannomas in the lumbar segment.
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Affiliation(s)
- Zhaowen Gu
- Department of Neurosurgery, The Second Affiliated Hospital, School of Medicine, Zhejiang University, 88, Jiefang Road, Hangzhou, China
| | - Wenli Dai
- Zhejiang University School of Mathematical Sciences, Hangzhou, Zhejiang, China
| | - Jiarui Chen
- Department of Neurosurgery, The Second Affiliated Hospital, School of Medicine, Zhejiang University, 88, Jiefang Road, Hangzhou, China
| | - Qixuan Jiang
- Department of Neurosurgery, The Second Affiliated Hospital, School of Medicine, Zhejiang University, 88, Jiefang Road, Hangzhou, China
| | - Weiwei Lin
- Department of Neurosurgery, The Second Affiliated Hospital, School of Medicine, Zhejiang University, 88, Jiefang Road, Hangzhou, China
| | - Qiangwei Wang
- Department of Neurosurgery, The Second Affiliated Hospital, School of Medicine, Zhejiang University, 88, Jiefang Road, Hangzhou, China
| | - Jingyin Chen
- Department of Neurosurgery, The Second Affiliated Hospital, School of Medicine, Zhejiang University, 88, Jiefang Road, Hangzhou, China
| | - Chi Gu
- Department of Neurosurgery, The Second Affiliated Hospital, School of Medicine, Zhejiang University, 88, Jiefang Road, Hangzhou, China
| | - Jia Li
- Ningbo Medical Center Lihuili Hospital, Department of Neurosurgery, Ningbo University, 1111, Jiangnan Road, Ningbo, Zhejiang, China.
| | - Guangyu Ying
- Department of Neurosurgery, The Second Affiliated Hospital, School of Medicine, Zhejiang University, 88, Jiefang Road, Hangzhou, China.
| | - Yongjian Zhu
- Department of Neurosurgery, The Second Affiliated Hospital, School of Medicine, Zhejiang University, 88, Jiefang Road, Hangzhou, China.
- Clinical Research Center for Neurological Diseases of Zhejiang Province, Hangzhou, China.
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Johnson RA, Cramer SW, Dusenbery K, Samadani U. Resection of disseminated recurrent myxopapillary ependymoma with more than 4-year follow-up: operative nuance for prolonged prone position. Illustrative case. JOURNAL OF NEUROSURGERY: CASE LESSONS 2022; 3:CASE2235. [PMID: 36303501 PMCID: PMC9379707 DOI: 10.3171/case2235] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/23/2022] [Accepted: 02/15/2022] [Indexed: 11/21/2022]
Abstract
BACKGROUND Symptomatic disseminated myxopapillary ependymoma (MPE) in a young person presents a daunting challenge because the risks of prolonged prone positioning and spinal cord injury may outweigh the likelihood of attaining the benefit of gross total resection. OBSERVATIONS The authors reported the case of a 15-year-old girl with five discrete recurrent spinal cord ependymomas. The patient received a 25-hour surgical procedure for gross total resection of the tumors and fusion over an approximately 33-hour period. She experienced complete resolution of all preoperative neurological symptoms and subsequently received adjuvant radiation therapy. At 52 months after surgery, she was still experiencing neurologically intact, progression-free survival. This case illustrated one of the most extensive recurrent tumor resections for MPE with prolonged disease-free survival reported to date. It may also represent the longest prone position spinal case reported and was notable for a lack of any of the complications commonly associated with the prolonged prone position. LESSONS The authors discussed the complexity of surgical decision-making in a symptomatic patient with multiple disseminated metastases, technical considerations for resection of intradural and intramedullary spinal cord tumors, and considerations for avoiding complications during prolonged positioning necessary for spinal surgery.
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Affiliation(s)
- Reid A. Johnson
- University of Minnesota Medical School, Minneapolis, Minnesota
| | | | | | - Uzma Samadani
- Surgical Services, Minneapolis VA Health Care System, Minneapolis, Minnesota
- Bioinformatics and Computational Biology, University of Minnesota, Minneapolis, Minnesota; and
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Abstract
Metastases are the most common intracranial tumors in adults. Lung cancer, melanoma, renal cell carcinoma, and breast cancer are the most common primary tumors that metastasize to the brain. Improved detection of small metastases by MRI, and improved systemic therapy for primary tumors, resulted in increased incidence of brain metastasis. Advances in neuroanesthesia and neurosurgery have significantly improved the safety of surgical resection of brain metastases. Surgical approach and active management have become applicable for many patients. Subsequently, brain metastases diagnosis no longer equals palliative treatment. Moreover, the demand for diagnosing brain masses has increased with its associated challenges.
