Cargando…

Applying machine learning classifiers to automate quality assessment of paediatric dynamic susceptibility contrast (DSC-) MRI data

OBJECTIVE: Investigate the performance of qualitative review (QR) for assessing dynamic susceptibility contrast (DSC-) MRI data quality in paediatric normal brain and develop an automated alternative to QR. METHODS: 1027 signal–time courses were assessed by Reviewer 1 using QR. 243 were additionally...

Descripción completa

Detalles Bibliográficos
Autores principales:	Powell, Stephen J., Withey, Stephanie B., Sun, Yu, Grist, James T., Novak, Jan, MacPherson, Lesley, Abernethy, Laurence, Pizer, Barry, Grundy, Richard, Morgan, Paul S., Jaspan, Tim, Bailey, Simon, Mitra, Dipayan, Auer, Dorothee P., Avula, Shivaram, Arvanitis, Theodoros N., Peet, Andrew
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	The British Institute of Radiology. 2023
Materias:	Full Paper
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10161906/ https://www.ncbi.nlm.nih.gov/pubmed/36802769 http://dx.doi.org/10.1259/bjr.20201465

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)

Combining multi-site magnetic resonance imaging with machine learning predicts survival in pediatric brain tumors
por: Grist, James T., et al.
Publicado: (2021)

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

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)

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)

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

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

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)

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)

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

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

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

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

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)

Diskless DSC with LynxOS System: Using DSC at PS
por: Nicolas de, M.N.
Publicado: (1993)

Understanding VME space In a DSC: Using DSC at PS
por: GAGNAIRE, A.
Publicado: (1993)

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)

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)

DSC coordination meeting
Publicado: (1991)

DSC 89-005
Publicado: (1989)

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)

VAX-DSC communications at LEAR: Proposal for a data format for DSC communications
por: Mulder, Henk
Publicado: (1991)

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

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

George Triadafilopoulos, MD, DSc
Publicado: (2019)

Proposal for the management of the hardware configuration and the start up procedure in the DSC at PS.: Using DSC at PS
por: GAGNAIRE, A.
Publicado: (1993)

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)

Style guide to write a VME device driver in a DSC at PS: Using DSC at PS
por: Gagnaire, A.
Publicado: (1993)

Non-isothermal dehydration kinetic study of aspartame hemihydrate using DSC, TGA and DSC-FTIR microspectroscopy
por: Hsieh, Wei-hsien, et al.
Publicado: (2018)

DSC Study of Collagen in Disc Disease
por: Skrzyński, S., et al.
Publicado: (2009)

Status of the DSC hardware in March 1992
por: Heinze, W
Publicado: (1992)

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

Data on FTIR, photo-DSC and dynamic DSC of triethylene glycol dimethacrylate and N-vinylpyrrolidone copolymerization in the presence of ionic liquids
por: Nechausov, Sergey, et al.
Publicado: (2022)

Jan Brod, MD, DSc (Prague), FRCP
Publicado: (1985)

Using DSC at PS: User's manual and cookbook.
por: Gognaire, Alain, et al.
Publicado: (1992)

MicroDSC study of Staphylococcus epidermidis growth
por: Zaharia, Dragos C, et al.
Publicado: (2010)

Conversion Booster Présentation layout DSC Booster
por: Arruat, M, et al.
Publicado: (1993)

Using DSC at PS User's manual and cookbook.
por: Gagnaire, A., et al.
Publicado: (1993)

Cannot write session to /tmp/vufind_sessions/sess_4mgm2ulc8g9d83m2p8sp06vqgn