A Deep Learning Model for Preoperative Differentiation of Glioblastoma, Brain Metastasis, and Primary Central Nervous System Lymphoma: An External Validation Study

A Deep Learning Model for Preoperative Differentiation of Glioblastoma, Brain Metastasis, and Primary Central Nervous System Lymphoma: An External Validation Study

<b>(1) Background:</b> Neuroimaging differentiation of glioblastoma, primary central nervous system lymphoma (PCNSL) and solitary brain metastasis (BM) represents a diagnostic and therapeutic challenge in neurosurgical practice, expanding the burden of care and exposing patients to addit...

Полное описание

Библиографические подробности
Главные авторы:	Leonardo Tariciotti, Davide Ferlito, Valerio M. Caccavella, Andrea Di Cristofori, Giorgio Fiore, Luigi G. Remore, Martina Giordano, Giulia Remoli, Giulio Bertani, Stefano Borsa, Mauro Pluderi, Paolo Remida, Gianpaolo Basso, Carlo Giussani, Marco Locatelli, Giorgio Carrabba
Формат:	Статья
Язык:	English
Опубликовано:	MDPI AG 2022-12-01
Серии:	NeuroSci
Предметы:	brain metastases deep learning glioblastoma machine learning primary central nervous system lymphoma
Online-ссылка:	https://www.mdpi.com/2673-4087/4/1/3

Схожие документы

A deep learning model for preoperative differentiation between glioblastoma, central nervous system lymphoma and brain metastasis
по: L. Tariciotti, и др.
Опубликовано: (2021-01-01)

A frailty-adjusted surgical risk, post-operative, long-term functional outcome and quality of life prediction score for intracranial meningiomas
по: L. Tariciotti, и др.
Опубликовано: (2022-01-01)

The role of SWI sequence during the preoperative targeting of the subthalamic nucleus for deep brain stimulation in Parkinson's disease: A retrospective cohort study
по: Luigi Gianmaria Remore, и др.
Опубликовано: (2024-04-01)

Indication and eligibility of glioma patients for awake surgery: A scoping review by a multidisciplinary perspective
по: Giorgio Fiore, и др.
Опубликовано: (2022-09-01)

Diffusion tensor imaging, intra-operative neurophysiological monitoring and small craniotomy: Results in a consecutive series of 103 gliomas
по: Giorgio Carrabba, и др.
Опубликовано: (2022-09-01)

Implication of tumor morphology and MRI characteristics on the accuracy of automated versus human segmentation of GBM areas
по: Valeria Cerina, и др.
Опубликовано: (2025-01-01)

Exoscopic Microsurgery: A Change of Paradigm in Brain Tumor Surgery? Comparison with Standard Operative Microscope
по: Andrea Di Cristofori, и др.
Опубликовано: (2023-07-01)

Fully endoscopic trans-sphenoidal (TNS) gross total resection of a rare granular cell tumour of the neurohypophysis: surgical video and case strategy discussion
по: D. Gagliano, и др.
Опубликовано: (2022-01-01)

Quantitative Physiologic MRI Combined with Feature Engineering for Developing Machine Learning-Based Prediction Models to Distinguish Glioblastomas from Single Brain Metastases
по: Seyyed Ali Hosseini, и др.
Опубликовано: (2024-12-01)

The role of SWI sequence during preoperative subthalamic nucleus targeting for deep brain stimulation in Parkinson’s disease: a retrospective randomized monocentric case-control study
по: L.G. Remore, и др.
Опубликовано: (2022-01-01)

Prevention of Post-Operative Pain after Elective Brain Surgery: A Meta-Analysis of Randomized Controlled Trials
по: Giorgio Fiore, и др.
Опубликовано: (2023-04-01)

Exoscope and operative microscope for training in microneurosurgery: A laboratory investigation on a model of cranial approach
по: Tommaso Calloni, и др.
Опубликовано: (2023-03-01)

Multi-task learning-based feature selection and classification models for glioblastoma and solitary brain metastases
по: Ya Huang, и др.
Опубликовано: (2022-09-01)

Post-surgical hypopituitarism in Cushing disease, surgical outcomes in a life threatening condition
по: L. Schisano, и др.
Опубликовано: (2022-01-01)

Tumor classification of gastrointestinal liver metastases using CT-based radiomics and deep learning
по: Hishan Tharmaseelan, и др.
Опубликовано: (2023-10-01)

Transfer Learning Approaches for Brain Metastases Screenings
по: Minh Sao Khue Luu, и др.
Опубликовано: (2024-11-01)

