Cargando…

Combining multi-site magnetic resonance imaging with machine learning predicts survival in pediatric brain tumors

Brain tumors represent the highest cause of mortality in the pediatric oncological population. Diagnosis is commonly performed with magnetic resonance imaging. Survival biomarkers are challenging to identify due to the relatively low numbers of individual tumor types. 69 children with biopsy-confirm...

Descripción completa

Detalles Bibliográficos
Autores principales:	Grist, James T., Withey, Stephanie, Bennett, Christopher, Rose, Heather E. L., MacPherson, Lesley, Oates, Adam, Powell, Stephen, Novak, Jan, Abernethy, Laurence, Pizer, Barry, Bailey, Simon, Clifford, Steven C., Mitra, Dipayan, Arvanitis, Theodoros N., Auer, Dorothee P., Avula, Shivaram, Grundy, Richard, Peet, Andrew C.
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Nature Publishing Group UK 2021
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8460620/ https://www.ncbi.nlm.nih.gov/pubmed/34556677 http://dx.doi.org/10.1038/s41598-021-96189-8

Ejemplares similares

Distinguishing between paediatric brain tumour types using multi-parametric magnetic resonance imaging and machine learning: A multi-site study
por: Grist, James T., et al.
Publicado: (2020)

IMG-06. PREDICTING SURVIVAL FROM PERFUSION AND DIFFUSION MRI BY MACHINE LEARNING
por: Grist, James T, et al.
Publicado: (2020)

Dynamic susceptibility-contrast magnetic resonance imaging with contrast agent leakage correction aids in predicting grade in pediatric brain tumours: a multicenter study
por: Withey, Stephanie B., et al.
Publicado: (2022)

Applying machine learning classifiers to automate quality assessment of paediatric dynamic susceptibility contrast (DSC-) MRI data
por: Powell, Stephen J., et al.
Publicado: (2023)

Application of pattern recognition techniques for classification of pediatric brain tumors by in vivo 3T (1)H‐MR spectroscopy—A multi‐center study
por: Zarinabad, Niloufar, et al.
Publicado: (2017)

Classification of paediatric brain tumours by diffusion weighted imaging and machine learning
por: Novak, Jan, et al.
Publicado: (2021)

Arterial input function and gray matter cerebral blood volume measurements in children
por: Withey, Stephanie B., et al.
Publicado: (2015)

Quantitative measurement of blood flow in paediatric brain tumours—a comparative study of dynamic susceptibility contrast and multi time-point arterial spin labelled MRI
por: Vidyasagar, Rishma, et al.
Publicado: (2016)

Clinical protocols for (31)P MRS of the brain and their use in evaluating optic pathway gliomas in children
por: Novak, Jan, et al.
Publicado: (2014)

MBRS-69. METABOLITE PROFILING OF SHH MEDULLOBLASTOMA IDENTIFIES A SUBSET OF CHILDHOOD TUMOURS ENRICHED FOR HIGH-RISK MOLECULAR BIOMARKERS AND CLINICAL FEATURES
por: Bennett, Christopher, et al.
Publicado: (2020)

Magnetic resonance spectroscopy metabolite profiles predict survival in paediatric brain tumours
por: Wilson, Martin, et al.
Publicado: (2013)

Importance of intraoperative magnetic resonance imaging for pediatric brain tumor surgery
por: Yousaf, Jawad, et al.
Publicado: (2012)

Prospective multicentre evaluation and refinement of an analysis tool for magnetic resonance spectroscopy of childhood cerebellar tumours
por: Manias, Karen A., et al.
Publicado: (2018)

Basilar Artery Vasospasm as a Cause of Post-Operative Cerebellar Mutism Syndrome
por: Deghedy, Marwa, et al.
Publicado: (2022)

The utility of routine surveillance screening with magnetic resonance imaging (MRI) to detect tumour recurrence in children with low-grade central nervous system (CNS) tumours: a systematic review
por: Stevens, Simon P., et al.
Publicado: (2018)

Texture analysis of T(1)- and T(2)-weighted MR images and use of probabilistic neural network to discriminate posterior fossa tumours in children
por: Orphanidou-Vlachou, Eleni, et al.
Publicado: (2014)

