A fully automatic multiparametric radiomics model for differentiation of adult pilocytic astrocytomas from high-grade gliomas

被引:0
作者
Yae Won Park
Jihwan Eom
Dain Kim
Sung Soo Ahn
Eui Hyun Kim
Seok-Gu Kang
Jong Hee Chang
Se Hoon Kim
Seung-Koo Lee
机构
[1] Yonsei University College of Medicine,Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science
[2] Yonsei University,Department of Computer Science
[3] Yonsei University,Department of Psychology
[4] Yonsei University College of Medicine,Department of Neurosurgery
[5] Yonsei University College of Medicine,Department of Pathology
来源
European Radiology | 2022年 / 32卷
关键词
Glioma; Machine learning; Magnetic resonance imaging; Pilocytic astrocytoma; Radiomics;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
页码:4500 / 4509
页数:9
相关论文
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[1]  
Burkhard C(2003)A population-based study of the incidence and survival rates in patients with pilocytic astrocytoma J Neurosurg 98 1170-1174
[2]  
Di Patre PL(2017)MR imaging of brain pilocytic astrocytoma: beyond the stereotype of benign astrocytoma Childs Nerv Syst 33 35-54
[3]  
Schüler D(2020)Clinical characteristics and prognostic factors of adult patients with pilocytic astrocytoma J Neurooncol 148 187-198
[4]  
Gaudino S(2014)Adult pilocytic astrocytomas: clinical features and molecular analysis Neuro Oncol 16 841-847
[5]  
Martucci M(2015)Pilocytic astrocytoma: pathology, molecular mechanisms and markers Acta Neuropathol 129 775-788
[6]  
Russo R(1985)Cystic pilocytic astrocytomas of the cerebral hemispheres. Surgical experience with 51 cases and long-term results J Neurosurg 62 811-815
[7]  
Mair MJ(2017)European Association for Neuro-Oncology (EANO) guideline on the diagnosis and treatment of adult astrocytic and oligodendroglial gliomas Lancet Oncol 18 e315-e329
[8]  
Wöhrer A(2018)Usefulness of perfusion- and diffusion-weighted imaging to differentiate between pilocytic astrocytomas and high-grade gliomas: a multicenter study in Japan Neuroradiology 60 391-401
[9]  
Furtner J(2014)Comparison of perfusion, diffusion, and MR spectroscopy between low-grade enhancing pilocytic astrocytomas and high-grade astrocytomas AJNR Am J Neuroradiol 35 1495-1502
[10]  
Theeler BJ(2007)Distinct genetic signatures among pilocytic astrocytomas relate to their brain region origin Cancer Res 67 890-900