Multimodality MRI-based radiomics approach to predict the posttreatment response of lung cancer brain metastases to gamma knife radiosurgery

Objectives To develop and validate a multimodality MRI-based radiomics approach to predicting the posttreatment response of lung cancer brain metastases (LCBM) to gamma knife radiosurgery (GKRS). Methods We retrospectively analyzed 213 lesions from 137 patients with LCBM who received GKRS between Ja...

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Veröffentlicht in:	European radiology 2022-04, Vol.32 (4), p.2266-2276
Hauptverfasser:	Jiang, Zekun, Wang, Bao, Han, Xiao, Zhao, Peng, Gao, Meng, Zhang, Yi, Wei, Ping, Lan, Chuanjin, Liu, Yingchao, Li, Dengwang
Format:	Artikel
Sprache:	eng
Schlagworte:	Brain Brain cancer Brain Neoplasms - diagnostic imaging Brain Neoplasms - radiotherapy Calibration Decision trees Diagnostic Radiology Edema Epidermal growth factor Feature extraction Growth factors Humans Imaging Imaging Informatics and Artificial Intelligence Internal Medicine Interventional Radiology Lesions Lung cancer Lung Neoplasms - diagnostic imaging Lung Neoplasms - genetics Magnetic resonance imaging Magnetic Resonance Imaging - methods Medical imaging Medicine Medicine & Public Health Metastases Metastasis Mutation Neuroradiology Nomograms Oncology Patients Performance evaluation Performance prediction Predictions Pretreatment Radiology Radiomics Radiosurgery Retrospective Studies Sensitivity Surgery Tumors Ultrasound
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