Generating prior probabilities for classifiers of brain tumours using belief networks
por: Reynolds, Greg M, et al.
Publicado: (2007)

Evaluation of intravoxel incoherent motion fitting methods in low‐perfused tissue
por: Meeus, Emma M., et al.
Publicado: (2016)

Short-acquisition-time JPRESS and its application to paediatric brain tumours
por: Carlin, Dominic, et al.
Publicado: (2018)

Evaluation of the added value of (1)H-magnetic resonance spectroscopy for the diagnosis of pediatric brain lesions in clinical practice
por: Manias, Karen, et al.
Publicado: (2018)

MRS water resonance frequency in childhood brain tumours: a novel potential biomarker of temperature and tumour environment
por: Babourina-Brooks, Ben, et al.
Publicado: (2014)

Welcome to the Digital Health revolution
por: Powell, John, et al.
Publicado: (2015)

Glycine: a non-invasive imaging biomarker to aid magnetic resonance spectroscopy in the prediction of survival in paediatric brain tumours
por: Babourina-Brooks, Ben, et al.
Publicado: (2018)

Ex vivo metabolite profiling of paediatric central nervous system tumours reveals prognostic markers
por: Bennett, Christopher D., et al.
Publicado: (2019)

Increased unsaturation of lipids in cytoplasmic lipid droplets in DAOY cancer cells in response to cisplatin treatment
por: Pan, Xiaoyan, et al.
Publicado: (2012)

Key Findings and Lessons from an Evaluation of the Rockefeller Foundation's Disease Surveillance Networks Initiative
por: MacPherson, Nancy, et al.
Publicado: (2013)

Neurocognitive Dysfunction After Treatment for Pediatric Brain Tumors: Subtype-Specific Findings and Proposal for Brain Network-Informed Evaluations
por: Sleurs, Charlotte, et al.
Publicado: (2023)

Audiovestibular Quantification in Rare Third Window Disorders in Children
por: Dasgupta, Soumit, et al.
Publicado: (2020)

Baló’s concentric sclerosis presenting asymptomatically in a child: clinico-radiological-pathological correlation
por: Southin, Justine-Clair, et al.
Publicado: (2023)

Fully-Automated Identification of Imaging Biomarkers for Post-Operative Cerebellar Mutism Syndrome Using Longitudinal Paediatric MRI
por: Spiteri, Michaela, et al.
Publicado: (2019)

Doppler Echocardiography Imaging in Detecting Multi-Valvular Lesions: A Clinical Evaluation in Children with Acute Rheumatic Fever
por: Shivaram, Pushpa, et al.
Publicado: (2013)

TRANSFoRm eCRF
por: Kuchinke, Wolfgang, et al.
Publicado: (2015)

TRANSFoRm Query Workbench
por: Arvanitis, Theodoros N, et al.
Publicado: (2015)

Case report: MRI findings of acute uremic encephalopathy in a 1-year-old boy
por: Chotai, Amar Ajay, et al.
Publicado: (2021)

Serial MR diffusion to predict treatment response in high-grade pediatric brain tumors: a comparison of regional and voxel-based diffusion change metrics
por: Rodriguez Gutierrez, Daniel, et al.
Publicado: (2013)

EPEN-24. SIOP EPENDYMOMA II: CENTRAL EPENDYMOMA MANAGEMENT ADVISORY GROUP – THE UK EXPERIENCE
por: Macarthur, Donald C, et al.
Publicado: (2020)

Relapsed Medulloblastoma in Pre-Irradiated Patients: Current Practice for Diagnostics and Treatment
por: Hill, Rebecca M., et al.
Publicado: (2021)

Audit of the change in the on-call practices in neuroradiology and factors affecting it
por: Mukerji, Nitin, et al.
Publicado: (2006)

Ground Target Tracking Using an Airborne Angle-Only Sensor with Terrain Uncertainty and Sensor Biases
por: Mitra, Dipayan, et al.
Publicado: (2022)

The use of computer-interpretable clinical guidelines to manage care complexities of patients with multimorbid conditions: A review
por: Bilici, Eda, et al.
Publicado: (2018)

Cannot write session to /tmp/vufind_sessions/sess_go507slaaarrka77gepbtb5qh8