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Affiliation(s)
- Saber Tadros
- Laboratory of Pathology, National Cancer Institute, 10 Center Drive, Building 10, Room 3N248, Bethesda, MD 20814, USA.
| | - Abhik Ray-Chaudhury
- Surgical Neurology Branch, National Cancer Institute, 10 Center Drive, Building 10, Room 3D-03, MSC1414, Bethesda, MD 20892-3704, USA
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Gitto L, Serinelli S, Galbraith K, Williams M, Mirchia K, Galgano MA, Krishnamurthy S, de la Roza G, Viapiano MS, Walker JM, Jour G, Serrano J, DeLorenzo M, Snuderl M, Richardson TE. Anaplastic Transformation in Myxopapillary Ependymoma: A Report of 2 Cases and Review of the Literature. J Neuropathol Exp Neurol 2021; 79:1044-1053. [PMID: 32743660 DOI: 10.1093/jnen/nlaa077] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2020] [Revised: 05/04/2020] [Accepted: 06/29/2020] [Indexed: 12/12/2022] Open
Abstract
Myxopapillary ependymoma (MPE) is a relatively common neoplasm arising primarily in the filum terminale/lumbosacral region of the spinal cord. It is designated as a grade I tumor in the most recent WHO Classification of Tumours of the CNS, although aggressive clinical behavior can be observed, especially in cases arising in an extradural location. Anaplastic transformation in MPE is exceedingly rare with <20 examples reported in the English literature, and consensus on diagnostic features and definitive grading remain to be determined. Here, we present 2 cases of recurrent MPE with anaplastic features, both of which had histology consistent with conventional MPE as well as areas with significant atypia, frequent mitotic figures, elevated Ki-67 proliferation indices (>10%-50%), necrosis, and focal vascular proliferation. Targeted next-generation sequencing panels revealed no definitive pathogenic mutations or fusion proteins in either case. Copy number profiling, methylation profiling, and t-Distributed Stochastic Neighbor Embedding were performed to investigate the molecular characteristics of these tumors. To the best of our knowledge, these are the first reported cases of MPE with anaplastic features with methylation profiling data. In addition, we review the literature and discuss common histologic and molecular findings associated with anaplastic features in MPE.
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Guo Z, Wan J, Zhao B. Extensive craniospinal disseminated metastasis after the resection of intradural extramedullary ependymoma in the craniocervical junction: a case report and literature review. Int J Neurosci 2020; 131:919-926. [PMID: 32316808 DOI: 10.1080/00207454.2020.1759585] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
PURPOSE/AIM Intradural extramedullary (IDEM) ependymomas are very rare, and IDEM ependymomas with craniospinal disseminated metastasis are exceptionally rare; only 2 preoperative cases have been confirmed, and postoperative cases have not been reported. CASE REPORT We present a case of a 21-year-old female with an IDEM ependymoma of the craniocervical junction who experienced head and neck pain for more than 1 month. Magnetic resonance imaging (MRI) of the cervical spine revealed a large IDEM cystic lesion located in the medulla oblongata and the upper cervical spinal cord. The patient underwent surgery without complications, and the tumor was completely removed. Histopathological examination revealed a diagnosis of aplastic ependymoma, World Health Organization (WHO) grade III. The patient failed to follow-up with radiotherapy for one month after discharge. Nearly three months after surgery, craniospinal disseminated metastasis was found in the patient; subsequently, chemoradiotherapy was administered to prolong the survival time of the patient. Unfortunately, the patient underwent radiotherapy and chemotherapy for only 7 days; then, the patient gave up treatment and died 5 months later. CONCLUSIONS To the best of our knowledge, no other cases of craniocervical junction anaplastic ependymomas with craniospinal disseminated metastasis have been reported in the literature. Total resection does not completely prevent recurrence and metastasis, and MRI of the entire neuraxis and timely postoperative craniospinal radiotherapy are necessary for the treatment of this disease.
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Affiliation(s)
- Zhifei Guo
- Department of Neurosurgery, The Second Affiliated Hospital of Anhui Medical University, Cerebral Vascular Disease Research Centre, Anhui Medical University, Hefei, China
| | - Jinghai Wan
- Department of Neurosurgery, Cancer Hospital, National Cancer Centre of China, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing, China
| | - Bing Zhao
- Department of Neurosurgery, The Second Affiliated Hospital of Anhui Medical University, Cerebral Vascular Disease Research Centre, Anhui Medical University, Hefei, China
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