Rare Case of Extracranial Metastases in a Patient with IDH-Mutant Glioblastoma
по: Rishan Thimma Sudarsan, и др.
Опубликовано: (2023-04-01)

Biomarkers of Central Nervous System Involvement from Epithelial Ovarian Cancer
по: Giulia Scotto, и др.
Опубликовано: (2021-12-01)

An updated overview of DBS interventions in patients with dementia and future directions: a systematic review
по: L. Tariciotti, и др.
Опубликовано: (2022-01-01)

Extracranial metastases in secondary glioblastoma multiforme: a case report
по: Jessica Rossi, и др.
Опубликовано: (2020-10-01)

Where Does Auto-Segmentation for Brain Metastases Radiosurgery Stand Today?
по: Matthew Kim, и др.
Опубликовано: (2024-05-01)

AI-assisted clinical decision making (CDM) for dose prescription in radiosurgery of brain metastases using three-path three-dimensional CNN
по: Yufeng Cao, и др.
Опубликовано: (2023-03-01)

Indocyanine Green use in endoscopic trans-sphenoidal surgery
по: Antonio D'ammando, и др.
Опубликовано: (2023-01-01)

Glioblastoma multiforme recurrence on skin and subcutaneous tissue: a case report
по: Maria Ciscar-Fabuel, и др.
Опубликовано: (2024-09-01)

Boosting teamwork between scrub nurses and neurosurgeons: exploring the value of a role-played hands-on, cadaver-free simulation and systematic review of the literature
по: Camilla de Laurentis, и др.
Опубликовано: (2024-03-01)

Metástases intrarraquidianas de glioblastoma multiforme supratentorial da infância: relato de caso Spinal cord metastatic glioblastoma multiforme of childhood: case report
по: Patricia Imperatriz Porto Rondinelli, и др.
Опубликовано: (2002-09-01)

A machine learning-based model for clinical prediction of distal metastasis in chondrosarcoma: a multicenter, retrospective study
по: Jihu Wei, и др.
Опубликовано: (2023-12-01)

Extrathoracic Metastases in Pleural Mesothelioma
по: Ibiayi Dagogo-Jack, MD, и др.
Опубликовано: (2023-09-01)

A proposed methodology for detecting the malignant potential of pulmonary nodules in sarcoma using computed tomographic imaging and artificial intelligence-based models
по: Esha Baidya Kayal, и др.
Опубликовано: (2023-08-01)

Cytokine Landscape in Central Nervous System Metastases
по: Julie Marin, и др.
Опубликовано: (2022-06-01)

Potential applications of image-guided radiotherapy for brain metastases and glioblastoma to improve patient quality of life
по: Nam Phong Nguyen, и др.
Опубликовано: (2013-11-01)

Differentiation of multiple brain metastases and glioblastoma with multiple foci using MRI criteria
по: Sebastian Johannes Müller, и др.
Опубликовано: (2024-01-01)

Zosteriform Cutaneous Distant Metastases as Onset of Relapsing Melanoma
по: Daniel Morgado-Carasco, и др.
Опубликовано: (2019-12-01)

I BRAZILIAN CONSENSUS ON MULTIMODAL TREATMENT OF COLORECTAL LIVER METASTASES. MODULE 2: APPROACH TO RESECTABLE METASTASES
по: Héber Salvador de Castro RIBEIRO, и др.
Опубликовано: (2016-03-01)

Sites of metastasis and overall survival in esophageal cancer: a population-based study
по: Wu SG, и др.
Опубликовано: (2017-12-01)

Perspectives on (A)symmetry of Arcuate Fasciculus. A Short Review About Anatomy, Tractography and TMS for Arcuate Fasciculus Reconstruction in Planning Surgery for Gliomas in Language Areas
по: Andrea Di Cristofori, и др.
Опубликовано: (2021-02-01)

Automatic detection and multi-component segmentation of brain metastases in longitudinal MRI
по: Vincent Andrearczyk, и др.
Опубликовано: (2024-12-01)

Evolving prognostic paradigms in lung adenocarcinoma with brain metastases: a web-based predictive model enhanced by machine learning
по: Min Liang, и др.
Опубликовано: (2025-02-01)

A pelvis MR transformer-based deep learning model for predicting lung metastases risk in patients with rectal cancer
по: Yin Li, и др.
Опубликовано: (2025-02-01)

A systematic review of brain metastases from lung cancer using magnetic resonance neuroimaging: Clinical and technical aspects
по: Sadegh Ghaderi, и др.
Опубликовано: (2024-06-01)